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6support_VK_KHR_shader_float_controlsEv_ZNK4ncnn7GpuInfo43support_VK_KHR_storage_buffer_storage_classEv_ZNK4ncnn7GpuInfo24support_VK_KHR_swapchainEv_ZNK4ncnn7GpuInfo36support_VK_EXT_buffer_device_addressEv_ZNK4ncnn7GpuInfo34support_VK_EXT_descriptor_indexingEv_ZNK4ncnn7GpuInfo28support_VK_EXT_memory_budgetEv_ZNK4ncnn7GpuInfo30support_VK_EXT_memory_priorityEv_ZNK4ncnn7GpuInfo35support_VK_EXT_queue_family_foreignEv_ZNK4ncnn7GpuInfo37support_VK_AMD_device_coherent_memoryEv_ZNK4ncnn7GpuInfo32support_VK_NV_cooperative_matrixEv_ZN4ncnn19create_gpu_instanceEPKc_ZN4ncnn46support_VK_KHR_get_physical_device_properties2E_ZN4ncnn40support_VK_KHR_get_surface_capabilities2E_ZN4ncnn38support_VK_KHR_portability_enumerationE_ZN4ncnn22support_VK_KHR_surfaceE_ZN4ncnn26support_VK_EXT_debug_utilsE_ZN4ncnn34support_VK_EXT_validation_featuresE_ZN4ncnn31support_VK_EXT_validation_flagsE_ZN4ncnn43support_VK_KHR_external_memory_capabilitiesE_ZN4ncnn24vkAllocateCommandBuffersE_ZN4ncnn24vkAllocateDescriptorSetsE_ZN4ncnn16vkAllocateMemoryE_ZN4ncnn20vkBeginCommandBufferE_ZN4ncnn18vkBindBufferMemoryE_ZN4ncnn17vkBindImageMemoryE_ZN4ncnn15vkCmdBeginQueryE_ZN4ncnn23vkCmdBindDescriptorSetsE_ZN4ncnn20vkCmdBindIndexBufferE_ZN4ncnn17vkCmdBindPipelineE_ZN4ncnn15vkCmdCopyBufferE_ZN4ncnn22vkCmdCopyBufferToImageE_ZN4ncnn14vkCmdCopyImageE_ZN4ncnn22vkCmdCopyImageToBufferE_ZN4ncnn25vkCmdCopyQueryPoolResultsE_ZN4ncnn13vkCmdDispatchE_ZN4ncnn21vkCmdDispatchIndirectE_ZN4ncnn13vkCmdEndQueryE_ZN4ncnn20vkCmdExecuteCommandsE_ZN4ncnn15vkCmdFillBufferE_ZN4ncnn20vkCmdPipelineBarrierE_ZN4ncnn18vkCmdPushConstantsE_ZN4ncnn19vkCmdResetQueryPoolE_ZN4ncnn17vkCmdResolveImageE_ZN4ncnn17vkCmdUpdateBufferE_ZN4ncnn19vkCmdWriteTimestampE_ZN4ncnn14vkCreateBufferE_ZN4ncnn18vkCreateBufferViewE_ZN4ncnn19vkCreateCommandPoolE_ZN4ncnn24vkCreateComputePipelinesE_ZN4ncnn22vkCreateDescriptorPoolE_ZN4ncnn27vkCreateDescriptorSetLayoutE_ZN4ncnn14vkCreateDeviceE_ZN4ncnn13vkCreateFenceE_ZN4ncnn13vkCreateImageE_ZN4ncnn17vkCreateImageViewE_ZN4ncnn21vkCreatePipelineCacheE_ZN4ncnn22vkCreatePipelineLayoutE_ZN4ncnn17vkCreateQueryPoolE_ZN4ncnn15vkCreateSamplerE_ZN4ncnn17vkCreateSemaphoreE_ZN4ncnn20vkCreateShaderModuleE_ZN4ncnn15vkDestroyBufferE_ZN4ncnn19vkDestroyBufferViewE_ZN4ncnn20vkDestroyCommandPoolE_ZN4ncnn23vkDestroyDescriptorPoolE_ZN4ncnn28vkDestroyDescriptorSetLayoutE_ZN4ncnn15vkDestroyDeviceE_ZN4ncnn14vkDestroyFenceE_ZN4ncnn14vkDestroyImageE_ZN4ncnn18vkDestroyImageViewE_ZN4ncnn17vkDestroyPipelineE_ZN4ncnn22vkDestroyPipelineCacheE_ZN4ncnn23vkDestroyPipelineLayoutE_ZN4ncnn18vkDestroyQueryPoolE_ZN4ncnn16vkDestroySamplerE_ZN4ncnn18vkDestroySemaphoreE_ZN4ncnn21vkDestroyShaderModuleE_ZN4ncnn18vkEndCommandBufferE_ZN4ncnn36vkEnumerateDeviceExtensionPropertiesE_ZN4ncnn32vkEnumerateDeviceLayerPropertiesE_ZN4ncnn26vkEnumeratePhysicalDevicesE_ZN4ncnn25vkFlushMappedMemoryRangesE_ZN4ncnn20vkFreeCommandBuffersE_ZN4ncnn20vkFreeDescriptorSetsE_ZN4ncnn12vkFreeMemoryE_ZN4ncnn29vkGetBufferMemoryRequirementsE_ZN4ncnn27vkGetDeviceMemoryCommitmentE_ZN4ncnn19vkGetDeviceProcAddrE_ZN4ncnn16vkGetDeviceQueueE_ZN4ncnn16vkGetFenceStatusE_ZN4ncnn28vkGetImageMemoryRequirementsE_ZN4ncnn27vkGetImageSubresourceLayoutE_ZN4ncnn27vkGetPhysicalDeviceFeaturesE_ZN4ncnn35vkGetPhysicalDeviceFormatPropertiesE_ZN4ncnn40vkGetPhysicalDeviceImageFormatPropertiesE_ZN4ncnn35vkGetPhysicalDeviceMemoryPropertiesE_ZN4ncnn29vkGetPhysicalDevicePropertiesE_ZN4ncnn40vkGetPhysicalDeviceQueueFamilyPropertiesE_ZN4ncnn22vkGetPipelineCacheDataE_ZN4ncnn21vkGetQueryPoolResultsE_ZN4ncnn30vkInvalidateMappedMemoryRangesE_ZN4ncnn11vkMapMemoryE_ZN4ncnn21vkMergePipelineCachesE_ZN4ncnn13vkQueueSubmitE_ZN4ncnn15vkQueueWaitIdleE_ZN4ncnn20vkResetCommandBufferE_ZN4ncnn18vkResetCommandPoolE_ZN4ncnn21vkResetDescriptorPoolE_ZN4ncnn13vkResetFencesE_ZN4ncnn13vkUnmapMemoryE_ZN4ncnn22vkUpdateDescriptorSetsE_ZN4ncnn15vkWaitForFencesE_ZN4ncnn46vkGetPhysicalDeviceExternalBufferPropertiesKHRE_ZN4ncnn31vkGetPhysicalDeviceFeatures2KHRE_ZN4ncnn33vkGetPhysicalDeviceProperties2KHRE_ZN4ncnn39vkGetPhysicalDeviceFormatProperties2KHRE_ZN4ncnn44vkGetPhysicalDeviceImageFormatProperties2KHRE_ZN4ncnn44vkGetPhysicalDeviceQueueFamilyProperties2KHRE_ZN4ncnn39vkGetPhysicalDeviceMemoryProperties2KHRE_ZN4ncnn42vkGetPhysicalDeviceSurfaceCapabilities2KHRE_ZN4ncnn37vkGetPhysicalDeviceSurfaceFormats2KHRE_ZN4ncnn19vkDestroySurfaceKHRE_ZN4ncnn36vkGetPhysicalDeviceSurfaceSupportKHRE_ZN4ncnn41vkGetPhysicalDeviceSurfaceCapabilitiesKHRE_ZN4ncnn36vkGetPhysicalDeviceSurfaceFormatsKHRE_ZN4ncnn41vkGetPhysicalDeviceSurfacePresentModesKHRE_ZN4ncnn49vkGetPhysicalDeviceCooperativeMatrixPropertiesKHRE_ZN4ncnn48vkGetPhysicalDeviceCooperativeMatrixPropertiesNVE_ZN4ncnn16get_gpu_instanceEv_ZNK4ncnn12VulkanDevice8vkdeviceEv_ZN4ncnn13get_gpu_countEv_ZN4ncnn21get_default_gpu_indexEv_ZN4ncnn12get_gpu_infoEi_ZN4ncnn19VulkanDevicePrivateC2EPNS_12VulkanDeviceE_ZN4ncnn19VulkanDevicePrivate25create_dummy_buffer_imageEv_ZTVN4ncnn16VkDummyAllocatorE_ZTVN4ncnn14VkDummyComputeE_ZN4ncnn16VkDummyAllocatorD0Ev_ZN4ncnn14VkDummyCo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n15Flatten_x86_avxE_ZN4ncnn15Flatten_x86_avxC1Ev_ZN4ncnn12InnerProductD2Ev_ZTVN4ncnn12InnerProductE_ZN4ncnn12InnerProductD0Ev_ZN4ncnn12InnerProduct10load_paramERKNS_9ParamDictE_ZN4ncnn12InnerProduct10load_modelERKNS_8ModelBinE_ZNK4ncnn12InnerProduct7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn12InnerProductC2Ev_ZN4ncnn12InnerProductC1Ev_ZN4ncnn16InnerProduct_x86D2Ev_ZTVN4ncnn16InnerProduct_x86E_ZN4ncnn12InnerProductD2Ev_ZN4ncnn16InnerProduct_x86D0Ev_ZN4ncnn16InnerProduct_x8615create_pipelineERKNS_6OptionE_ZN4ncnn16InnerProduct_x8616destroy_pipelineERKNS_6OptionE_ZNK4ncnn16InnerProduct_x867forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn16InnerProduct_x86C2Ev_ZN4ncnn16InnerProduct_x86C1Ev_ZN4ncnn19InnerProduct_vulkanD2Ev_ZTVN4ncnn19InnerProduct_vulkanE_ZN4ncnn12InnerProductD2Ev_ZN4ncnn19InnerProduct_vulkanD0Ev_ZN4ncnn19InnerProduct_vulkan15create_pipelineERKNS_6OptionE_ZNSt6vectorIN4ncnn3MatESaIS1_EE17_M_default_appendEm_ZN4ncnn19InnerProduct_vulkan16destroy_pipelineERKNS_6OptionE_ZN4ncnn19InnerProduct_vulkan12upload_modelERNS_10VkTransferERKNS_6OptionE_ZNK4ncnn19InnerProduct_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn19InnerProduct_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn19InnerProduct_vulkanC2Ev_ZN4ncnn19InnerProduct_vulkanC1Ev_ZN4ncnn20InnerProduct_x86_fmaD2Ev_ZTVN4ncnn20InnerProduct_x86_fmaE_ZN4ncnn12InnerProductD2Ev_ZN4ncnn20InnerProduct_x86_fmaD0Ev_ZN4ncnn20InnerProduct_x86_fma15create_pipelineERKNS_6OptionE_ZN4ncnn20InnerProduct_x86_fma21create_pipeline_fp16sERKNS_6OptionE_ZN4ncnn20InnerProduct_x86_fma16destroy_pipelineERKNS_6OptionE_ZNK4ncnn20InnerProduct_x86_fma7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn20InnerProduct_x86_fma13forward_fp16sERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn20InnerProduct_x86_fmaC2Ev_ZN4ncnn20InnerProduct_x86_fmaC1Ev_ZN4ncnn20InnerProduct_x86_avxD2Ev_ZTVN4ncnn20InnerProduct_x86_avxE_ZN4ncnn12InnerProductD2Ev_ZN4ncnn20InnerProduct_x86_avxD0Ev_ZN4ncnn20InnerProduct_x86_avx15create_pipelineERKNS_6OptionE_ZN4ncnn20InnerProduct_x86_avx16destroy_pipelineERKNS_6OptionE_ZNK4ncnn20InnerProduct_x86_avx7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn20InnerProduct_x86_avx13forward_fp16sERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn20InnerProduct_x86_avxC2Ev_ZN4ncnn20InnerProduct_x86_avx21create_pipeline_fp16sERKNS_6OptionE_ZN4ncnn20InnerProduct_x86_avxC1Ev_ZN4ncnn27innerproduct_fp16s_sse_f16cERKNS_3MatERS0_S2_S2_iS2_RKNS_6OptionE_ZN4ncnn32innerproduct_gemm_fp16s_sse_f16cERKNS_3MatERS0_S2_S2_iS2_RKNS_6OptionE_ZN4ncnn44innerproduct_transform_kernel_fp16s_sse_f16cERKNS_3MatERS0_iiRKNS_6OptionE_ZN4ncnn5InputD0Ev_ZN4ncnn5Input10load_paramERKNS_9ParamDictE_ZNK4ncnn5Input15forward_inplaceERNS_3MatERKNS_6OptionE_ZNK4ncnn5Input15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn5Input15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn5InputC2Ev_ZTVN4ncnn5InputE_ZN4ncnn5InputC1Ev_ZN4ncnn10MemoryDataD2Ev_ZTVN4ncnn10MemoryDataE_ZN4ncnn10MemoryDataD0Ev_ZN4ncnn10MemoryData10load_paramERKNS_9ParamDictE_ZN4ncnn10MemoryData10load_modelERKNS_8ModelBinE_ZNK4ncnn10MemoryData7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn10MemoryDataC2Ev_ZN4ncnn10MemoryDataC1Ev_ZN4ncnn17MemoryData_vulkanD2Ev_ZTVN4ncnn17MemoryData_vulkanE_ZN4ncnn17MemoryData_vulkanD0Ev_ZN4ncnn17MemoryData_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn17MemoryData_vulkan12upload_modelERNS_10VkTransferERKNS_6OptionE_ZNK4ncnn17MemoryData_vulkan7forwardERKSt6vectorINS_5VkMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn17MemoryData_vulkan7forwardERKSt6vectorINS_10VkImageMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn17MemoryData_vulkanC2Ev_ZN4ncnn17MemoryData_vulkanC1Ev_ZN4ncnn7PoolingD0Ev_ZN4ncnn7Pooling10load_paramERKNS_9ParamDictE_ZNK4ncnn7Pooling7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn7Pooling12make_paddingERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn7PoolingC2Ev_ZTVN4ncnn7PoolingE_ZN4ncnn7PoolingC1Ev_ZN4ncnn11Pooling_x86D0Ev_ZN4ncnn11Pooling_x8615create_pipelineERKNS_6OptionE_ZNK4ncnn11Pooling_x867forwardERKNS_3MatERS1_RKNS_6OptionE_ZNSt6vectorIiSaIiEEC2EmRKS0__ZN4ncnn11Pooling_x86C2Ev_ZTVN4ncnn11Pooling_x86E_ZN4ncnn11Pooling_x86C1Ev_ZN4ncnn14Pooling_vulkanD0Ev_ZN4ncnn14Pooling_vulkan15create_pipelineERKNS_6OptionE_ZNSt6vectorIN4ncnn3MatESaIS1_EE17_M_default_appendEm_ZN4ncnn14Pooling_vulkan16destroy_pipelineERKNS_6OptionE_ZN4ncnn14Pooling_vulkan12upload_modelERNS_10VkTransferERKNS_6OptionE_ZNK4ncnn14Pooling_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNSt6vectorIN4ncnn5VkMatESaIS1_EED2Ev_ZNK4ncnn14Pooling_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNSt6vectorIN4ncnn10VkImageMatESaIS1_EED2Ev_ZN4ncnn14Pooling_vulkanC2Ev_ZTVN4ncnn14Pooling_vulkanE_ZN4ncnn14Pooling_vulkanC1Ev_ZN4ncnn15Pooling_x86_fmaD0Ev_ZN4ncnn15Pooling_x86_fma15create_pipelineERKNS_6OptionE_ZNK4ncnn15Pooling_x86_fma7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNSt6vectorIiSaIiEEC2EmRKS0__ZN4ncnn15Pooling_x86_fmaC2Ev_ZTVN4ncnn15Pooling_x86_fmaE_ZN4ncnn15Pooling_x86_fmaC1Ev_ZN4ncnn15Pooling_x86_avxD0Ev_ZN4ncnn15Pooling_x86_avx15create_pipelineERKNS_6OptionE_ZNK4ncnn15Pooling_x86_avx7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNSt6vectorIiSaIiEEC2EmRKS0__ZN4ncnn15Pooling_x86_avxC2Ev_ZTVN4ncnn15Pooling_x86_avxE_ZN4ncnn15Pooling_x86_avxC1Ev_ZN4ncnn5PReLUD2Ev_ZTVN4ncnn5PReLUE_ZN4ncnn5PReLUD0Ev_ZN4ncnn5PReLU10load_paramERKNS_9ParamDictE_ZN4ncnn5PReLU10load_modelERKNS_8ModelBinE_ZNK4ncnn5PReLU15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn5PReLUC2Ev_ZN4ncnn5PReLUC1Ev_ZN4ncnn5PReLUD2Ev_ZN4ncnn9PReLU_x86D0Ev_ZNK4ncnn9PReLU_x8615forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn9PReLU_x86C2Ev_ZTVN4ncnn9PReLU_x86E_ZN4ncnn9PReLU_x86C1Ev_ZN4ncnn12PReLU_vulkanD2Ev_ZTVN4ncnn12PReLU_vulkanE_ZN4ncnn12PReLU_vulkanD0Ev_ZN4ncnn12PReLU_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn12PReLU_vulkan16destroy_pipelineERKNS_6OptionE_ZN4ncnn12PReLU_vulkan12upload_modelERNS_10VkTransferERKNS_6OptionE_ZNK4ncnn12PReLU_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn12PReLU_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn12PReLU_vulkanC2Ev_ZN4ncnn12PReLU_vulkanC1Ev_ZN4ncnn5PReLUD2Ev_ZN4ncnn13PReLU_x86_fmaD0Ev_ZNK4ncnn13PReLU_x86_fma15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn13PReLU_x86_fmaC2Ev_ZTVN4ncnn13PReLU_x86_fmaE_ZN4ncnn13PReLU_x86_fmaC1Ev_ZN4ncnn5PReLUD2Ev_ZN4ncnn13PReLU_x86_avxD0Ev_ZNK4ncnn13PReLU_x86_avx15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn13PReLU_x86_avxC2Ev_ZTVN4ncnn13PReLU_x86_avxE_ZN4ncnn13PReLU_x86_avxC1Ev_ZN4ncnn9ReductionD2Ev_ZTVN4ncnn9ReductionE_ZN4ncnn9ReductionD0Ev_ZN4ncnn9Reduction10load_paramERKNS_9ParamDictE_ZNK4ncnn9Reduction7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn9ReductionC2Ev_ZN4ncnn9ReductionC1Ev_ZN4ncnn4ReLUD0Ev_ZN4ncnn4ReLU10load_paramERKNS_9ParamDictE_ZNK4ncnn4ReLU15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn4ReLUC2Ev_ZTVN4ncnn4ReLUE_ZN4ncnn4ReLUC1Ev_ZN4ncnn8ReLU_x86D0Ev_ZNK4ncnn8ReLU_x8615forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn8ReLU_x86C2Ev_ZTVN4ncnn8ReLU_x86E_ZNK4ncnn8ReLU_x8620forward_inplace_int8ERNS_3MatERKNS_6OptionE_ZN4ncnn8ReLU_x86C1Ev_ZN4ncnn11ReLU_vulkanD0Ev_ZN4ncnn11ReLU_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn11ReLU_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn11ReLU_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn11ReLU_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn11ReLU_vulkanC2Ev_ZTVN4ncnn11ReLU_vulkanE_ZN4ncnn11ReLU_vulkanC1Ev_ZN4ncnn12ReLU_x86_fmaD0Ev_ZNK4ncnn12ReLU_x86_fma15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn12ReLU_x86_fmaC2Ev_ZTVN4ncnn12ReLU_x86_fmaE_ZNK4ncnn12ReLU_x86_fma20forward_inplace_int8ERNS_3MatERKNS_6OptionE_ZN4ncnn12ReLU_x86_fmaC1Ev_ZN4ncnn12ReLU_x86_avxD0Ev_ZNK4ncnn12ReLU_x86_avx15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn12ReLU_x86_avxC2Ev_ZTVN4ncnn12ReLU_x86_avxE_ZNK4ncnn12ReLU_x86_avx20forward_inplace_int8ERNS_3MatERKNS_6OptionE_ZN4ncnn12ReLU_x86_avxC1Ev_ZN4ncnn7ReshapeD0Ev_ZN4ncnn7Reshape10load_paramERKNS_9ParamDictE_ZNK4ncnn7Reshape7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn7ReshapeC2Ev_ZTVN4ncnn7ReshapeE_ZN4ncnn7ReshapeC1Ev_ZN4ncnn11Reshape_x86D0Ev_ZNK4ncnn11Reshape_x867forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn11Reshape_x86C2Ev_ZTVN4ncnn11Reshape_x86E_ZN4ncnn11Reshape_x86C1Ev_ZN4ncnn14Reshape_vulkanD0Ev_ZN4ncnn14Reshape_vulkan15create_pipelineERKNS_6OptionE_ZNSt6vectorIN4ncnn3MatESaIS1_EE17_M_default_appendEm_ZN4ncnn14Reshape_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn14Reshape_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Reshape_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn14Reshape_vulkanC2Ev_ZTVN4ncnn14Reshape_vulkanE_ZN4ncnn14Reshape_vulkanC1Ev_ZN4ncnn15Reshape_x86_fmaD0Ev_ZNK4ncnn15Reshape_x86_fma7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn15Reshape_x86_fmaC2Ev_ZTVN4ncnn15Reshape_x86_fmaE_ZN4ncnn15Reshape_x86_fmaC1Ev_ZN4ncnn15Reshape_x86_avxD0Ev_ZNK4ncnn15Reshape_x86_avx7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn15Reshape_x86_avxC2Ev_ZTVN4ncnn15Reshape_x86_avxE_ZN4ncnn15Reshape_x86_avxC1Ev_ZN4ncnn5ScaleD2Ev_ZTVN4ncnn5ScaleE_ZN4ncnn5ScaleD0Ev_ZN4ncnn5Scale10load_paramERKNS_9ParamDictE_ZN4ncnn5Scale10load_modelERKNS_8ModelBinE_ZNK4ncnn5Scale15forward_inplaceERSt6vectorINS_3MatESaIS2_EERKNS_6OptionE_ZNK4ncnn5Scale15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn5ScaleC2Ev_ZN4ncnn5ScaleC1Ev_ZN4ncnn5ScaleD2Ev_ZN4ncnn9Scale_x86D0Ev_ZNK4ncnn9Scale_x8615forward_inplaceERSt6vectorINS_3MatESaIS2_EERKNS_6OptionE_ZN4ncnn9Scale_x86C2Ev_ZTVN4ncnn9Scale_x86E_ZN4ncnn9Scale_x86C1Ev_ZN4ncnn12Scale_vulkanD2Ev_ZTVN4ncnn12Scale_vulkanE_ZN4ncnn12Scale_vulkanD0Ev_ZN4ncnn12Scale_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn12Scale_vulkan16destroy_pipelineERKNS_6OptionE_ZN4ncnn12Scale_vulkan12upload_modelERNS_10VkTransferERKNS_6OptionE_ZNK4ncnn12Scale_vulkan15forward_inplaceERSt6vectorINS_5VkMatESaIS2_EERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn12Scale_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn12Scale_vulkan15forward_inplaceERSt6vectorINS_10VkImageMatESaIS2_EERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn12Scale_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn12Scale_vulkanC2Ev_ZN4ncnn12Scale_vulkanC1Ev_ZN4ncnn5ScaleD2Ev_ZN4ncnn13Scale_x86_fmaD0Ev_ZNK4ncnn13Scale_x86_fma15forward_inplaceERSt6vectorINS_3MatESaIS2_EERKNS_6OptionE_ZN4ncnn13Scale_x86_fmaC2Ev_ZTVN4ncnn13Scale_x86_fmaE_ZN4ncnn13Scale_x86_fmaC1Ev_ZN4ncnn5ScaleD2Ev_ZN4ncnn13Scale_x86_avxD0Ev_ZNK4ncnn13Scale_x86_avx15forward_inplaceERSt6vectorINS_3MatESaIS2_EERKNS_6OptionE_ZN4ncnn13Scale_x86_avxC2Ev_ZTVN4ncnn13Scale_x86_avxE_ZN4ncnn13Scale_x86_avxC1Ev_ZN4ncnn7SigmoidD0Ev_ZNK4ncnn7Sigmoid15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn7SigmoidC2Ev_ZTVN4ncnn7SigmoidE_ZN4ncnn7SigmoidC1Ev_ZN4ncnn11Sigmoid_x86D0Ev_ZNK4ncnn11Sigmoid_x8615forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn11Sigmoid_x86C2Ev_ZTVN4ncnn11Sigmoid_x86E_ZN4ncnn11Sigmoid_x86C1Ev_ZN4ncnn14Sigmoid_vulkanD0Ev_ZN4ncnn14Sigmoid_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn14Sigmoid_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn14Sigmoid_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Sigmoid_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn14Sigmoid_vulkanC2Ev_ZTVN4ncnn14Sigmoid_vulkanE_ZN4ncnn14Sigmoid_vulkanC1Ev_ZN4ncnn15Sigmoid_x86_fmaD0Ev_ZNK4ncnn15Sigmoid_x86_fma15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn15Sigmoid_x86_fmaC2Ev_ZTVN4ncnn15Sigmoid_x86_fmaE_ZN4ncnn15Sigmoid_x86_fmaC1Ev_ZN4ncnn15Sigmoid_x86_avxD0Ev_ZNK4ncnn15Sigmoid_x86_avx15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn15Sigmoid_x86_avxC2Ev_ZTVN4ncnn15Sigmoid_x86_avxE_ZN4ncnn15Sigmoid_x86_avxC1Ev_ZN4ncnn5SliceD2Ev_ZTVN4ncnn5SliceE_ZN4ncnn5SliceD0Ev_ZN4ncnn5Slice10load_paramERKNS_9ParamDictE_ZNK4ncnn5Slice7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn5SliceC2Ev_ZN4ncnn5SliceC1Ev_ZN4ncnn5SliceD2Ev_ZN4ncnn9Slice_x86D0Ev_ZNK4ncnn9Slice_x867forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn9Slice_x86C2Ev_ZTVN4ncnn9Slice_x86E_ZN4ncnn9Slice_x86C1Ev_ZN4ncnn5SliceD2Ev_ZN4ncnn12Slice_vulkanD0Ev_ZN4ncnn12Slice_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn12Slice_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn12Slice_vulkan7forwardERKSt6vectorINS_5VkMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn12Slice_vulkan7forwardERKSt6vectorINS_10VkImageMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn12Slice_vulkanC2Ev_ZTVN4ncnn12Slice_vulkanE_ZN4ncnn12Slice_vulkanC1Ev_ZN4ncnn5SliceD2Ev_ZN4ncnn13Slice_x86_fmaD0Ev_ZNK4ncnn13Slice_x86_fma7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn13Slice_x86_fmaC2Ev_ZTVN4ncnn13Slice_x86_fmaE_ZN4ncnn13Slice_x86_fmaC1Ev_ZN4ncnn5SliceD2Ev_ZN4ncnn13Slice_x86_avxD0Ev_ZNK4ncnn13Slice_x86_avx7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn13Slice_x86_avxC2Ev_ZTVN4ncnn13Slice_x86_avxE_ZN4ncnn13Slice_x86_avxC1Ev_ZN4ncnn5SplitD0Ev_ZNK4ncnn5Split7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn5SplitC2Ev_ZTVN4ncnn5SplitE_ZN4ncnn5SplitC1Ev_ZN4ncnn12Split_vulkanD0Ev_ZNK4ncnn12Split_vulkan7forwardERKSt6vectorINS_5VkMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn12Split_vulkan7forwardERKSt6vectorINS_10VkImageMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn12Split_vulkanC2Ev_ZTVN4ncnn12Split_vulkanE_ZN4ncnn12Split_vulkanC1Ev_ZN4ncnn8BinaryOpD0Ev_ZN4ncnn8BinaryOp10load_paramERKNS_9ParamDictE_ZNK4ncnn8BinaryOp7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZNK4ncnn8BinaryOp15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn8BinaryOpC2Ev_ZTVN4ncnn8BinaryOpE_ZN4ncnn8BinaryOpC1Ev_ZN4ncnn12BinaryOp_x86D0Ev_ZNK4ncnn12BinaryOp_x867forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZNK4ncnn12BinaryOp_x8615forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn12BinaryOp_x86C2Ev_ZTVN4ncnn12BinaryOp_x86E_ZN4ncnn12BinaryOp_x86C1Ev_ZN4ncnn15BinaryOp_vulkanD0Ev_ZN4ncnn15BinaryOp_vulkan15create_pipelineERKNS_6OptionE_ZSt4swapIN4ncnn3MatEENSt9enable_ifIXsr6__and_ISt6__not_ISt15__is_tuple_likeIT_EESt21is_move_constructibleIS5_ESt18is_move_assignableIS5_EEE5valueEvE4typeERS5_SE__ZN4ncnn15BinaryOp_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn15BinaryOp_vulkan7forwardERKSt6vectorINS_5VkMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNSt6vectorIN4ncnn5VkMatESaIS1_EED2Ev_ZNK4ncnn15BinaryOp_vulkan7forwardERKSt6vectorINS_10VkImageMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNSt6vectorIN4ncnn10VkImageMatESaIS1_EED2Ev_ZNK4ncnn15BinaryOp_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn15BinaryOp_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn15BinaryOp_vulkanC2Ev_ZTVN4ncnn15BinaryOp_vulkanE_ZN4ncnn15BinaryOp_vulkanC1Ev_ZN4ncnn16BinaryOp_x86_fmaD0Ev_ZNK4ncnn16BinaryOp_x86_fma7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZNK4ncnn16BinaryOp_x86_fma15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn16BinaryOp_x86_fmaC2Ev_ZTVN4ncnn16BinaryOp_x86_fmaE_ZN4ncnn16BinaryOp_x86_fmaC1Ev_ZN4ncnn16BinaryOp_x86_avxD0Ev_ZNK4ncnn16BinaryOp_x86_avx7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZNK4ncnn16BinaryOp_x86_avx15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn16BinaryOp_x86_avxC2Ev_ZTVN4ncnn16BinaryOp_x86_avxE_ZN4ncnn16BinaryOp_x86_avxC1Ev_ZN4ncnn7UnaryOpD0Ev_ZN4ncnn7UnaryOp10load_paramERKNS_9ParamDictE_ZNK4ncnn7UnaryOp15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn7UnaryOpC2Ev_ZTVN4ncnn7UnaryOpE_ZN4ncnn7UnaryOpC1Ev_ZN4ncnn11UnaryOp_x86D0Ev_ZNK4ncnn11UnaryOp_x8615forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn11UnaryOp_x86C2Ev_ZTVN4ncnn11UnaryOp_x86E_ZN4ncnn11UnaryOp_x86C1Ev_ZN4ncnn14UnaryOp_vulkanD0Ev_ZN4ncnn14UnaryOp_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn14UnaryOp_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn14UnaryOp_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14UnaryOp_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn14UnaryOp_vulkanC2Ev_ZTVN4ncnn14UnaryOp_vulkanE_ZN4ncnn14UnaryOp_vulkanC1Ev_ZN4ncnn15UnaryOp_x86_fmaD0Ev_ZNK4ncnn15UnaryOp_x86_fma15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn15UnaryOp_x86_fmaC2Ev_ZTVN4ncnn15UnaryOp_x86_fmaE_ZN4ncnn15UnaryOp_x86_fmaC1Ev_ZN4ncnn15UnaryOp_x86_avxD0Ev_ZNK4ncnn15UnaryOp_x86_avx15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn15UnaryOp_x86_avxC2Ev_ZTVN4ncnn15UnaryOp_x86_avxE_ZN4ncnn15UnaryOp_x86_avxC1Ev_ZN4ncnn7PaddingD2Ev_ZTVN4ncnn7PaddingE_ZN4ncnn7PaddingD0Ev_ZN4ncnn7Padding10load_paramERKNS_9ParamDictE_ZN4ncnn7Padding10load_modelERKNS_8ModelBinE_ZNK4ncnn7Padding7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn7PaddingC2Ev_ZN4ncnn7PaddingC1Ev_ZN4ncnn7PaddingD2Ev_ZN4ncnn11Padding_x86D0Ev_ZNK4ncnn11Padding_x867forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn11Padding_x8612forward_int8ERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn11Padding_x86C2Ev_ZTVN4ncnn11Padding_x86E_ZN4ncnn11Padding_x86C1Ev_ZN4ncnn14Padding_vulkanD2Ev_ZTVN4ncnn14Padding_vulkanE_ZN4ncnn14Padding_vulkanD0Ev_ZN4ncnn14Padding_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn14Padding_vulkan16destroy_pipelineERKNS_6OptionE_ZN4ncnn14Padding_vulkan12upload_modelERNS_10VkTransferERKNS_6OptionE_ZNK4ncnn14Padding_vulkan7forwardERKSt6vectorINS_5VkMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Padding_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Padding_vulkan7forwardERKSt6vectorINS_10VkImageMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Padding_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn14Padding_vulkanC2Ev_ZN4ncnn14Padding_vulkanC1Ev_ZN4ncnn7PaddingD2Ev_ZN4ncnn15Padding_x86_fmaD0Ev_ZNK4ncnn15Padding_x86_fma7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn15Padding_x86_fma12forward_int8ERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn15Padding_x86_fmaC2Ev_ZTVN4ncnn15Padding_x86_fmaE_ZN4ncnn15Padding_x86_fmaC1Ev_ZN4ncnn7PaddingD2Ev_ZN4ncnn15Padding_x86_avxD0Ev_ZNK4ncnn15Padding_x86_avx7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn15Padding_x86_avx12forward_int8ERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn15Padding_x86_avxC2Ev_ZTVN4ncnn15Padding_x86_avxE_ZN4ncnn15Padding_x86_avxC1Ev_ZN4ncnn6InterpD0Ev_ZN4ncnn6Interp10load_paramERKNS_9ParamDictE_ZNK4ncnn6Interp7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZNK4ncnn6Interp7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn6InterpC2Ev_ZTVN4ncnn6InterpE_ZN4ncnn6InterpC1Ev_ZN4ncnn10Interp_x86D0Ev_ZNK4ncnn10Interp_x867forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn10Interp_x86C2Ev_ZTVN4ncnn10Interp_x86E_ZN4ncnn10Interp_x86C1Ev_ZN4ncnn13Interp_vulkanD0Ev_ZN4ncnn13Interp_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn13Interp_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn13Interp_vulkan7forwardERKSt6vectorINS_5VkMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNSt6vectorIN4ncnn5VkMatESaIS1_EED2Ev_ZNK4ncnn13Interp_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn13Interp_vulkan7forwardERKSt6vectorINS_10VkImageMatESaIS2_EERS4_RNS_9VkComputeERKNS_6OptionE_ZNSt6vectorIN4ncnn10VkImageMatESaIS1_EED2Ev_ZNK4ncnn13Interp_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn13Interp_vulkanC2Ev_ZTVN4ncnn13Interp_vulkanE_ZN4ncnn13Interp_vulkanC1Ev_ZN4ncnn14Interp_x86_fmaD0Ev_ZNK4ncnn14Interp_x86_fma7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn14Interp_x86_fmaC2Ev_ZTVN4ncnn14Interp_x86_fmaE_ZN4ncnn14Interp_x86_fmaC1Ev_ZN4ncnn14Interp_x86_avxD0Ev_ZNK4ncnn14Interp_x86_avx7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn14Interp_x86_avxC2Ev_ZTVN4ncnn14Interp_x86_avxE_ZN4ncnn14Interp_x86_avxC1Ev_ZN4ncnn4ClipD0Ev_ZN4ncnn4Clip10load_paramERKNS_9ParamDictE_ZNK4ncnn4Clip15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn4ClipC2Ev_ZTVN4ncnn4ClipE_ZN4ncnn4ClipC1Ev_ZN4ncnn8Clip_x86D0Ev_ZNK4ncnn8Clip_x8615forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn8Clip_x86C2Ev_ZTVN4ncnn8Clip_x86E_ZN4ncnn8Clip_x86C1Ev_ZN4ncnn11Clip_vulkanD0Ev_ZN4ncnn11Clip_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn11Clip_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn11Clip_vulkan15forward_inplaceERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn11Clip_vulkan15forward_inplaceERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn11Clip_vulkanC2Ev_ZTVN4ncnn11Clip_vulkanE_ZN4ncnn11Clip_vulkanC1Ev_ZN4ncnn12Clip_x86_fmaD0Ev_ZNK4ncnn12Clip_x86_fma15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn12Clip_x86_fmaC2Ev_ZTVN4ncnn12Clip_x86_fmaE_ZN4ncnn12Clip_x86_fmaC1Ev_ZN4ncnn12Clip_x86_avxD0Ev_ZNK4ncnn12Clip_x86_avx15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn12Clip_x86_avxC2Ev_ZTVN4ncnn12Clip_x86_avxE_ZN4ncnn12Clip_x86_avxC1Ev_ZN4ncnn7PackingD0Ev_ZN4ncnn7Packing10load_paramERKNS_9ParamDictE_ZNK4ncnn7Packing7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn7PackingC2Ev_ZTVN4ncnn7PackingE_ZN4ncnn7PackingC1Ev_ZN4ncnn11Packing_x86D0Ev_ZNK4ncnn11Packing_x867forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn11Packing_x8612forward_int8ERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn11Packing_x86C2Ev_ZTVN4ncnn11Packing_x86E_ZN4ncnn11Packing_x86C1Ev_ZN4ncnn14Packing_vulkanD0Ev_ZN4ncnn14Packing_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn14Packing_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn14Packing_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Packing_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Packing_vulkan7forwardERKNS_5VkMatERNS_10VkImageMatERNS_9VkComputeERKNS_6OptionE_ZNK4ncnn14Packing_vulkan7forwardERKNS_10VkImageMatERNS_5VkMatERNS_9VkComputeERKNS_6OptionE_ZN4ncnn14Packing_vulkanC2Ev_ZTVN4ncnn14Packing_vulkanE_ZN4ncnn14Packing_vulkanC1Ev_ZN4ncnn15Packing_x86_fmaD0Ev_ZNK4ncnn15Packing_x86_fma7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn15Packing_x86_fma12forward_int8ERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn15Packing_x86_fmaC2Ev_ZTVN4ncnn15Packing_x86_fmaE_ZN4ncnn15Packing_x86_fmaC1Ev_ZN4ncnn15Packing_x86_avxD0Ev_ZNK4ncnn15Packing_x86_avx7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn15Packing_x86_avx12forward_int8ERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn15Packing_x86_avxC2Ev_ZTVN4ncnn15Packing_x86_avxE_ZN4ncnn15Packing_x86_avxC1Ev_ZN4ncnn4CastD0Ev_ZN4ncnn4Cast10load_paramERKNS_9ParamDictE_ZNK4ncnn4Cast7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn4CastC2Ev_ZTVN4ncnn4CastE_ZN4ncnn15float32_to_int8Ef_ZN4ncnn4CastC1Ev_ZN4ncnn8Cast_x86D0Ev_ZNK4ncnn8Cast_x867forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn8Cast_x86C2Ev_ZTVN4ncnn8Cast_x86E_ZN4ncnn8Cast_x86C1Ev_ZN4ncnn11Cast_vulkanD0Ev_ZN4ncnn11Cast_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn11Cast_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn11Cast_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn11Cast_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn11Cast_vulkanC2Ev_ZTVN4ncnn11Cast_vulkanE_ZN4ncnn11Cast_vulkanC1Ev_ZN4ncnn12Cast_x86_fmaD0Ev_ZNK4ncnn12Cast_x86_fma7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn12Cast_x86_fmaC2Ev_ZTVN4ncnn12Cast_x86_fmaE_ZN4ncnn12Cast_x86_fmaC1Ev_ZN4ncnn12Cast_x86_avxD0Ev_ZNK4ncnn12Cast_x86_avx7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn12Cast_x86_avxC2Ev_ZTVN4ncnn12Cast_x86_avxE_ZN4ncnn12Cast_x86_avxC1Ev_ZN4ncnn26cast_fp32_to_bf16_sse_avx2ERKNS_3MatERS0_RKNS_6OptionE_ZN4ncnn26cast_bf16_to_fp32_sse_avx2ERKNS_3MatERS0_RKNS_6OptionE_ZN4ncnn26cast_fp32_to_fp16_sse_f16cERKNS_3MatERS0_RKNS_6OptionE_ZN4ncnn26cast_fp16_to_fp32_sse_f16cERKNS_3MatERS0_RKNS_6OptionE_ZN4ncnn12PixelShuffleD0Ev_ZN4ncnn12PixelShuffle10load_paramERKNS_9ParamDictE_ZNK4ncnn12PixelShuffle7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn12PixelShuffleC2Ev_ZTVN4ncnn12PixelShuffleE_ZN4ncnn12PixelShuffleC1Ev_ZN4ncnn19PixelShuffle_vulkanD0Ev_ZN4ncnn19PixelShuffle_vulkan15create_pipelineERKNS_6OptionE_ZN4ncnn19PixelShuffle_vulkan16destroy_pipelineERKNS_6OptionE_ZNK4ncnn19PixelShuffle_vulkan7forwardERKNS_5VkMatERS1_RNS_9VkComputeERKNS_6OptionE_ZNK4ncnn19PixelShuffle_vulkan7forwardERKNS_10VkImageMatERS1_RNS_9VkComputeERKNS_6OptionE_ZN4ncnn19PixelShuffle_vulkanC2Ev_ZTVN4ncnn19PixelShuffle_vulkanE_ZN4ncnn19PixelShuffle_vulkanC1Ev_ZN4ncnn3GLUD0Ev_ZN4ncnn3GLU10load_paramERKNS_9ParamDictE_ZNK4ncnn3GLU7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn3GLUC2Ev_ZTVN4ncnn3GLUE_ZN4ncnn3GLUC1Ev_ZN4ncnn4FoldD0Ev_ZN4ncnn4Fold10load_paramERKNS_9ParamDictE_ZNK4ncnn4Fold7forwardERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn4FoldC2Ev_ZTVN4ncnn4FoldE_ZN4ncnn4FoldC1Ev_ZN4ncnn6UnfoldD0Ev_ZN4ncnn6Unfold10load_paramERKNS_9ParamDictE_ZNK4ncnn6Unfold7forwardERKNS_3MatERS1_RKNS_6OptionE_ZNK4ncnn6Unfold12make_paddingERKNS_3MatERS1_RKNS_6OptionE_ZN4ncnn6UnfoldC2Ev_ZTVN4ncnn6UnfoldE_ZN4ncnn6UnfoldC1Ev_ZN4ncnn10GridSampleD0Ev_ZN4ncnn10GridSample10load_paramERKNS_9ParamDictE_ZNK4ncnn10GridSample7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn10GridSampleC2Ev_ZTVN4ncnn10GridSampleE_ZN4ncnn10GridSampleC1Ev_ZN4ncnn14GridSample_x86D0Ev_ZNK4ncnn14GridSample_x867forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn14GridSample_x86C2Ev_ZTVN4ncnn14GridSample_x86E_ZN4ncnn14GridSample_x86C1Ev_ZN4ncnn18GridSample_x86_fmaD0Ev_ZNK4ncnn18GridSample_x86_fma7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn18GridSample_x86_fmaC2Ev_ZTVN4ncnn18GridSample_x86_fmaE_ZN4ncnn18GridSample_x86_fmaC1Ev_ZN4ncnn18GridSample_x86_avxD0Ev_ZNK4ncnn18GridSample_x86_avx7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_2d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn35gridsample_3d_bilinear_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb1EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_2d_bicubic_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE1ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE3ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn34gridsample_3d_nearest_compute_blobILNS_10GridSample11PaddingModeE2ELb0EEEvRKNS_3MatES5_RS3_i_ZN4ncnn18GridSample_x86_avxC2Ev_ZTVN4ncnn18GridSample_x86_avxE_ZN4ncnn18GridSample_x86_avxC1Ev_ZN4ncnn13CumulativeSumD0Ev_ZN4ncnn13CumulativeSum10load_paramERKNS_9ParamDictE_ZNK4ncnn13CumulativeSum15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn13CumulativeSumC2Ev_ZTVN4ncnn13CumulativeSumE_ZN4ncnn13CumulativeSumC1Ev_ZN4ncnn6CopyToD2Ev_ZTVN4ncnn6CopyToE_ZN4ncnn6CopyToD0Ev_ZN4ncnn6CopyTo10load_paramERKNS_9ParamDictE_ZNK4ncnn6CopyTo7forwardERKSt6vectorINS_3MatESaIS2_EERS4_RKNS_6OptionE_ZNK4ncnn6CopyTo21resolve_copyto_offsetERKNS_3MatERiS4_S4_S4__ZN4ncnn6CopyToC2Ev_ZN4ncnn6CopyToC1Ev_ZN4ncnn3ErfD0Ev_ZNK4ncnn3Erf15forward_inplaceERNS_3MatERKNS_6OptionE_ZN4ncnn3ErfC2Ev_ZTVN4ncnn3ErfE_ZN4ncnn3ErfC1Ev_ZN4ncnn10Erf_vulk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2438 ` datareader.cpp.o/ mat_pixel_affine.cpp.o/ mat_pixel_drawing.cpp.o/ mat_pixel_resize.cpp.o/ mat_pixel_rotate.cpp.o/ pipelinecache.cpp.o/ simplemath.cpp.o/ concat_x86.cpp.o/ concat_vulkan.cpp.o/ concat_x86_fma.cpp.o/ concat_x86_avx.cpp.o/ convolution.cpp.o/ convolution_x86.cpp.o/ convolution_vulkan.cpp.o/ convolution_x86_fma.cpp.o/ convolution_x86_avx.cpp.o/ convolution_x86_avxvnni.cpp.o/ convolution_x86_avx2.cpp.o/ convolution_x86_xop.cpp.o/ crop_vulkan.cpp.o/ crop_x86_fma.cpp.o/ crop_x86_avx.cpp.o/ deconvolution.cpp.o/ deconvolution_x86.cpp.o/ deconvolution_vulkan.cpp.o/ deconvolution_x86_fma.cpp.o/ deconvolution_x86_avx.cpp.o/ eltwise_x86.cpp.o/ eltwise_vulkan.cpp.o/ eltwise_x86_fma.cpp.o/ eltwise_x86_avx.cpp.o/ flatten_x86.cpp.o/ flatten_vulkan.cpp.o/ flatten_x86_fma.cpp.o/ flatten_x86_avx.cpp.o/ innerproduct.cpp.o/ innerproduct_x86.cpp.o/ innerproduct_vulkan.cpp.o/ innerproduct_x86_fma.cpp.o/ innerproduct_x86_avx.cpp.o/ innerproduct_x86_f16c.cpp.o/ memorydata.cpp.o/ memorydata_vulkan.cpp.o/ pooling_x86.cpp.o/ pooling_vulkan.cpp.o/ pooling_x86_fma.cpp.o/ pooling_x86_avx.cpp.o/ prelu_vulkan.cpp.o/ prelu_x86_fma.cpp.o/ prelu_x86_avx.cpp.o/ relu_vulkan.cpp.o/ relu_x86_fma.cpp.o/ relu_x86_avx.cpp.o/ reshape_x86.cpp.o/ reshape_vulkan.cpp.o/ reshape_x86_fma.cpp.o/ reshape_x86_avx.cpp.o/ scale_vulkan.cpp.o/ scale_x86_fma.cpp.o/ scale_x86_avx.cpp.o/ sigmoid_x86.cpp.o/ sigmoid_vulkan.cpp.o/ sigmoid_x86_fma.cpp.o/ sigmoid_x86_avx.cpp.o/ slice_vulkan.cpp.o/ slice_x86_fma.cpp.o/ slice_x86_avx.cpp.o/ split_vulkan.cpp.o/ binaryop_x86.cpp.o/ binaryop_vulkan.cpp.o/ binaryop_x86_fma.cpp.o/ binaryop_x86_avx.cpp.o/ unaryop_x86.cpp.o/ unaryop_vulkan.cpp.o/ unaryop_x86_fma.cpp.o/ unaryop_x86_avx.cpp.o/ padding_x86.cpp.o/ padding_vulkan.cpp.o/ padding_x86_fma.cpp.o/ padding_x86_avx.cpp.o/ interp_x86.cpp.o/ interp_vulkan.cpp.o/ interp_x86_fma.cpp.o/ interp_x86_avx.cpp.o/ clip_vulkan.cpp.o/ clip_x86_fma.cpp.o/ clip_x86_avx.cpp.o/ packing_x86.cpp.o/ packing_vulkan.cpp.o/ packing_x86_fma.cpp.o/ packing_x86_avx.cpp.o/ cast_vulkan.cpp.o/ cast_x86_fma.cpp.o/ cast_x86_avx.cpp.o/ cast_x86_avx2.cpp.o/ cast_x86_f16c.cpp.o/ pixelshuffle.cpp.o/ pixelshuffle_vulkan.cpp.o/ gridsample.cpp.o/ gridsample_x86.cpp.o/ gridsample_x86_fma.cpp.o/ gridsample_x86_avx.cpp.o/ cumulativesum.cpp.o/ erf_vulkan.cpp.o/ celu_vulkan.cpp.o/ rmsnorm_x86.cpp.o/ rmsnorm_x86_fma.cpp.o/ rmsnorm_x86_avx.cpp.o/ spectrogram.cpp.o/ inversespectrogram.cpp.o/ allocator.cpp.o/0 0 0 644 68128 ` ELF>@@ SHH[AWAVAUATSHIHHHCHP`L``I9LM$M;oMBL;iIGM$$I9Ml$M9rًpPIHL9wM|$HHpLLH{H{H(LcMt$x LhLxHLI$IHHPpH;PXrIL9qs/IHt HCHPpHHPpLLM9wvHyIHuH{HD$IV@H|$ uL|$E1H{H(LkMex LpLxHLIH{H(LH[A\A]A^A_AWAVAUATSHIHH(I~HGxIfM?I9trI9_uMgHLLI~H(I~MnM}` L`HXHLIEpI~[A\A]A^A_H(L5I>H5H1I6 HtH[A\A]A^A_[A\A]A^A_SHH[AWAVAUATSHIHHGHPL`I9tsLM@L;iIGM;oMBM$$I9tTMl$M9r݋0IHL9wM|$HH LLLcI\$( LhIHHP H;PrIL9qs/IHt HCHP HHP LLM9wvHyIHuHD$IV@H|$ uL|$E1LcI\$( LpLxHHID$8LH[A\A]A^A_AWAVATSPHIHGHH(IM?I9tSI9_uMgHH8LLM~Mw L`HXHLIG H[A\A^A_L5I>H5H1I6 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D$XL$M>M}D$QD$RHuHHH@GD$XM|-Mt ILHt$P(ILPID-D$XM|-Mt ILHt$P(ILPID-D$XM|-Mt ILHt$P(ILPID-HfD$QHHH@D$XM|-Mt ILHt$P(ILPID-D$XM|-Mt ILHt$P(ILPID-D$XM|-Mt"ILHt$P(ILPID-ffD$QHHH@D$XM|-Mt ILHt$P(ILPID-D$XM|-Mt ILHt$P(ILPID-D$XM|-MMIfHĘ[A\A]A^A_]UAWAVAUATSHHL5LD=LEu1HcH HH`IHHLL5L-Lu1HL3IFtNHIHI$MIIFu+LM僸E1E1M)I9'Lt$LHHHHL,(HI9LCHLBMJ<IHIM~LLLMtLHHD$K,>HOHODŽ$HDŽ$DŽ$$D$L$$THD$pH$XDŽ$`HDŽ$hHD$H)H$pH$xHDŽ$IAH8HHH$@1eHHHG\H HAWXLOLGMM)IHL)vHH HHAs I4I9tHwLpLxMM)IHL)v"HpH HHAsI4I9tHxLLMM)IHL)vHǰH HAsI4I9tHE11ffff.HHyHIL(IƺHHHHpN48(IHHHHN48HH HAIH9j;HG\LG(HW0IM)IHL)vH(H s IH9tHG0HAtME11ffffff.HHyHI(LHHH@IH9rNj99HO`LG@HWHIM)IHL)vH@HH@s I4H9tHwHtME11ffffff.HHyHI@LHHH@IH9rDŽ$W$HDŽ$( $H?H$$HH$HHyHH$1HIHHHLƀXMtLMtLH|$HH\$tHtHH[A\A]A^A_]E1HKDMhqHH;H5LL5I>H51I6 HHH;H51H3 M tE1E1M)I9+tE1E1M)I9tE1E1M)I9tE1E1M)I9-tE1E1M)I9otE1E1M)I9OtE1E1M)I9/tE1E1M)I9}tE1E1M)I9QtE1E1M)I9%tE1E1M)I9tE1E1M)I9tE1E1M)I9otE1E1M)I9uOtE1E1M)I9I/tE1E1M)I9 tE1E1M)I9tE1E1M)I9tE1E1M)I9tE1E1M)I9mtE1E1M)I9Ar tE1E1M)I9U$tE1E1M)I98(tE1E1M)I9,tE1E1M)I9H=E10AADSHHH@t?HHxH5HCHHxH5HCHH@t[HHxH5HCHHxH5HC HHxH5HC(HH@t[HHxH5HC0HHxH5HC8HHxH5HC@HH@t?HHxH5HCHHHxH5HCPHH@t#HHxH5HCXHH@t#HHxH5HC`HH@tHtHHxH5HChHHxH5HCpHH@tBHHxH5HCxHHxH5HHH@HHxH5HHHxH5HHHxH5HHHxH5HHHxH5HHH@tHHxH5H1[UAWAVAUATSPHIHLHGL)HH9L#M)LHHHH1L9L9LHGHH9HCH<ILH$KD=ItH$HxJ1M~LLLMtLL+H$JHCHLHC(IIItJ1KH51I6 AH=HSHPHT$HD$ D$D$ HD$(D$01HLD$LD‰D$4LD$811HT$HNӉD$@HT$HHHxHt$ 1uHP[HH;H51H3 HP[UAWAVAUATSHH)LiI)MIMcLH;)MMItDHl$Ht$HT$H|$ LLHHWHI9uHH.11EAIHL HI9uIH|$ HT$Ht$Hl$E~EAIu1MM)E11ff.B F\JDDAFDECFDJDHIL9uMtIIB BLJDH)HD$(H\$0Ll$8Hl$@D$HHD$PD$XD$`HD$hH HD$pHt$xHH$HD$(H$H$HDŽ$DŽ$HHxE1HL$H1E1u"HtHDHĨ[A\A]A^A_]L5I>H51I6 AHuH=UAWAVAUATSHXM΅RH $LD$IԉIAILHW@t( f.KLH I9uM1HHE1DE HWLGE1AAFUADDDW HGIHH H9uD$;HD$D$ l$$H\$(IH@1ɃL$0H$HD$8D$@HD$HD$HD$PIHxE1Ht$1LAW0u&H IE1DHX[A\A]A^A_]L5I>H51I6 AH=SEAȉщHHp~HEt?Et:1 @HH9t!sDT EADuEuE!t[H1f.HH9tsDT EADuE!tHtfEt81fffff.HH9tsDT EuA!A9uHt)1fDHH9tsDT ADuXHH;H51H3 [HH@D $HH@D $UAWAVAUATSPIHH@9uM$Ih*9uA9AM$LI$HH9uM$MIXAEu%bM$9u4MI\AEt?9u`I$HH HRH)uzM@I`AEuff.LLAEtI $HI9tI$9uH(H HRH)u:H@H HRH)t*HHH1ff.L$Mu:HH9uH-H}H5E11Hu AEHAELLLH[A\A]A^A_]L5I>H5E11I6 UAWAVAUATSPI։IHH@9uM$Ih*9uA9AM$LI$HH9uI$LLhXH0I$9uLh\LH(Lh`L@H@H0HPHH)HH9t(HHH1fH<t;HH9uHH9u =1H9t6AELLH[A\A]A^A_]L4HHH+HH9uH-H}H5L1Hu L5I>H51I6 H[A\A]A^A_]UAWAVAUATSHIHHIHpHxH)H~ fL8M/HHu(IǺHLMMxM;tM<$IxIpHD$I)HI9LHHHHH(HH9HCHHBHH$H<H$LLHfDEHHL9u>H$LH)HH9HHHHL$(M9MCHMBMLHII9HIEHIEHl$Ld$HHl$,E1HHI.HID.LL9t#LHfEHHL9uHHtHL4$Hl$IMLd$L9nH$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L92H$LH)HH9&HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9VHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9XH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9~H$LH)HH9FHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9vHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9BH$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9hH$LH)HH96HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9fHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9,H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9HHEHHEHl$HHl$HD$xM0H;l$HHEHHELl$ILl$HD$xBFL;l$t HKH$LH)HH9BHHHHL$(M9MCHMBMteLHIWH$LH)HH9HHHHL,(M9MCHMBMtZLHILE1HHI.HID.LL9ڽLHِHHL9u黽E1HHI.HID.LL9/LHEHHL9u.H$LH)HH9HHHHL$(M9MCHMBMLHIsE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9FH$LH)HH96HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9fHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9 H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9lH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L90H$LH)HH9&HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9VHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9VH$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9|H$LH)HH9FHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9vHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9@H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9fH$LH)HH96HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9 LHfEHHL9uk H$LH)HH9HHHHL$(M9MCHMBM)LHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9pH$LH)HH9&HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9VHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L94H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9ZH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9FHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9vHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9ּHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9DH$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH96HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9fHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9jH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9ƸHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9#LHfEHHL9uE1HHI.HID.LL9t%LHff.EHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9|HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9̲HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9ܱHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9 HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9,HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9<HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9LHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9\HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9lHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9|HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9HHEHHEHl$Ll$HHl$L9 ?HHEHHEHl$Ld$HHl$L9?HHEHHEHl$Ll$HHl$L9E@HHEHHEHl$Ld$HHl$L9@HHEHHEHl$Ll$HHl$L9r|AH$LH)HH9HHHHL$(M9MCHMBMLHI@YI9+HIEHIEHl$Ld$HHl$HBH$LH)HH9HHHHL$(M9MCHMBMLHIE1HHI.HID.LL9t!LHEHHL9uHHtHL4$Hl$IMLd$L9BH$LH)HH96HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9fHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9hH$LH)HH9ƉHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9,H$LH)HH9&HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9VHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9RH$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9xH$LH)HH9FHHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLd$L9H$LH)HH9vHHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9t'LHffff.EHHL9uHHtHL4$Hl$IMLl$L9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9l=HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9|<HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9;HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9:HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH99HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH98HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH97HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH96HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH95HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH94HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9 4HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9:H$LH)HH9F3HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL92LHfEHHL9u{2E1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH92HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH91HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9-0HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9@/HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9S.HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9f-HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9y,HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9+HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9*HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9)HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9(HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9'HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9&HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9%HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9%HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9$$HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH97#HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9J"HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9]!HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9p HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9t.HHEHHEHl$Ld$HHl$H$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$L9t.HHEHHEHl$Ll$HHl$H$LH)HH9HHHHL,(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLl$L9SHHEHHEHl$HHl$H;l$UDH$II)HI9IILHN$(M9MCLMBMtLHIE1IHK.HKD.MH9tMH@AEHIH9uIHtHL4$Ll$IMLd$HD$xBCxAt4L;l$HIEHIEHD$Ll$ILl$x[mxCL;l$tTHIEHIEHD$Ll$ILl$xEqxDL;l$HbH$LH)HH9fHHHHL$(M9MCHMBMLHIH$LH)HH9 HHHHL$(M9MCHMBMLHIH$LH)HH9HHHHL$(M9MCHMBMPLHI?E1HHI.HID.LL9tLHHHL9uIIHtHL4$Ll$IMLd$HD$xERE1HHI.HID.LL9tLH@HHL9uIIHtHL4$Ll$IMLd$HD$x[L;l$HIEHIEHD$Ll$ILl$xC_xEL;l$HIEHIEHD$Ll$ILl$x\:xFnL;l$HIEHIEHD$Ll$ILl$xM:xI(H$LH)HH9HHHHL$(M9MCHMBMLHIH$LH)HH9&HHHHL$(M9MCHMBMLHIH$LH)HH9HHHHL$(M9MCHMBMLHIE1HHI.HID.LL9t$LHff.HHL9uIIHtHL4$Ll$IMLd$HD$xC-E1HHI.HID.LL9LHHHL9uE1HHI.HID.LL9t%LHfff.HHL9uIIHtHL4$Ll$IMLd$HD$xME1HHI.HID.LL9tLH@HHL9uIIHtHL4$Ll$IMLd$HD$x\L;l$HIEHIEHD$Ll$ILl$xFxML;l$HIEHIEHD$Ll$ILl$xIOH$LH)HH9HHHHL$(M9MCHMBMtlLHI^H$LH)HH9HHHHL$(M9MCHMBMLHIE1HHI.HID.LL9t(LHffffff.HHL9uIIHtHL4$Ll$IMLd$HD$xFyE1HHI.HID.LL9tLH@HHL9uIIHtHL4$Ll$IMLd$HD$xIL;l$tBHIEHIELl$ILl$HD$xJxKH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9t%LHfff.HHL9uIIHtHL4$Ll$IMLd$HD$xJL;l$t8HIEHIEHD$Ll$ILl$xKH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHfDHHL9uIIHtHL4$Ll$IMLd$HD$xKt4L;l$HIEHIEHD$Ll$ILl$xLt4L;l$HIEHIEHD$Ll$ILl$xUL;l$t)HIEHIELl$ILl$}H$LH)HH9HHHHL$(M9MCHMBMLHIH$LH)HH9/HHHHL$(M9MCHMBM- LHI H$LH)HH9 HHHHL$(M9MCHMBMT LHIC E1HHI.HID.LL9tLH@HHL9uIIHtHL4$Ll$IMLd$H$H$HDŽ$Ƅ$W)D$pHDŽ$H$LH)tHH|$pH$Ll$I9'H?L|$PE1HMH$15fHH$HL$H)HH$HI H9H$IH\PH$HPHD$hH$H$H#define H$HDŽ$Ƅ$HH;$ H$HHIL|$@H0HHH9tHt$@ID$HD$PM|$LM|$IWL|$HI,$ID$AD$L9t$Hv LH|$@H5H|$0H|$ H0IIL9tHt$ HHHL$0LxfDLxIWHHLL|$(L H@@L|$hLHH+L$(H9 H|$ LHH$H$H0IIL9t)H$HHH$Lx%ffffff.LxIWHHLL$L H@@H9$O H$H5IH$H$H0HHH9t*H$ID$H$M|$fffff.M|$IWL$I,$ID$AD$H$LH+$H9 LH$H$H$H$H9Lt$PLd$0tH$H$H9tH|$ L9tH|$@L9tH$H$H9tLt$@He-macro IFHdefine-mIHD$H D$]HHMH9H|$@HHLd$ H0HHH9L$tHt$ HHHL$0Lx%f.LxIWLILLd$0L|$(HH@@H9l$(PH|$ H5L$H0HHH9t)H$HHH$Lx*ffffff.LxIWLILLd$0L$HH@@H\$hHHH+$H9H$HHHH$H$H0IIL9t(H$HCH$L{fffff.L{IWL$L3HCCH\$pJ<+J+HH9tfH$H$H9L|$PL$JD+J +H$JL+H$JL+HtVH$H$HH$H$H9L|$PL$t.J+H$JD+H$HH$H$]J +HH$H9tIH$HtHu $ H$H$JD+J +H$HDŽ$H$H$H9tH$L9tH|$ L9tH|$@L9H$ H$H߾H$HT$dH߹H$H$Ht$pHL5HLHL($HT$BI1 BVD @DŽ$0$4DŽ$8$<()$()$()$()$ ()$0()$@()$P()$`()$pHH$DŽ$W$DŽ$( )$( )$( )$( )$( )$)$H$DŽ$$ ($($,($<($LDŽ$\HH$Ƅ$HHD$ HD$ H$HߺdE1E1PjHÄH$H$1L$H$Lt$pL|$xM9uYMtLH$L9tH<$HtHH[A\A]A^A_]fff.IM9tI>IL9tLt$pMuL%I $H=I4$ M4$L$LHLI4$ M4$LHLI4$ E1HHI.HID.LL9tLHfDHHL9uIIHtHL4$Ll$IMLd$HD$xLFuE1HHI.HID.LL9tLH@HHL9uIIHtHL4$Ll$IMLd$HD$xUH$LH)HH9HHHHL$(M9MCHMBMtLHIE1HHI.HID.LL9tLHEHHL9uHHtHL4$Hl$IMLd$H;l$l)H=H=UAWAVAUATSPHLgL;gtA$HCL3LL)HH9HHHHL,(HI9LCHLBMtLHILIE1HA/LM9t LLfDEHHL9uHMtLL;HkIMLkH[A\A]A^A_]H=UAWAVAUATSH(HILHGL)HH9H/LH)HHHHH1L9uIL9MLGII9LCILHHD$HLHD$LHt;HD$HH1H@H@HH H9uHLH)Ll$ IreHPfff.HPHPH@@HPHPH@@H@H@HP HPH@@ HHuHl$L9HD$HhHD$HX?fHuHHELkLmH[HCH HC HL9HtkHmHsH9uLkIUHLHtxI1fff.MIGAHI H9uILH)IsCH|$HtHD$ HL$HIHT$LHPLHH{LIrnIPffff.IOIOIGAGIOIOIGAGMIGAIO IOIGAG IHuIǰLH([A\A]A^A_]H=1AWAVATSH(IH5Lt18Ld$Ld$M HLIH$LIrH|$H1HD$H $HL$MtIuAHLLH$HD$HL$HHHLt$L|$L<$IrHH1HH $HKMtIuAHLLH$HCH HHC HC(HC0H|$L9tHH([A\A^A_H=HtSHH>HFH9tH[s HHHH5H<0t0SHHH5H1H3 [UAWAVAUATSHhIHHT$PBLc MEIDILHtHHI1LLHLIE1D$$L E111HD$1HD$1HD$Ht$(H\$@* ffffff.DAOlI9AEeAăBwIcLDMI}H5uAED$$DHt$(MAH\$@L AMAEAU u}f1L$$A9MAfE]AE1ɃAȃ!taEB8AE(AEAEAUAM HE} AoA9AOHT$HHL$H)HHII)HL$H)HL9H|$LD$`HHH1L9L|$0L\$8DT$LL9LHGHHL$XH<HT$L<HD$ItIJ1HT$L|$HL|$~ H|$LMtLHD$JH51I6 AH|$HuH=AWAVSHH1L5L=LHLHH5H=LHH1LHL[A^A_load vulkan driver failed vkEnumerateInstanceExtensionProperties failed %dVK_KHR_external_memory_capabilitiesVK_KHR_get_physical_device_properties2VK_KHR_get_surface_capabilities2VK_KHR_portability_enumerationVK_KHR_surfaceVK_EXT_debug_utilsVK_EXT_validation_featuresVK_EXT_validation_flagsvkEnumerateInstanceVersionvkEnumerateInstanceVersion failed %dncnnvkCreateInstance failed %dvkEnumeratePhysicalDevices failed %dvkEnumerateDeviceExtensionProperties failed %dVK_KHR_8bit_storageVK_KHR_16bit_storageVK_KHR_bind_memory2VK_KHR_buffer_device_addressVK_KHR_create_renderpass2VK_KHR_cooperative_matrixVK_KHR_dedicated_allocationVK_KHR_descriptor_update_templateVK_KHR_driver_propertiesVK_KHR_external_memoryVK_KHR_get_memory_requirements2VK_KHR_maintenance1VK_KHR_maintenance2VK_KHR_maintenance3VK_KHR_multiviewVK_KHR_portability_subsetVK_KHR_push_descriptorVK_KHR_sampler_ycbcr_conversionVK_KHR_shader_float16_int8VK_KHR_shader_float_controlsVK_KHR_storage_buffer_storage_classVK_KHR_swapchainVK_EXT_buffer_device_addressVK_EXT_descriptor_indexingVK_EXT_memory_budgetVK_EXT_memory_priorityVK_EXT_queue_family_foreignVK_AMD_device_coherent_memoryVK_NV_cooperative_matrixvkGetPhysicalDeviceCooperativeMatrixPropertiesKHR failed %dvkGetPhysicalDeviceCooperativeMatrixPropertiesNV failed %d[%u %s] queueC=%u[%u] queueG=%u[%u] queueT=%u[%u][%u %s] bugsbn1=%d bugbilz=%d bugcopc=%d bugihfa=%d[%u %s] fp16-p/s/u/a=%d/%d/%d/%d int8-p/s/u/a=%d/%d/%d/%d[%u %s] subgroup=%u basic/vote/ballot/shuffle=%d/%d/%d/%d[%u %s] fp16-8x8x16/16x8x8/16x8x16/16x16x16=%d/%d/%d/%dcannot create std::vector larger than max_size()vector::_M_realloc_insertvkAllocateCommandBuffersvkAllocateDescriptorSetsvkAllocateMemoryvkBeginCommandBuffervkBindBufferMemoryvkBindImageMemoryvkCmdBeginQueryvkCmdBindDescriptorSetsvkCmdBindIndexBuffervkCmdBindPipelinevkCmdCopyBuffervkCmdCopyBufferToImagevkCmdCopyImagevkCmdCopyImageToBuffervkCmdCopyQueryPoolResultsvkCmdDispatchvkCmdDispatchIndirectvkCmdEndQueryvkCmdExecuteCommandsvkCmdFillBuffervkCmdPipelineBarriervkCmdPushConstantsvkCmdResetQueryPoolvkCmdResolveImagevkCmdUpdateBuffervkCmdWriteTimestampvkCreateBuffervkCreateBufferViewvkCreateCommandPoolvkCreateComputePipelinesvkCreateDescriptorPoolvkCreateDescriptorSetLayoutvkCreateDevicevkCreateFencevkCreateImagevkCreateImageViewvkCreatePipelineCachevkCreatePipelineLayoutvkCreateQueryPoolvkCreateSamplervkCreateSemaphorevkCreateShaderModulevkDestroyBuffervkDestroyBufferViewvkDestroyCommandPoolvkDestroyDescriptorPoolvkDestroyDescriptorSetLayoutvkDestroyDevicevkDestroyFencevkDestroyImagevkDestroyImageViewvkDestroyInstancevkDestroyPipelinevkDestroyPipelineCachevkDestroyPipelineLayoutvkDestroyQueryPoolvkDestroySamplervkDestroySemaphorevkDestroyShaderModulevkDeviceWaitIdlevkEndCommandBuffervkEnumerateDeviceExtensionPropertiesvkEnumerateDeviceLayerPropertiesvkEnumeratePhysicalDevicesvkFlushMappedMemoryRangesvkFreeCommandBuffersvkFreeDescriptorSetsvkFreeMemoryvkGetBufferMemoryRequirementsvkGetDeviceMemoryCommitmentvkGetDeviceProcAddrvkGetDeviceQueuevkGetFenceStatusvkGetImageMemoryRequirementsvkGetImageSubresourceLayoutvkGetPhysicalDeviceFeaturesvkGetPhysicalDeviceFormatPropertiesvkGetPhysicalDeviceImageFormatPropertiesvkGetPhysicalDeviceMemoryPropertiesvkGetPhysicalDevicePropertiesvkGetPhysicalDeviceQueueFamilyPropertiesvkGetPipelineCacheDatavkGetQueryPoolResultsvkInvalidateMappedMemoryRangesvkMapMemoryvkMergePipelineCachesvkQueueSubmitvkQueueWaitIdlevkResetCommandBuffervkResetCommandPoolvkResetDescriptorPoolvkResetFencesvkUnmapMemoryvkUpdateDescriptorSetsvkWaitForFencesvkGetPhysicalDeviceExternalBufferPropertiesKHRvkGetPhysicalDeviceFeatures2KHRvkGetPhysicalDeviceProperties2KHRvkGetPhysicalDeviceFormatProperties2KHRvkGetPhysicalDeviceImageFormatProperties2KHRvkGetPhysicalDeviceQueueFamilyProperties2KHRvkGetPhysicalDeviceMemoryProperties2KHRvkGetPhysicalDeviceSurfaceCapabilities2KHRvkGetPhysicalDeviceSurfaceFormats2KHRvkDestroySurfaceKHRvkGetPhysicalDeviceSurfaceSupportKHRvkGetPhysicalDeviceSurfaceCapabilitiesKHRvkGetPhysicalDeviceSurfaceFormatsKHRvkGetPhysicalDeviceSurfacePresentModesKHRvkGetPhysicalDeviceCooperativeMatrixPropertiesKHRvkGetPhysicalDeviceCooperativeMatrixPropertiesNVno vulkan deviceno fp16p to/from fp16s conversioncannot create uop with use_fp16_packed if not support_fp16_packedcannot create uop with use_fp16_storage if not support_fp16_storagevkCreateDevice failed %dvkCreateSampler failed %dVulkanDevice create_dummy_buffer_image failed %dvector::_M_default_appendvkCreateShaderModule failed %dvkCreateDescriptorSetLayout failed %dvkCreatePipelineLayout failed %dmainvkCreateComputePipelines failed %dvkCreateDescriptorUpdateTemplateKHR failed %dno such memory type %u %u %u %uinvalid queue_family_index %uFATAL ERROR! out of hardware queue %uFATAL ERROR! reclaim_queue get wild queue %u %pFATAL ERROR! reclaim_blob_allocator get wild allocator %pFATAL ERROR! reclaim_staging_allocator get wild allocator %pvkBindBufferMemory2KHRvkBindImageMemory2KHRvkGetBufferDeviceAddressKHRvkGetBufferOpaqueCaptureAddressKHRvkGetDeviceMemoryOpaqueCaptureAddressKHRvkCreateDescriptorUpdateTemplateKHRvkDestroyDescriptorUpdateTemplateKHRvkUpdateDescriptorSetWithTemplateKHRvkGetImageMemoryRequirements2KHRvkGetBufferMemoryRequirements2KHRvkTrimCommandPoolKHRvkGetDescriptorSetLayoutSupportKHRvkCmdPushDescriptorSetWithTemplateKHRvkCmdPushDescriptorSetKHRvkCreateSamplerYcbcrConversionKHRvkDestroySamplerYcbcrConversionKHRvkCreateSwapchainKHRvkDestroySwapchainKHRvkGetSwapchainImagesKHRvkAcquireNextImageKHRvkQueuePresentKHRvkGetBufferDeviceAddressEXTsfpfloat16_tsfpvec2f16vec2sfpvec4f16vec4sfpvec8f16mat2x4sfpmat4f16mat4floatuintuvec2uvec4vec2vec4mat2x4mat4afpafpvec2afpvec4afpvec8afpmat4lfplfpvec4uint64_tsfp2lfp(v)vsfp2lfpvec4(v)lfp2afp(v)lfp2afpvec4(v)float(v)pack64(halfBitsToUInt16(v))float16_t(v)int16BitsToHalf(unpack16(v))f16vec4(unpackFloat2x16(v.x),unpackFloat2x16(v.y))uvec2(packHalf2x16(vec4(v).rg),packHalf2x16(vec4(v).ba))vec4(unpackHalf2x16(v.x),unpackHalf2x16(v.y))buffer_ld1(buf,i)buf[i]buffer_st1(buf,i,v){buf[i]=v;}buffer_cp1(buf,i,sbuf,si){buf[i]=sbuf[si];}buffer_cp1to4(buf,i,sbuf,si4){buf[i]=f16vec4(sbuf[si4.r],sbuf[si4.g],sbuf[si4.b],sbuf[si4.a]);}buffer_cp1to8(buf,i,sbuf,si4,sii4){buf[i]=f16mat2x4(sbuf[si4.r],sbuf[si4.g],sbuf[si4.b],sbuf[si4.a],sbuf[sii4.r],sbuf[sii4.g],sbuf[sii4.b],sbuf[sii4.a]);}buffer_ld2(buf,i)buffer_st2(buf,i,v)buffer_cp2(buf,i,sbuf,si)buffer_ld4(buf,i)buffer_st4(buf,i,v)buffer_cp4(buf,i,sbuf,si)buffer_cp4to1(buf,i4,sbuf,si){buf[i4.r]=sbuf[si].r;buf[i4.g]=sbuf[si].g;buf[i4.b]=sbuf[si].b;buf[i4.a]=sbuf[si].a;}buffer_cp4to8(buf,i,sbuf,si2){buf[i]=f16mat2x4(sbuf[si2.r],sbuf[si2.g]);}buffer_ld8(buf,i)buffer_st8(buf,i,v)buffer_cp8(buf,i,sbuf,si)buffer_cp8to1(buf,i4,ii4,sbuf,si){f16mat2x4 _v=sbuf[si]; buf[i4.r]=_v[0].r;buf[i4.g]=_v[0].g;buf[i4.b]=_v[0].b;buf[i4.a]=_v[0].a; buf[ii4.r]=_v[1].r;buf[ii4.g]=_v[1].g;buf[ii4.b]=_v[1].b;buf[ii4.a]=_v[1].a;}buffer_cp8to4(buf,i2,sbuf,si){f16mat2x4 _v=sbuf[si]; buf[i2.r]=_v[0];buf[i2.g]=_v[1];}sfp2afpmat4(v)afp2sfpmat4(v)float16_t(buf[i]){buf[i]=float(v);}{buf[i]=uvec2(packFloat2x16(f16vec2(sbuf[si4.r],sbuf[si4.g])),packFloat2x16(f16vec2(sbuf[si4.b],sbuf[si4.a])));}{buf[i]=uvec4(packFloat2x16(f16vec2(sbuf[si4.r],sbuf[si4.g])),packFloat2x16(f16vec2(sbuf[si4.b],sbuf[si4.a])),packFloat2x16(f16vec2(sbuf[sii4.r],sbuf[sii4.g])),packFloat2x16(f16vec2(sbuf[sii4.b],sbuf[sii4.a])));}unpackFloat2x16(buf[i]){buf[i]=packFloat2x16(v)}f16vec4(unpackFloat2x16(buf[i].x),unpackFloat2x16(buf[i].y)){buf[i]=uvec2(packFloat2x16(v.rg),packFloat2x16(v.ba));}{uvec2 _v=sbuf[si]; f16vec2 _v0=unpackFloat2x16(_v.x);f16vec2 _v1=unpackFloat2x16(_v.y); buf[i4.r]=_v0.r;buf[i4.g]=_v0.g;buf[i4.b]=_v1.r;buf[i4.a]=_v1.g;}{buf[i]=uvec4(sbuf[si2.r],sbuf[si2.g]);}f16mat2x4(f16vec4(unpackFloat2x16(buf[i].r),unpackFloat2x16(buf[i].g)),f16vec4(unpackFloat2x16(buf[i].b),unpackFloat2x16(buf[i].a))){buf[i]=uvec4(uvec2(packFloat2x16(v[0].rg),packFloat2x16(v[0].ba)),uvec2(packFloat2x16(v[1].rg),packFloat2x16(v[1].ba)));}{uvec4 _v=sbuf[si]; f16vec2 _v0=unpackFloat2x16(_v.r);f16vec2 _v1=unpackFloat2x16(_v.g);f16vec2 _v2=unpackFloat2x16(_v.b);f16vec2 _v3=unpackFloat2x16(_v.a); buf[i4.r]=_v0.r;buf[i4.g]=_v0.g;buf[i4.b]=_v1.r;buf[i4.a]=_v1.g; buf[ii4.r]=_v2.r;buf[ii4.g]=_v2.g;buf[ii4.b]=_v3.r;buf[ii4.a]=_v3.g;}{uvec4 _v=sbuf[si]; buf[i2.r]=_v.rg;buf[i2.g]=_v.ba;}float(buf[i]){buf[i]=float16_t(v);}{buf[i].r=sbuf[si4.r];buf[i].g=sbuf[si4.g];buf[i].b=sbuf[si4.b];buf[i].a=sbuf[si4.a];}{buf[i].abcd.r=sbuf[si4.r];buf[i].abcd.g=sbuf[si4.g];buf[i].abcd.b=sbuf[si4.b];buf[i].abcd.a=sbuf[si4.a];buf[i].efgh.r=sbuf[sii4.r];buf[i].efgh.g=sbuf[sii4.g];buf[i].efgh.b=sbuf[sii4.b];buf[i].efgh.a=sbuf[sii4.a];}vec2(buf[i]){buf[i]=f16vec2(v);}vec4(buf[i]){buf[i]=f16vec4(v);}{buf[i].abcd=sbuf[si2.r];buf[i].efgh=sbuf[si2.g];}mat2x4(vec4(buf[i].abcd),vec4(buf[i].efgh)){buf[i].abcd=f16vec4(v[0]);buf[i].efgh=f16vec4(v[1]);}{buf[i].abcd=sbuf[si].abcd;buf[i].efgh=sbuf[si].efgh;}{buf[i4.r]=sbuf[si].abcd.r;buf[i4.g]=sbuf[si].abcd.g;buf[i4.b]=sbuf[si].abcd.b;buf[i4.a]=sbuf[si].abcd.a; buf[ii4.r]=sbuf[si].efgh.r;buf[ii4.g]=sbuf[si].efgh.g;buf[ii4.b]=sbuf[si].efgh.b;buf[ii4.a]=sbuf[si].efgh.a;}{buf[i2.r]=sbuf[si].abcd;buf[i2.g]=sbuf[si].efgh;}{buf[i]=uvec2(packHalf2x16(vec2(sbuf[si4.r],sbuf[si4.g])),packHalf2x16(vec2(sbuf[si4.b],sbuf[si4.a])));}{buf[i]=uvec4(packHalf2x16(vec2(sbuf[si4.r],sbuf[si4.g])),packHalf2x16(vec2(sbuf[si4.b],sbuf[si4.a])),packHalf2x16(vec2(sbuf[sii4.r],sbuf[sii4.g])),packHalf2x16(vec2(sbuf[sii4.b],sbuf[sii4.a])));}unpackHalf2x16(buf[i]){buf[i]=packHalf2x16(v)}vec4(unpackHalf2x16(buf[i].x),unpackHalf2x16(buf[i].y)){buf[i]=uvec2(packHalf2x16(v.rg),packHalf2x16(v.ba));}{uvec2 _v=sbuf[si]; vec2 _v0=unpackHalf2x16(_v.x);vec2 _v1=unpackHalf2x16(_v.y); buf[i4.r]=_v0.r;buf[i4.g]=_v0.g;buf[i4.b]=_v1.r;buf[i4.a]=_v1.g;}mat2x4(vec4(unpackHalf2x16(buf[i].r),unpackHalf2x16(buf[i].g)),vec4(unpackHalf2x16(buf[i].b),unpackHalf2x16(buf[i].a))){buf[i]=uvec4(uvec2(packHalf2x16(v[0].rg),packHalf2x16(v[0].ba)),uvec2(packHalf2x16(v[1].rg),packHalf2x16(v[1].ba)));}{uvec4 _v=sbuf[si]; vec2 _v0=unpackHalf2x16(_v.r);vec2 _v1=unpackHalf2x16(_v.g);vec2 _v2=unpackHalf2x16(_v.b);vec2 _v3=unpackHalf2x16(_v.a); buf[i4.r]=_v0.r;buf[i4.g]=_v0.g;buf[i4.b]=_v1.r;buf[i4.a]=_v1.g; buf[ii4.r]=_v2.r;buf[ii4.g]=_v2.g;buf[ii4.b]=_v3.r;buf[ii4.a]=_v3.g;}{buf[i]=vec4(sbuf[si4.r],sbuf[si4.g],sbuf[si4.b],sbuf[si4.a]);}{buf[i]=mat2x4(sbuf[si4.r],sbuf[si4.g],sbuf[si4.b],sbuf[si4.a],sbuf[sii4.r],sbuf[sii4.g],sbuf[sii4.b],sbuf[sii4.a]);}{vec4 _v=sbuf[si]; buf[i4.r]=_v.r;buf[i4.g]=_v.g;buf[i4.b]=_v.b;buf[i4.a]=_v.a;}{buf[i]=mat2x4(sbuf[si2.r],sbuf[si2.g]);}{mat2x4 _v=sbuf[si]; buf[i4.r]=_v[0].r;buf[i4.g]=_v[0].g;buf[i4.b]=_v[0].b;buf[i4.a]=_v[0].a; buf[ii4.r]=_v[1].r;buf[ii4.g]=_v[1].g;buf[ii4.b]=_v[1].b;buf[ii4.a]=_v[1].a;}{mat2x4 _v=sbuf[si]; buf[i2.r]=_v[0];buf[i2.g]=_v[1];}imfmtc1r16fimfmtc4rgba16funfpmediumpr32frgba32fhighpimage1d_ld1(tex,p)float16_t(texelFetch(tex,p,0).r)image2d_ld1(tex,p)image3d_ld1(tex,p)image1d_st1(img,p,v){vec4 _v;_v.r=float(v);imageStore(img,p,_v);}image2d_st1(img,p,v)image3d_st1(img,p,v)image1d_cp1(img,p,tex,sp){imageStore(img,p,texelFetch(tex,sp,0));}image2d_cp1(img,p,tex,sp)image3d_cp1(img,p,tex,sp)image1d_ld4(tex,p)f16vec4(texelFetch(tex,p,0))image2d_ld4(tex,p)image3d_ld4(tex,p)image1d_st4(img,p,v){imageStore(img,p,vec4(v));}image2d_st4(img,p,v)image3d_st4(img,p,v)image1d_cp4(img,p,tex,sp)image2d_cp4(img,p,tex,sp)image3d_cp4(img,p,tex,sp)image1d_ld8(tex,p)f16mat2x4(texelFetch(tex,(p)*2,0),texelFetch(tex,(p)*2+1,0))image2d_ld8(tex,p)f16mat2x4(texelFetch(tex,ivec2(p.x*2,p.y),0),texelFetch(tex,ivec2(p.x*2+1,p.y),0))image3d_ld8(tex,p)f16mat2x4(texelFetch(tex,ivec3(p.x*2,p.y,p.z),0),texelFetch(tex,ivec3(p.x*2+1,p.y,p.z),0))image1d_st8(img,p,v){imageStore(img,(p)*2,vec4(v[0]));imageStore(img,(p)*2+1,vec4(v[1]));}image2d_st8(img,p,v){imageStore(img,ivec2(p.x*2,p.y),vec4(v[0]));imageStore(img,ivec2(p.x*2+1,p.y),vec4(v[1]));}image3d_st8(img,p,v){imageStore(img,ivec3(p.x*2,p.y,p.z),vec4(v[0]));imageStore(img,ivec3(p.x*2+1,p.y,p.z),vec4(v[1]));}image1d_cp8(img,p,tex,sp){imageStore(img,(p)*2,texelFetch(tex,sp*2,0));imageStore(img,(p)*2+1,texelFetch(tex,sp*2+1,0));}image2d_cp8(img,p,tex,sp){imageStore(img,ivec2(p.x*2,p.y),texelFetch(tex,ivec2(sp.x*2,sp.y),0));imageStore(img,ivec2(p.x*2+1,p.y),texelFetch(tex,ivec2(sp.x*2+1,sp.y),0));}image3d_cp8(img,p,tex,sp){imageStore(img,ivec3(p.x*2,p.y,p.z),texelFetch(tex,ivec3(sp.x*2,sp.y,sp.z),0));imageStore(img,ivec3(p.x*2+1,p.y,p.z),texelFetch(tex,ivec3(sp.x*2+1,sp.y,sp.z),0));}{vec4 _v;_v.r=v;imageStore(img,p,_v);}{imageStore(img,p,v);}{imageStore(img,(p)*2,v[0]);imageStore(img,(p)*2+1,v[1]);}{imageStore(img,ivec2(p.x*2,p.y),v[0]);imageStore(img,ivec2(p.x*2+1,p.y),v[1]);}{imageStore(img,ivec3(p.x*2,p.y,p.z),v[0]);imageStore(img,ivec3(p.x*2+1,p.y,p.z),v[1]);}texelFetch(tex,p,0).rtexelFetch(tex,p,0)mat2x4(texelFetch(tex,(p)*2,0),texelFetch(tex,(p)*2+1,0))mat2x4(texelFetch(tex,ivec2(p.x*2,p.y),0),texelFetch(tex,ivec2(p.x*2+1,p.y),0))mat2x4(texelFetch(tex,ivec3(p.x*2,p.y,p.z),0),texelFetch(tex,ivec3(p.x*2+1,p.y,p.z),0))psc(x)(x==0?p.x:x)NCNN_fp16_storage1NCNN_fp16_packedNCNN_fp16_uniformNCNN_fp16_arithmeticNCNN_int8_storageNCNN_int8_packedNCNN_int8_uniformNCNN_int8_arithmeticNCNN_image_shaderNCNN_subgroup_basicNCNN_subgroup_voteNCNN_subgroup_ballotNCNN_subgroup_shuffleNCNN_shader_local_memory define-macro =compile spir-v module failedbasic_string::appendbasic_string: construction from null is not validvulkan_activation.compno such shader module %dparametertoo many binding %d// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2022 THL A29 Limited, a Tencent company. All rights reserved. // // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except // in compliance with the License. You may obtain a copy of the License at // // https://opensource.org/licenses/BSD-3-Clause // // Unless required by applicable law or agreed to in writing, software distributed // under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR // CONDITIONS OF ANY KIND, either express or implied. See the License for the // specific language governing permissions and limitations under the License. #ifndef NCNN_VULKAN_ACTIVATION_COMP #define NCNN_VULKAN_ACTIVATION_COMP afp activation_afp(afp v, int activation_type, float activation_param_0, float activation_param_1) { if (activation_type == 1) { v = max(v, afp(0.f)); } if (activation_type == 2) { const afp slope = afp(activation_param_0); v = v < afp(0.f) ? v * slope : v; } if (activation_type == 3) { const afp const_min = afp(activation_param_0); const afp const_max = afp(activation_param_1); v = clamp(v, const_min, const_max); } if (activation_type == 4) { v = afp(1.f) / (afp(1.f) + exp(-v)); } if (activation_type == 5) { #if NCNN_moltenvk v = v * afp(tanh(float(log(exp(v) + afp(1.f))))); #else v = v * tanh(log(exp(v) + afp(1.f))); #endif } if (activation_type == 6) { const afp alpha = afp(activation_param_0); const afp beta = afp(activation_param_1); v = v * clamp(v * afp(alpha) + afp(beta), afp(0.f), afp(1.f)); } return v; } afpvec4 activation_afpvec4(afpvec4 v, int activation_type, float activation_param_0, float activation_param_1) { if (activation_type == 1) { v = max(v, afp(0.f)); } if (activation_type == 2) { const afp slope = afp(activation_param_0); v = mix(v, v * afp(slope), lessThan(v, afpvec4(0.f))); } if (activation_type == 3) { const afp const_min = afp(activation_param_0); const afp const_max = afp(activation_param_1); v = clamp(v, const_min, const_max); } if (activation_type == 4) { v = afp(1.f) / (afp(1.f) + exp(-v)); } if (activation_type == 5) { #if NCNN_moltenvk v = v * afpvec4(tanh(vec4(log(exp(v) + afp(1.f))))); #else v = v * tanh(log(exp(v) + afp(1.f))); #endif } if (activation_type == 6) { const afp alpha = afp(activation_param_0); const afp beta = afp(activation_param_1); v = v * clamp(v * afp(alpha) + afp(beta), afp(0.f), afp(1.f)); } return v; } afpvec8 activation_afpvec8(afpvec8 v, int activation_type, float activation_param_0, float activation_param_1) { if (activation_type == 1) { v[0] = max(v[0], afp(0.f)); v[1] = max(v[1], afp(0.f)); } if (activation_type == 2) { const afp slope = afp(activation_param_0); v[0] = mix(v[0], v[0] * afp(slope), lessThan(v[0], afpvec4(0.f))); v[1] = mix(v[1], v[1] * afp(slope), lessThan(v[1], afpvec4(0.f))); } if (activation_type == 3) { const afp const_min = afp(activation_param_0); const afp const_max = afp(activation_param_1); v[0] = clamp(v[0], const_min, const_max); v[1] = clamp(v[1], const_min, const_max); } if (activation_type == 4) { v[0] = afp(1.f) / (afp(1.f) + exp(-v[0])); v[1] = afp(1.f) / (afp(1.f) + exp(-v[1])); } if (activation_type == 5) { #if NCNN_moltenvk v[0] = v[0] * afpvec4(tanh(vec4(log(exp(v[0]) + afp(1.f))))); v[1] = v[1] * afpvec4(tanh(vec4(log(exp(v[1]) + afp(1.f))))); #else v[0] = v[0] * tanh(log(exp(v[0]) + afp(1.f))); v[1] = v[1] * tanh(log(exp(v[1]) + afp(1.f))); #endif } if (activation_type == 6) { const afp alpha = afp(activation_param_0); const afp beta = afp(activation_param_1); v[0] = v[0] * clamp(v[0] * afp(alpha) + afp(beta), afp(0.f), afp(1.f)); v[1] = v[1] * clamp(v[1] * afp(alpha) + afp(beta), afp(0.f), afp(1.f)); } return v; } #endif // NCNN_VULKAN_ACTIVATION_COMP  hW[@3s:'[ w 0P+lB59Q'#"#2*6-Kt.ims; KE5#0 (h 4 28 &5 p* M $H< * ?]}  p h Ch/ |_  g_ I `  {- v 'kvFg?p & KHp2bfz _#  2"VP  o  K A"T4!!D;&'"*n*V*   M 4 Zc" 9 - BMBgMjojq   S >#version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(h); int yh = gy % psc(h); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(outh), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader image3d_cp1(top_blob_3d, gxyz, bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; int v_offset = gxyz.z * psc(outcstep) + gxyz.y * psc(outw) + gxyz.x; buffer_cp1(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(h); int yh = gy % psc(h); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(outh), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader image3d_cp4(top_blob_3d, gxyz, bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; int v_offset = gxyz.z * psc(outcstep) + gxyz.y * psc(outw) + gxyz.x; buffer_cp4(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(h); int yh = gy % psc(h); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1] *= 4; gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(outh), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1] *= 4; gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); if (psc(dims) == 1) { image3d_st1(top_blob_3d, ivec3(gxyz.x + 0, 0, 0), v.r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 1, 0, 0), v.g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 2, 0, 0), v.b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 3, 0, 0), v.a); } else if (psc(dims) == 2) { if (positive_axis == 0) { image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 0, 0), v.r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 1, 0), v.g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 2, 0), v.b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 3, 0), v.a); } if (positive_axis == 1) { image3d_st1(top_blob_3d, ivec3(gxyz.x + 0, gxyz.y, 0), v.r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 1, gxyz.y, 0), v.g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 2, gxyz.y, 0), v.b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 3, gxyz.y, 0), v.a); } } else // if (psc(dims) == 3) { if (positive_axis == 0) { image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0), v.r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1), v.g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 2), v.b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 3), v.a); } if (positive_axis == 1) { image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z), v.r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z), v.g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 2, gxyz.z), v.b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 3, gxyz.z), v.a); } if (positive_axis == 2) { image3d_st1(top_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z), v.r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z), v.g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 2, gxyz.y, gxyz.z), v.b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 3, gxyz.y, gxyz.z), v.a); } } #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; int v_offset_0 = gxyz.z * psc(outcstep) + gxyz.y * psc(outw) + gxyz.x; ivec4 gxydz4; if (psc(dims) == 4) { gxydz4 = ivec4(1, psc(outw), psc(outw) * psc(outh), psc(outcstep)); } else { gxydz4 = ivec4(1, psc(outw), psc(outcstep), 0); } ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * gxydz4[psc(dims) - 1 - positive_axis]; buffer_cp4to1(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(h); int yh = gy % psc(h); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(outh), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader image3d_cp8(top_blob_3d, gxyz, bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; int v_offset = gxyz.z * psc(outcstep) + gxyz.y * psc(outw) + gxyz.x; buffer_cp8(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(h); int yh = gy % psc(h); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1] *= 8; gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(outh), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1] *= 8; gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); if (psc(dims) == 1) { image3d_st1(top_blob_3d, ivec3(gxyz.x + 0, 0, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 1, 0, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 2, 0, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 3, 0, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(gxyz.x + 4, 0, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 5, 0, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 6, 0, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 7, 0, 0), v[1].a); } else if (psc(dims) == 2) { if (positive_axis == 0) { image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 0, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 1, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 2, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 3, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 4, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 5, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 6, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 7, 0), v[1].a); } if (positive_axis == 1) { image3d_st1(top_blob_3d, ivec3(gxyz.x + 0, gxyz.y, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 1, gxyz.y, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 2, gxyz.y, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 3, gxyz.y, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(gxyz.x + 4, gxyz.y, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 5, gxyz.y, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 6, gxyz.y, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 7, gxyz.y, 0), v[1].a); } } else // if (psc(dims) == 3) { if (positive_axis == 0) { image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1), v[0].g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 2), v[0].b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 3), v[0].a); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 4), v[1].r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 5), v[1].g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 6), v[1].b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 7), v[1].a); } if (positive_axis == 1) { image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z), v[0].r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z), v[0].g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 2, gxyz.z), v[0].b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 3, gxyz.z), v[0].a); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 4, gxyz.z), v[1].r); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 5, gxyz.z), v[1].g); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 6, gxyz.z), v[1].b); image3d_st1(top_blob_3d, ivec3(gxyz.x, gxyz.y + 7, gxyz.z), v[1].a); } if (positive_axis == 2) { image3d_st1(top_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z), v[0].r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z), v[0].g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 2, gxyz.y, gxyz.z), v[0].b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 3, gxyz.y, gxyz.z), v[0].a); image3d_st1(top_blob_3d, ivec3(gxyz.x + 4, gxyz.y, gxyz.z), v[1].r); image3d_st1(top_blob_3d, ivec3(gxyz.x + 5, gxyz.y, gxyz.z), v[1].g); image3d_st1(top_blob_3d, ivec3(gxyz.x + 6, gxyz.y, gxyz.z), v[1].b); image3d_st1(top_blob_3d, ivec3(gxyz.x + 7, gxyz.y, gxyz.z), v[1].a); } } #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; int v_offset_0 = gxyz.z * psc(outcstep) + gxyz.y * psc(outw) + gxyz.x; ivec4 gxydz4; if (psc(dims) == 4) { gxydz4 = ivec4(1, psc(outw), psc(outw) * psc(outh), psc(outcstep)); } else { gxydz4 = ivec4(1, psc(outw), psc(outcstep), 0); } ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * gxydz4[psc(dims) - 1 - positive_axis]; ivec4 vv_offset = v_offset + 4 * gxydz4[psc(dims) - 1 - positive_axis]; buffer_cp8to1(top_blob_data, v_offset, vv_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(h); int yh = gy % psc(h); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1] *= 2; gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(outh), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1] *= 2; gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); if (psc(dims) == 1) { image3d_st4(top_blob_3d, ivec3(gxyz.x + 0, 0, 0), v[0]); image3d_st4(top_blob_3d, ivec3(gxyz.x + 1, 0, 0), v[1]); } else if (psc(dims) == 2) { if (positive_axis == 0) { image3d_st4(top_blob_3d, ivec3(gxyz.x, gxyz.y + 0, 0), v[0]); image3d_st4(top_blob_3d, ivec3(gxyz.x, gxyz.y + 1, 0), v[1]); } if (positive_axis == 1) { image3d_st4(top_blob_3d, ivec3(gxyz.x + 0, gxyz.y, 0), v[0]); image3d_st4(top_blob_3d, ivec3(gxyz.x + 1, gxyz.y, 0), v[1]); } } else // if (psc(dims) == 3) { if (positive_axis == 0) { image3d_st4(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0), v[0]); image3d_st4(top_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1), v[1]); } if (positive_axis == 1) { image3d_st4(top_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z), v[0]); image3d_st4(top_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z), v[1]); } if (positive_axis == 2) { image3d_st4(top_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z), v[0]); image3d_st4(top_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z), v[1]); } } #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; int v_offset_0 = gxyz.z * psc(outcstep) + gxyz.y * psc(outw) + gxyz.x; ivec4 gxydz4; if (psc(dims) == 4) { gxydz4 = ivec4(1, psc(outw), psc(outw) * psc(outh), psc(outcstep)); } else { gxydz4 = ivec4(1, psc(outw), psc(outcstep), 0); } ivec2 v_offset = v_offset_0 + ivec2(0, 1) * gxydz4[psc(dims) - 1 - positive_axis]; buffer_cp8to4(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afp sum0; afp sum1; afp sum2; afp sum3; afp sum4; afp sum5; afp sum6; afp sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld1(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld1(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld1(bias_data, gz2.x); sum4 = buffer_ld1(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); sum4 = afp(0.f); sum5 = afp(0.f); sum6 = afp(0.f); sum7 = afp(0.f); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx.x, sy.x, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx.y, sy.x, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx.x, sy.y, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx.y, sy.y, z)); afp k0 = image3d_ld1(weight_blob, ivec3(wx, z, gz2.x)); afp k1 = image3d_ld1(weight_blob, ivec3(wx, z, gz2.y)); sum0 += v0 * k0; sum1 += v1 * k0; sum2 += v2 * k0; sum3 += v3 * k0; sum4 += v0 * k1; sum5 += v1 * k1; sum6 += v2 * k1; sum7 += v3 * k1; sx += dilation_w; wx += 1; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset.r + x * dilation_w); afp v1 = buffer_ld1(bottom_blob_data, v_offset.g + x * dilation_w); afp v2 = buffer_ld1(bottom_blob_data, v_offset.b + x * dilation_w); afp v3 = buffer_ld1(bottom_blob_data, v_offset.a + x * dilation_w); afp k0 = buffer_ld1(weight_data, w_offset.x + x); afp k1 = buffer_ld1(weight_data, w_offset.y + x); sum0 += v0 * k0; sum1 += v1 * k0; sum2 += v2 * k0; sum3 += v3 * k0; sum4 += v0 * k1; sum5 += v1 * k1; sum6 += v2 * k1; sum7 += v3 * k1; } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afp(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afp(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afp(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afp(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st1(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st1(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st1(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st1(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st1(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st1(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st1(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st1(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st1(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st1(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { vec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { vec4 top_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { #if NCNN_image_shader int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); if (gx * 4 >= psc(outcstep) || gy >= psc(outc)) return; #endif afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = afpvec4(image3d_ld1(bias_blob, ivec3(gy, 0, 0))); #else sum = afpvec4(buffer_ld1(bias_data, gy)); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afp k = image3d_ld1(weight_blob, ivec3(0, z, gy)); sum.r += k * image3d_ld1(bottom_blob, ivec3(sx4.r, sy4.r, z)); sum.g += k * image3d_ld1(bottom_blob, ivec3(sx4.g, sy4.g, z)); sum.b += k * image3d_ld1(bottom_blob, ivec3(sx4.b, sy4.b, z)); sum.a += k * image3d_ld1(bottom_blob, ivec3(sx4.a, sy4.a, z)); } #else int w_offset = gy * psc(c); int v_offset = gx; for (int z = 0; z < psc(c); z++) { #if NCNN_fp16_packed sum += afp(weight_data[w_offset]) * afpvec4(bottom_blob_data[v_offset]); #else sum += buffer_ld1(weight_data, w_offset) * buffer_ld4(bottom_blob_data, v_offset); #endif w_offset += 1; v_offset += psc(cstep) / 4; } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(sx4.r, sy4.r, gy), sum.r); image3d_st1(top_blob, ivec3(sx4.g, sy4.g, gy), sum.g); image3d_st1(top_blob, ivec3(sx4.b, sy4.b, gy), sum.b); image3d_st1(top_blob, ivec3(sx4.a, sy4.a, gy), sum.a); #else const int gi = gy * psc(outcstep) / 4 + gx; #if NCNN_fp16_packed top_blob_data[gi] = sum; #else buffer_st4(top_blob_data, gi, sum); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 6) const int block_y = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D bottom_tm_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer bottom_tm_blob { sfp bottom_tm_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outcstep; int block_x; int block_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 4x4 int sx = gx * 2; int sy = gy * 2; #if NCNN_image_shader afp v00 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afp v01 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afp v02 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afp v03 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 0, gz)); afp v10 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afp v11 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afp v12 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afp v13 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 1, gz)); afp v20 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afp v21 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afp v22 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afp v23 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 2, gz)); afp v30 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 3, gz)); afp v31 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 3, gz)); afp v32 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 3, gz)); afp v33 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 3, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * psc(w); afp v00 = buffer_ld1(bottom_blob_data, v_offset.r + 0); afp v01 = sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 1) : afp(0.f); afp v02 = sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 2) : afp(0.f); afp v03 = sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 3) : afp(0.f); afp v10 = sy + 1 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset.g + 0) : afp(0.f); afp v11 = sy + 1 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 1) : afp(0.f); afp v12 = sy + 1 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 2) : afp(0.f); afp v13 = sy + 1 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 3) : afp(0.f); afp v20 = sy + 2 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset.b + 0) : afp(0.f); afp v21 = sy + 2 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 1) : afp(0.f); afp v22 = sy + 2 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 2) : afp(0.f); afp v23 = sy + 2 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 3) : afp(0.f); afp v30 = sy + 3 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset.a + 0) : afp(0.f); afp v31 = sy + 3 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 1) : afp(0.f); afp v32 = sy + 3 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 2) : afp(0.f); afp v33 = sy + 3 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 3) : afp(0.f); #endif // const float itm[4][4] = { // {1.0f, 0.0f, -1.0f, 0.0f}, // {0.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, -1.0f, 1.0f, 0.0f}, // {0.0f, -1.0f, 0.0f, 1.0f} // }; // implicit transpose afp m00 = v00 - v02; afp m01 = v10 - v12; afp m02 = v20 - v22; afp m03 = v30 - v32; afp m10 = v02 + v01; afp m11 = v12 + v11; afp m12 = v22 + v21; afp m13 = v32 + v31; afp m20 = v02 - v01; afp m21 = v12 - v11; afp m22 = v22 - v21; afp m23 = v32 - v31; afp m30 = v03 - v01; afp m31 = v13 - v11; afp m32 = v23 - v21; afp m33 = v33 - v31; v00 = m00 - m02; v10 = m10 - m12; v20 = m20 - m22; v30 = m30 - m32; v01 = m02 + m01; v11 = m12 + m11; v21 = m22 + m21; v31 = m32 + m31; v02 = m02 - m01; v12 = m12 - m11; v22 = m22 - m21; v32 = m32 - m31; v03 = m03 - m01; v13 = m13 - m11; v23 = m23 - m21; v33 = m33 - m31; // store 16 #if NCNN_image_shader int x = gy * psc(block_x) + gx; image3d_st1(bottom_tm_blob, ivec3(x, gz, 0), v00); image3d_st1(bottom_tm_blob, ivec3(x, gz, 1), v01); image3d_st1(bottom_tm_blob, ivec3(x, gz, 2), v02); image3d_st1(bottom_tm_blob, ivec3(x, gz, 3), v03); image3d_st1(bottom_tm_blob, ivec3(x, gz, 4), v10); image3d_st1(bottom_tm_blob, ivec3(x, gz, 5), v11); image3d_st1(bottom_tm_blob, ivec3(x, gz, 6), v12); image3d_st1(bottom_tm_blob, ivec3(x, gz, 7), v13); image3d_st1(bottom_tm_blob, ivec3(x, gz, 8), v20); image3d_st1(bottom_tm_blob, ivec3(x, gz, 9), v21); image3d_st1(bottom_tm_blob, ivec3(x, gz, 10), v22); image3d_st1(bottom_tm_blob, ivec3(x, gz, 11), v23); image3d_st1(bottom_tm_blob, ivec3(x, gz, 12), v30); image3d_st1(bottom_tm_blob, ivec3(x, gz, 13), v31); image3d_st1(bottom_tm_blob, ivec3(x, gz, 14), v32); image3d_st1(bottom_tm_blob, ivec3(x, gz, 15), v33); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; buffer_st1(bottom_tm_blob_data, v_tm_offset + 0 * psc(outcstep), v00); buffer_st1(bottom_tm_blob_data, v_tm_offset + 1 * psc(outcstep), v01); buffer_st1(bottom_tm_blob_data, v_tm_offset + 2 * psc(outcstep), v02); buffer_st1(bottom_tm_blob_data, v_tm_offset + 3 * psc(outcstep), v03); buffer_st1(bottom_tm_blob_data, v_tm_offset + 4 * psc(outcstep), v10); buffer_st1(bottom_tm_blob_data, v_tm_offset + 5 * psc(outcstep), v11); buffer_st1(bottom_tm_blob_data, v_tm_offset + 6 * psc(outcstep), v12); buffer_st1(bottom_tm_blob_data, v_tm_offset + 7 * psc(outcstep), v13); buffer_st1(bottom_tm_blob_data, v_tm_offset + 8 * psc(outcstep), v20); buffer_st1(bottom_tm_blob_data, v_tm_offset + 9 * psc(outcstep), v21); buffer_st1(bottom_tm_blob_data, v_tm_offset + 10 * psc(outcstep), v22); buffer_st1(bottom_tm_blob_data, v_tm_offset + 11 * psc(outcstep), v23); buffer_st1(bottom_tm_blob_data, v_tm_offset + 12 * psc(outcstep), v30); buffer_st1(bottom_tm_blob_data, v_tm_offset + 13 * psc(outcstep), v31); buffer_st1(bottom_tm_blob_data, v_tm_offset + 14 * psc(outcstep), v32); buffer_st1(bottom_tm_blob_data, v_tm_offset + 15 * psc(outcstep), v33); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 3) const int block_y = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D top_tm_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer top_tm_blob { sfp top_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int block_x; int block_y; int outw; int outh; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 16 #if NCNN_image_shader int sx = gy * psc(block_x) + gx; afp v00 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 0)); afp v01 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 1)); afp v02 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 2)); afp v03 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 3)); afp v10 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 4)); afp v11 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 5)); afp v12 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 6)); afp v13 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 7)); afp v20 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 8)); afp v21 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 9)); afp v22 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 10)); afp v23 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 11)); afp v30 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 12)); afp v31 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 13)); afp v32 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 14)); afp v33 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 15)); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; afp v00 = buffer_ld1(top_tm_blob_data, v_tm_offset + 0 * psc(cstep)); afp v01 = buffer_ld1(top_tm_blob_data, v_tm_offset + 1 * psc(cstep)); afp v02 = buffer_ld1(top_tm_blob_data, v_tm_offset + 2 * psc(cstep)); afp v03 = buffer_ld1(top_tm_blob_data, v_tm_offset + 3 * psc(cstep)); afp v10 = buffer_ld1(top_tm_blob_data, v_tm_offset + 4 * psc(cstep)); afp v11 = buffer_ld1(top_tm_blob_data, v_tm_offset + 5 * psc(cstep)); afp v12 = buffer_ld1(top_tm_blob_data, v_tm_offset + 6 * psc(cstep)); afp v13 = buffer_ld1(top_tm_blob_data, v_tm_offset + 7 * psc(cstep)); afp v20 = buffer_ld1(top_tm_blob_data, v_tm_offset + 8 * psc(cstep)); afp v21 = buffer_ld1(top_tm_blob_data, v_tm_offset + 9 * psc(cstep)); afp v22 = buffer_ld1(top_tm_blob_data, v_tm_offset + 10 * psc(cstep)); afp v23 = buffer_ld1(top_tm_blob_data, v_tm_offset + 11 * psc(cstep)); afp v30 = buffer_ld1(top_tm_blob_data, v_tm_offset + 12 * psc(cstep)); afp v31 = buffer_ld1(top_tm_blob_data, v_tm_offset + 13 * psc(cstep)); afp v32 = buffer_ld1(top_tm_blob_data, v_tm_offset + 14 * psc(cstep)); afp v33 = buffer_ld1(top_tm_blob_data, v_tm_offset + 15 * psc(cstep)); #endif // const float itm[2][4] = { // {1.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, 1.0f, -1.0f, 1.0f} // }; // implicit transpose afp m00 = v00 + v01 + v02; afp m01 = v10 + v11 + v12; afp m02 = v20 + v21 + v22; afp m03 = v30 + v31 + v32; afp m10 = v01 - v02 + v03; afp m11 = v11 - v12 + v13; afp m12 = v21 - v22 + v23; afp m13 = v31 - v32 + v33; if (bias_term == 1) { #if NCNN_image_shader const afp bias_value = image3d_ld1(bias_blob, ivec3(gz, 0, 0)); #else const afp bias_value = buffer_ld1(bias_data, gz); #endif v00 = bias_value + m00 + m01 + m02; v10 = bias_value + m10 + m11 + m12; v01 = bias_value + m01 - m02 + m03; v11 = bias_value + m11 - m12 + m13; } else { v00 = m00 + m01 + m02; v10 = m10 + m11 + m12; v01 = m01 - m02 + m03; v11 = m11 - m12 + m13; } v00 = activation_afp(v00, activation_type, activation_param_0, activation_param_1); v10 = activation_afp(v10, activation_type, activation_param_0, activation_param_1); v01 = activation_afp(v01, activation_type, activation_param_0, activation_param_1); v11 = activation_afp(v11, activation_type, activation_param_0, activation_param_1); // store 2x2 int x = gx * 2; int y = gy * 2; #if NCNN_image_shader image3d_st1(top_blob, ivec3(x, y, gz), v00); image3d_st1(top_blob, ivec3(x + 1, y, gz), v01); image3d_st1(top_blob, ivec3(x, y + 1, gz), v10); image3d_st1(top_blob, ivec3(x + 1, y + 1, gz), v11); #else int v_offset_0 = gz * psc(outcstep) + y * psc(outw) + x; int v_offset_1 = v_offset_0 + psc(outw); buffer_st1(top_blob_data, v_offset_0 + 0, v00); if (x + 1 < psc(outw)) buffer_st1(top_blob_data, v_offset_0 + 1, v01); if (y + 1 < psc(outh)) buffer_st1(top_blob_data, v_offset_1 + 0, v10); if (y + 1 < psc(outh) && x + 1 < psc(outw)) buffer_st1(top_blob_data, v_offset_1 + 1, v11); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 6) const int block_y = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D bottom_tm_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer bottom_tm_blob { sfp bottom_tm_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outcstep; int block_x; int block_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 6x6 int sx = gx * 4; int sy = gy * 4; #if NCNN_image_shader afp v00 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afp v01 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afp v02 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afp v03 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 0, gz)); afp v04 = image3d_ld1(bottom_blob, ivec3(sx + 4, sy + 0, gz)); afp v05 = image3d_ld1(bottom_blob, ivec3(sx + 5, sy + 0, gz)); afp v10 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afp v11 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afp v12 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afp v13 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 1, gz)); afp v14 = image3d_ld1(bottom_blob, ivec3(sx + 4, sy + 1, gz)); afp v15 = image3d_ld1(bottom_blob, ivec3(sx + 5, sy + 1, gz)); afp v20 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afp v21 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afp v22 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afp v23 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 2, gz)); afp v24 = image3d_ld1(bottom_blob, ivec3(sx + 4, sy + 2, gz)); afp v25 = image3d_ld1(bottom_blob, ivec3(sx + 5, sy + 2, gz)); afp v30 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 3, gz)); afp v31 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 3, gz)); afp v32 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 3, gz)); afp v33 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 3, gz)); afp v34 = image3d_ld1(bottom_blob, ivec3(sx + 4, sy + 3, gz)); afp v35 = image3d_ld1(bottom_blob, ivec3(sx + 5, sy + 3, gz)); afp v40 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 4, gz)); afp v41 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 4, gz)); afp v42 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 4, gz)); afp v43 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 4, gz)); afp v44 = image3d_ld1(bottom_blob, ivec3(sx + 4, sy + 4, gz)); afp v45 = image3d_ld1(bottom_blob, ivec3(sx + 5, sy + 4, gz)); afp v50 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 5, gz)); afp v51 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 5, gz)); afp v52 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 5, gz)); afp v53 = image3d_ld1(bottom_blob, ivec3(sx + 3, sy + 5, gz)); afp v54 = image3d_ld1(bottom_blob, ivec3(sx + 4, sy + 5, gz)); afp v55 = image3d_ld1(bottom_blob, ivec3(sx + 5, sy + 5, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * psc(w); ivec2 v_offset45 = v_offset_0 + ivec2(4, 5) * psc(w); afp v00 = buffer_ld1(bottom_blob_data, v_offset.r + 0); afp v01 = sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 1) : afp(0.f); afp v02 = sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 2) : afp(0.f); afp v03 = sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 3) : afp(0.f); afp v04 = sx + 4 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 4) : afp(0.f); afp v05 = sx + 5 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.r + 5) : afp(0.f); afp v10 = sy + 1 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset.g + 0) : afp(0.f); afp v11 = sy + 1 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 1) : afp(0.f); afp v12 = sy + 1 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 2) : afp(0.f); afp v13 = sy + 1 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 3) : afp(0.f); afp v14 = sy + 1 < psc(h) && sx + 4 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 4) : afp(0.f); afp v15 = sy + 1 < psc(h) && sx + 5 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.g + 5) : afp(0.f); afp v20 = sy + 2 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset.b + 0) : afp(0.f); afp v21 = sy + 2 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 1) : afp(0.f); afp v22 = sy + 2 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 2) : afp(0.f); afp v23 = sy + 2 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 3) : afp(0.f); afp v24 = sy + 2 < psc(h) && sx + 4 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 4) : afp(0.f); afp v25 = sy + 2 < psc(h) && sx + 5 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.b + 5) : afp(0.f); afp v30 = sy + 3 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset.a + 0) : afp(0.f); afp v31 = sy + 3 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 1) : afp(0.f); afp v32 = sy + 3 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 2) : afp(0.f); afp v33 = sy + 3 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 3) : afp(0.f); afp v34 = sy + 3 < psc(h) && sx + 4 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 4) : afp(0.f); afp v35 = sy + 3 < psc(h) && sx + 5 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset.a + 5) : afp(0.f); afp v40 = sy + 4 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset45.x + 0) : afp(0.f); afp v41 = sy + 4 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.x + 1) : afp(0.f); afp v42 = sy + 4 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.x + 2) : afp(0.f); afp v43 = sy + 4 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.x + 3) : afp(0.f); afp v44 = sy + 4 < psc(h) && sx + 4 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.x + 4) : afp(0.f); afp v45 = sy + 4 < psc(h) && sx + 5 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.x + 5) : afp(0.f); afp v50 = sy + 5 < psc(h) ? buffer_ld1(bottom_blob_data, v_offset45.y + 0) : afp(0.f); afp v51 = sy + 5 < psc(h) && sx + 1 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.y + 1) : afp(0.f); afp v52 = sy + 5 < psc(h) && sx + 2 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.y + 2) : afp(0.f); afp v53 = sy + 5 < psc(h) && sx + 3 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.y + 3) : afp(0.f); afp v54 = sy + 5 < psc(h) && sx + 4 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.y + 4) : afp(0.f); afp v55 = sy + 5 < psc(h) && sx + 5 < psc(w) ? buffer_ld1(bottom_blob_data, v_offset45.y + 5) : afp(0.f); #endif #define sq2 1.41421356237 #define sq2_d2 1.41421356237/2 // const float itm[6][6] = { // {1.0f, 0.0f, -2.5f, 0.0f, 1.0f, 0.0f}, // {0.0f, -sq2, -2.0f, sq2/2, 1.0f, 0.0f}, // {0.0f, sq2, -2.0f, -sq2/2, 1.0f, 0.0f}, // {0.0f, -sq2/2, -0.5f, sq2, 1.0f, 0.0f}, // {0.0f, sq2/2, -0.5f, -sq2, 1.0f, 0.0f}, // {0.0f, 1.0f, 0.0f, -2.5f, 0.0f, 1.0f} // }; // implicit transpose afp m00 = v00 - v02 * afp(2.5) + v04; afp m01 = v10 - v12 * afp(2.5) + v14; afp m02 = v20 - v22 * afp(2.5) + v24; afp m03 = v30 - v32 * afp(2.5) + v34; afp m04 = v40 - v42 * afp(2.5) + v44; afp m05 = v50 - v52 * afp(2.5) + v54; afp m10 = v04 - v02 * afp(2) + v03 * afp(sq2_d2) - v01 * afp(sq2); afp m11 = v14 - v12 * afp(2) + v13 * afp(sq2_d2) - v11 * afp(sq2); afp m12 = v24 - v22 * afp(2) + v23 * afp(sq2_d2) - v21 * afp(sq2); afp m13 = v34 - v32 * afp(2) + v33 * afp(sq2_d2) - v31 * afp(sq2); afp m14 = v44 - v42 * afp(2) + v43 * afp(sq2_d2) - v41 * afp(sq2); afp m15 = v54 - v52 * afp(2) + v53 * afp(sq2_d2) - v51 * afp(sq2); afp m20 = v04 - v02 * afp(2) - v03 * afp(sq2_d2) + v01 * afp(sq2); afp m21 = v14 - v12 * afp(2) - v13 * afp(sq2_d2) + v11 * afp(sq2); afp m22 = v24 - v22 * afp(2) - v23 * afp(sq2_d2) + v21 * afp(sq2); afp m23 = v34 - v32 * afp(2) - v33 * afp(sq2_d2) + v31 * afp(sq2); afp m24 = v44 - v42 * afp(2) - v43 * afp(sq2_d2) + v41 * afp(sq2); afp m25 = v54 - v52 * afp(2) - v53 * afp(sq2_d2) + v51 * afp(sq2); afp m30 = v04 - v02 * afp(0.5) + v03 * afp(sq2) - v01 * afp(sq2_d2); afp m31 = v14 - v12 * afp(0.5) + v13 * afp(sq2) - v11 * afp(sq2_d2); afp m32 = v24 - v22 * afp(0.5) + v23 * afp(sq2) - v21 * afp(sq2_d2); afp m33 = v34 - v32 * afp(0.5) + v33 * afp(sq2) - v31 * afp(sq2_d2); afp m34 = v44 - v42 * afp(0.5) + v43 * afp(sq2) - v41 * afp(sq2_d2); afp m35 = v54 - v52 * afp(0.5) + v53 * afp(sq2) - v51 * afp(sq2_d2); afp m40 = v04 - v02 * afp(0.5) - v03 * afp(sq2) + v01 * afp(sq2_d2); afp m41 = v14 - v12 * afp(0.5) - v13 * afp(sq2) + v11 * afp(sq2_d2); afp m42 = v24 - v22 * afp(0.5) - v23 * afp(sq2) + v21 * afp(sq2_d2); afp m43 = v34 - v32 * afp(0.5) - v33 * afp(sq2) + v31 * afp(sq2_d2); afp m44 = v44 - v42 * afp(0.5) - v43 * afp(sq2) + v41 * afp(sq2_d2); afp m45 = v54 - v52 * afp(0.5) - v53 * afp(sq2) + v51 * afp(sq2_d2); afp m50 = v01 - v03 * afp(2.5) + v05; afp m51 = v11 - v13 * afp(2.5) + v15; afp m52 = v21 - v23 * afp(2.5) + v25; afp m53 = v31 - v33 * afp(2.5) + v35; afp m54 = v41 - v43 * afp(2.5) + v45; afp m55 = v51 - v53 * afp(2.5) + v55; v00 = m00 - m02 * afp(2.5) + m04; v10 = m10 - m12 * afp(2.5) + m14; v20 = m20 - m22 * afp(2.5) + m24; v30 = m30 - m32 * afp(2.5) + m34; v40 = m40 - m42 * afp(2.5) + m44; v50 = m50 - m52 * afp(2.5) + m54; v01 = m04 - m02 * afp(2) + m03 * afp(sq2_d2) - m01 * afp(sq2); v11 = m14 - m12 * afp(2) + m13 * afp(sq2_d2) - m11 * afp(sq2); v21 = m24 - m22 * afp(2) + m23 * afp(sq2_d2) - m21 * afp(sq2); v31 = m34 - m32 * afp(2) + m33 * afp(sq2_d2) - m31 * afp(sq2); v41 = m44 - m42 * afp(2) + m43 * afp(sq2_d2) - m41 * afp(sq2); v51 = m54 - m52 * afp(2) + m53 * afp(sq2_d2) - m51 * afp(sq2); v02 = m04 - m02 * afp(2) - m03 * afp(sq2_d2) + m01 * afp(sq2); v12 = m14 - m12 * afp(2) - m13 * afp(sq2_d2) + m11 * afp(sq2); v22 = m24 - m22 * afp(2) - m23 * afp(sq2_d2) + m21 * afp(sq2); v32 = m34 - m32 * afp(2) - m33 * afp(sq2_d2) + m31 * afp(sq2); v42 = m44 - m42 * afp(2) - m43 * afp(sq2_d2) + m41 * afp(sq2); v52 = m54 - m52 * afp(2) - m53 * afp(sq2_d2) + m51 * afp(sq2); v03 = m04 - m02 * afp(0.5) + m03 * afp(sq2) - m01 * afp(sq2_d2); v13 = m14 - m12 * afp(0.5) + m13 * afp(sq2) - m11 * afp(sq2_d2); v23 = m24 - m22 * afp(0.5) + m23 * afp(sq2) - m21 * afp(sq2_d2); v33 = m34 - m32 * afp(0.5) + m33 * afp(sq2) - m31 * afp(sq2_d2); v43 = m44 - m42 * afp(0.5) + m43 * afp(sq2) - m41 * afp(sq2_d2); v53 = m54 - m52 * afp(0.5) + m53 * afp(sq2) - m51 * afp(sq2_d2); v04 = m04 - m02 * afp(0.5) - m03 * afp(sq2) + m01 * afp(sq2_d2); v14 = m14 - m12 * afp(0.5) - m13 * afp(sq2) + m11 * afp(sq2_d2); v24 = m24 - m22 * afp(0.5) - m23 * afp(sq2) + m21 * afp(sq2_d2); v34 = m34 - m32 * afp(0.5) - m33 * afp(sq2) + m31 * afp(sq2_d2); v44 = m44 - m42 * afp(0.5) - m43 * afp(sq2) + m41 * afp(sq2_d2); v54 = m54 - m52 * afp(0.5) - m53 * afp(sq2) + m51 * afp(sq2_d2); v05 = m01 - m03 * afp(2.5) + m05; v15 = m11 - m13 * afp(2.5) + m15; v25 = m21 - m23 * afp(2.5) + m25; v35 = m31 - m33 * afp(2.5) + m35; v45 = m41 - m43 * afp(2.5) + m45; v55 = m51 - m53 * afp(2.5) + m55; // store 36 #if NCNN_image_shader int x = gy * psc(block_x) + gx; image3d_st1(bottom_tm_blob, ivec3(x, gz, 0), v00); image3d_st1(bottom_tm_blob, ivec3(x, gz, 1), v01); image3d_st1(bottom_tm_blob, ivec3(x, gz, 2), v02); image3d_st1(bottom_tm_blob, ivec3(x, gz, 3), v03); image3d_st1(bottom_tm_blob, ivec3(x, gz, 4), v04); image3d_st1(bottom_tm_blob, ivec3(x, gz, 5), v05); image3d_st1(bottom_tm_blob, ivec3(x, gz, 6), v10); image3d_st1(bottom_tm_blob, ivec3(x, gz, 7), v11); image3d_st1(bottom_tm_blob, ivec3(x, gz, 8), v12); image3d_st1(bottom_tm_blob, ivec3(x, gz, 9), v13); image3d_st1(bottom_tm_blob, ivec3(x, gz, 10), v14); image3d_st1(bottom_tm_blob, ivec3(x, gz, 11), v15); image3d_st1(bottom_tm_blob, ivec3(x, gz, 12), v20); image3d_st1(bottom_tm_blob, ivec3(x, gz, 13), v21); image3d_st1(bottom_tm_blob, ivec3(x, gz, 14), v22); image3d_st1(bottom_tm_blob, ivec3(x, gz, 15), v23); image3d_st1(bottom_tm_blob, ivec3(x, gz, 16), v24); image3d_st1(bottom_tm_blob, ivec3(x, gz, 17), v25); image3d_st1(bottom_tm_blob, ivec3(x, gz, 18), v30); image3d_st1(bottom_tm_blob, ivec3(x, gz, 19), v31); image3d_st1(bottom_tm_blob, ivec3(x, gz, 20), v32); image3d_st1(bottom_tm_blob, ivec3(x, gz, 21), v33); image3d_st1(bottom_tm_blob, ivec3(x, gz, 22), v34); image3d_st1(bottom_tm_blob, ivec3(x, gz, 23), v35); image3d_st1(bottom_tm_blob, ivec3(x, gz, 24), v40); image3d_st1(bottom_tm_blob, ivec3(x, gz, 25), v41); image3d_st1(bottom_tm_blob, ivec3(x, gz, 26), v42); image3d_st1(bottom_tm_blob, ivec3(x, gz, 27), v43); image3d_st1(bottom_tm_blob, ivec3(x, gz, 28), v44); image3d_st1(bottom_tm_blob, ivec3(x, gz, 29), v45); image3d_st1(bottom_tm_blob, ivec3(x, gz, 30), v50); image3d_st1(bottom_tm_blob, ivec3(x, gz, 31), v51); image3d_st1(bottom_tm_blob, ivec3(x, gz, 32), v52); image3d_st1(bottom_tm_blob, ivec3(x, gz, 33), v53); image3d_st1(bottom_tm_blob, ivec3(x, gz, 34), v54); image3d_st1(bottom_tm_blob, ivec3(x, gz, 35), v55); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; buffer_st1(bottom_tm_blob_data, v_tm_offset + 0 * psc(outcstep), v00); buffer_st1(bottom_tm_blob_data, v_tm_offset + 1 * psc(outcstep), v01); buffer_st1(bottom_tm_blob_data, v_tm_offset + 2 * psc(outcstep), v02); buffer_st1(bottom_tm_blob_data, v_tm_offset + 3 * psc(outcstep), v03); buffer_st1(bottom_tm_blob_data, v_tm_offset + 4 * psc(outcstep), v04); buffer_st1(bottom_tm_blob_data, v_tm_offset + 5 * psc(outcstep), v05); buffer_st1(bottom_tm_blob_data, v_tm_offset + 6 * psc(outcstep), v10); buffer_st1(bottom_tm_blob_data, v_tm_offset + 7 * psc(outcstep), v11); buffer_st1(bottom_tm_blob_data, v_tm_offset + 8 * psc(outcstep), v12); buffer_st1(bottom_tm_blob_data, v_tm_offset + 9 * psc(outcstep), v13); buffer_st1(bottom_tm_blob_data, v_tm_offset + 10 * psc(outcstep), v14); buffer_st1(bottom_tm_blob_data, v_tm_offset + 11 * psc(outcstep), v15); buffer_st1(bottom_tm_blob_data, v_tm_offset + 12 * psc(outcstep), v20); buffer_st1(bottom_tm_blob_data, v_tm_offset + 13 * psc(outcstep), v21); buffer_st1(bottom_tm_blob_data, v_tm_offset + 14 * psc(outcstep), v22); buffer_st1(bottom_tm_blob_data, v_tm_offset + 15 * psc(outcstep), v23); buffer_st1(bottom_tm_blob_data, v_tm_offset + 16 * psc(outcstep), v24); buffer_st1(bottom_tm_blob_data, v_tm_offset + 17 * psc(outcstep), v25); buffer_st1(bottom_tm_blob_data, v_tm_offset + 18 * psc(outcstep), v30); buffer_st1(bottom_tm_blob_data, v_tm_offset + 19 * psc(outcstep), v31); buffer_st1(bottom_tm_blob_data, v_tm_offset + 20 * psc(outcstep), v32); buffer_st1(bottom_tm_blob_data, v_tm_offset + 21 * psc(outcstep), v33); buffer_st1(bottom_tm_blob_data, v_tm_offset + 22 * psc(outcstep), v34); buffer_st1(bottom_tm_blob_data, v_tm_offset + 23 * psc(outcstep), v35); buffer_st1(bottom_tm_blob_data, v_tm_offset + 24 * psc(outcstep), v40); buffer_st1(bottom_tm_blob_data, v_tm_offset + 25 * psc(outcstep), v41); buffer_st1(bottom_tm_blob_data, v_tm_offset + 26 * psc(outcstep), v42); buffer_st1(bottom_tm_blob_data, v_tm_offset + 27 * psc(outcstep), v43); buffer_st1(bottom_tm_blob_data, v_tm_offset + 28 * psc(outcstep), v44); buffer_st1(bottom_tm_blob_data, v_tm_offset + 29 * psc(outcstep), v45); buffer_st1(bottom_tm_blob_data, v_tm_offset + 30 * psc(outcstep), v50); buffer_st1(bottom_tm_blob_data, v_tm_offset + 31 * psc(outcstep), v51); buffer_st1(bottom_tm_blob_data, v_tm_offset + 32 * psc(outcstep), v52); buffer_st1(bottom_tm_blob_data, v_tm_offset + 33 * psc(outcstep), v53); buffer_st1(bottom_tm_blob_data, v_tm_offset + 34 * psc(outcstep), v54); buffer_st1(bottom_tm_blob_data, v_tm_offset + 35 * psc(outcstep), v55); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 3) const int block_y = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D top_tm_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer top_tm_blob { sfp top_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int block_x; int block_y; int outw; int outh; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 36 #if NCNN_image_shader int sx = gy * psc(block_x) + gx; afp v00 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 0)); afp v01 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 1)); afp v02 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 2)); afp v03 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 3)); afp v04 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 4)); afp v05 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 5)); afp v10 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 6)); afp v11 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 7)); afp v12 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 8)); afp v13 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 9)); afp v14 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 10)); afp v15 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 11)); afp v20 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 12)); afp v21 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 13)); afp v22 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 14)); afp v23 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 15)); afp v24 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 16)); afp v25 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 17)); afp v30 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 18)); afp v31 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 19)); afp v32 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 20)); afp v33 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 21)); afp v34 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 22)); afp v35 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 23)); afp v40 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 24)); afp v41 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 25)); afp v42 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 26)); afp v43 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 27)); afp v44 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 28)); afp v45 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 29)); afp v50 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 30)); afp v51 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 31)); afp v52 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 32)); afp v53 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 33)); afp v54 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 34)); afp v55 = image3d_ld1(top_tm_blob, ivec3(sx, gz, 35)); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; afp v00 = buffer_ld1(top_tm_blob_data, v_tm_offset + 0 * psc(cstep)); afp v01 = buffer_ld1(top_tm_blob_data, v_tm_offset + 1 * psc(cstep)); afp v02 = buffer_ld1(top_tm_blob_data, v_tm_offset + 2 * psc(cstep)); afp v03 = buffer_ld1(top_tm_blob_data, v_tm_offset + 3 * psc(cstep)); afp v04 = buffer_ld1(top_tm_blob_data, v_tm_offset + 4 * psc(cstep)); afp v05 = buffer_ld1(top_tm_blob_data, v_tm_offset + 5 * psc(cstep)); afp v10 = buffer_ld1(top_tm_blob_data, v_tm_offset + 6 * psc(cstep)); afp v11 = buffer_ld1(top_tm_blob_data, v_tm_offset + 7 * psc(cstep)); afp v12 = buffer_ld1(top_tm_blob_data, v_tm_offset + 8 * psc(cstep)); afp v13 = buffer_ld1(top_tm_blob_data, v_tm_offset + 9 * psc(cstep)); afp v14 = buffer_ld1(top_tm_blob_data, v_tm_offset + 10 * psc(cstep)); afp v15 = buffer_ld1(top_tm_blob_data, v_tm_offset + 11 * psc(cstep)); afp v20 = buffer_ld1(top_tm_blob_data, v_tm_offset + 12 * psc(cstep)); afp v21 = buffer_ld1(top_tm_blob_data, v_tm_offset + 13 * psc(cstep)); afp v22 = buffer_ld1(top_tm_blob_data, v_tm_offset + 14 * psc(cstep)); afp v23 = buffer_ld1(top_tm_blob_data, v_tm_offset + 15 * psc(cstep)); afp v24 = buffer_ld1(top_tm_blob_data, v_tm_offset + 16 * psc(cstep)); afp v25 = buffer_ld1(top_tm_blob_data, v_tm_offset + 17 * psc(cstep)); afp v30 = buffer_ld1(top_tm_blob_data, v_tm_offset + 18 * psc(cstep)); afp v31 = buffer_ld1(top_tm_blob_data, v_tm_offset + 19 * psc(cstep)); afp v32 = buffer_ld1(top_tm_blob_data, v_tm_offset + 20 * psc(cstep)); afp v33 = buffer_ld1(top_tm_blob_data, v_tm_offset + 21 * psc(cstep)); afp v34 = buffer_ld1(top_tm_blob_data, v_tm_offset + 22 * psc(cstep)); afp v35 = buffer_ld1(top_tm_blob_data, v_tm_offset + 23 * psc(cstep)); afp v40 = buffer_ld1(top_tm_blob_data, v_tm_offset + 24 * psc(cstep)); afp v41 = buffer_ld1(top_tm_blob_data, v_tm_offset + 25 * psc(cstep)); afp v42 = buffer_ld1(top_tm_blob_data, v_tm_offset + 26 * psc(cstep)); afp v43 = buffer_ld1(top_tm_blob_data, v_tm_offset + 27 * psc(cstep)); afp v44 = buffer_ld1(top_tm_blob_data, v_tm_offset + 28 * psc(cstep)); afp v45 = buffer_ld1(top_tm_blob_data, v_tm_offset + 29 * psc(cstep)); afp v50 = buffer_ld1(top_tm_blob_data, v_tm_offset + 30 * psc(cstep)); afp v51 = buffer_ld1(top_tm_blob_data, v_tm_offset + 31 * psc(cstep)); afp v52 = buffer_ld1(top_tm_blob_data, v_tm_offset + 32 * psc(cstep)); afp v53 = buffer_ld1(top_tm_blob_data, v_tm_offset + 33 * psc(cstep)); afp v54 = buffer_ld1(top_tm_blob_data, v_tm_offset + 34 * psc(cstep)); afp v55 = buffer_ld1(top_tm_blob_data, v_tm_offset + 35 * psc(cstep)); #endif #define sq2 1.41421356237 #define sq2_m2 1.41421356237*2 #define sq2_d2 1.41421356237/2 #define sq2_d4 1.41421356237/4 // const float otm[4][6] = { // {1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, sq2/2, -sq2/2, sq2, -sq2, 0.0f}, // {0.0f, 0.5f, 0.5f, 2.0f, 2.0f, 0.0f}, // {0.0f, sq2/4, -sq2/4, sq2*2, -sq2*2, 1.0f} // }; // implicit transpose afp m00 = v00 + v01 + v02 + v03 + v04; afp m01 = v10 + v11 + v12 + v13 + v14; afp m02 = v20 + v21 + v22 + v23 + v24; afp m03 = v30 + v31 + v32 + v33 + v34; afp m04 = v40 + v41 + v42 + v43 + v44; afp m05 = v50 + v51 + v52 + v53 + v54; afp m10 = (v01 - v02) * afp(sq2_d2) + (v03 - v04) * afp(sq2); afp m11 = (v11 - v12) * afp(sq2_d2) + (v13 - v14) * afp(sq2); afp m12 = (v21 - v22) * afp(sq2_d2) + (v23 - v24) * afp(sq2); afp m13 = (v31 - v32) * afp(sq2_d2) + (v33 - v34) * afp(sq2); afp m14 = (v41 - v42) * afp(sq2_d2) + (v43 - v44) * afp(sq2); afp m15 = (v51 - v52) * afp(sq2_d2) + (v53 - v54) * afp(sq2); afp m20 = (v01 + v02) * afp(0.5) + (v03 + v04) * afp(2); afp m21 = (v11 + v12) * afp(0.5) + (v13 + v14) * afp(2); afp m22 = (v21 + v22) * afp(0.5) + (v23 + v24) * afp(2); afp m23 = (v31 + v32) * afp(0.5) + (v33 + v34) * afp(2); afp m24 = (v41 + v42) * afp(0.5) + (v43 + v44) * afp(2); afp m25 = (v51 + v52) * afp(0.5) + (v53 + v54) * afp(2); afp m30 = v05 + (v01 - v02) * afp(sq2_d4) + (v03 - v04) * afp(sq2_m2); afp m31 = v15 + (v11 - v12) * afp(sq2_d4) + (v13 - v14) * afp(sq2_m2); afp m32 = v25 + (v21 - v22) * afp(sq2_d4) + (v23 - v24) * afp(sq2_m2); afp m33 = v35 + (v31 - v32) * afp(sq2_d4) + (v33 - v34) * afp(sq2_m2); afp m34 = v45 + (v41 - v42) * afp(sq2_d4) + (v43 - v44) * afp(sq2_m2); afp m35 = v55 + (v51 - v52) * afp(sq2_d4) + (v53 - v54) * afp(sq2_m2); v00 = m00 + m01 + m02 + m03 + m04; v10 = m10 + m11 + m12 + m13 + m14; v20 = m20 + m21 + m22 + m23 + m24; v30 = m30 + m31 + m32 + m33 + m34; v01 = (m01 - m02) * afp(sq2_d2) + (m03 - m04) * afp(sq2); v11 = (m11 - m12) * afp(sq2_d2) + (m13 - m14) * afp(sq2); v21 = (m21 - m22) * afp(sq2_d2) + (m23 - m24) * afp(sq2); v31 = (m31 - m32) * afp(sq2_d2) + (m33 - m34) * afp(sq2); v02 = (m01 + m02) * afp(0.5) + (m03 + m04) * afp(2); v12 = (m11 + m12) * afp(0.5) + (m13 + m14) * afp(2); v22 = (m21 + m22) * afp(0.5) + (m23 + m24) * afp(2); v32 = (m31 + m32) * afp(0.5) + (m33 + m34) * afp(2); v03 = m05 + (m01 - m02) * afp(sq2_d4) + (m03 - m04) * afp(sq2_m2); v13 = m15 + (m11 - m12) * afp(sq2_d4) + (m13 - m14) * afp(sq2_m2); v23 = m25 + (m21 - m22) * afp(sq2_d4) + (m23 - m24) * afp(sq2_m2); v33 = m35 + (m31 - m32) * afp(sq2_d4) + (m33 - m34) * afp(sq2_m2); if (bias_term == 1) { #if NCNN_image_shader const afp bias_value = image3d_ld1(bias_blob, ivec3(gz, 0, 0)); #else const afp bias_value = buffer_ld1(bias_data, gz); #endif v00 = bias_value + v00; v01 = bias_value + v01; v02 = bias_value + v02; v03 = bias_value + v03; v10 = bias_value + v10; v11 = bias_value + v11; v12 = bias_value + v12; v13 = bias_value + v13; v20 = bias_value + v20; v21 = bias_value + v21; v22 = bias_value + v22; v23 = bias_value + v23; v30 = bias_value + v30; v31 = bias_value + v31; v32 = bias_value + v32; v33 = bias_value + v33; } v00 = activation_afp(v00, activation_type, activation_param_0, activation_param_1); v01 = activation_afp(v01, activation_type, activation_param_0, activation_param_1); v02 = activation_afp(v02, activation_type, activation_param_0, activation_param_1); v03 = activation_afp(v03, activation_type, activation_param_0, activation_param_1); v10 = activation_afp(v10, activation_type, activation_param_0, activation_param_1); v11 = activation_afp(v11, activation_type, activation_param_0, activation_param_1); v12 = activation_afp(v12, activation_type, activation_param_0, activation_param_1); v13 = activation_afp(v13, activation_type, activation_param_0, activation_param_1); v20 = activation_afp(v20, activation_type, activation_param_0, activation_param_1); v21 = activation_afp(v21, activation_type, activation_param_0, activation_param_1); v22 = activation_afp(v22, activation_type, activation_param_0, activation_param_1); v23 = activation_afp(v23, activation_type, activation_param_0, activation_param_1); v30 = activation_afp(v30, activation_type, activation_param_0, activation_param_1); v31 = activation_afp(v31, activation_type, activation_param_0, activation_param_1); v32 = activation_afp(v32, activation_type, activation_param_0, activation_param_1); v33 = activation_afp(v33, activation_type, activation_param_0, activation_param_1); // store 4x4 int x = gx * 4; int y = gy * 4; #if NCNN_image_shader image3d_st1(top_blob, ivec3(x, y, gz), v00); image3d_st1(top_blob, ivec3(x + 1, y, gz), v01); image3d_st1(top_blob, ivec3(x + 2, y, gz), v02); image3d_st1(top_blob, ivec3(x + 3, y, gz), v03); image3d_st1(top_blob, ivec3(x, y + 1, gz), v10); image3d_st1(top_blob, ivec3(x + 1, y + 1, gz), v11); image3d_st1(top_blob, ivec3(x + 2, y + 1, gz), v12); image3d_st1(top_blob, ivec3(x + 3, y + 1, gz), v13); image3d_st1(top_blob, ivec3(x, y + 2, gz), v20); image3d_st1(top_blob, ivec3(x + 1, y + 2, gz), v21); image3d_st1(top_blob, ivec3(x + 2, y + 2, gz), v22); image3d_st1(top_blob, ivec3(x + 3, y + 2, gz), v23); image3d_st1(top_blob, ivec3(x, y + 3, gz), v30); image3d_st1(top_blob, ivec3(x + 1, y + 3, gz), v31); image3d_st1(top_blob, ivec3(x + 2, y + 3, gz), v32); image3d_st1(top_blob, ivec3(x + 3, y + 3, gz), v33); #else ivec4 v_offset = gz * psc(outcstep) + y * psc(outw) + x + ivec4(0, 1, 2, 3) * psc(outw); buffer_st1(top_blob_data, v_offset.r + 0, v00); if (x + 1 < psc(outw)) buffer_st1(top_blob_data, v_offset.r + 1, v01); if (x + 2 < psc(outw)) buffer_st1(top_blob_data, v_offset.r + 2, v02); if (x + 3 < psc(outw)) buffer_st1(top_blob_data, v_offset.r + 3, v03); if (y + 1 < psc(outh)) buffer_st1(top_blob_data, v_offset.g + 0, v10); if (y + 1 < psc(outh) && x + 1 < psc(outw)) buffer_st1(top_blob_data, v_offset.g + 1, v11); if (y + 1 < psc(outh) && x + 2 < psc(outw)) buffer_st1(top_blob_data, v_offset.g + 2, v12); if (y + 1 < psc(outh) && x + 3 < psc(outw)) buffer_st1(top_blob_data, v_offset.g + 3, v13); if (y + 2 < psc(outh)) buffer_st1(top_blob_data, v_offset.b + 0, v20); if (y + 2 < psc(outh) && x + 1 < psc(outw)) buffer_st1(top_blob_data, v_offset.b + 1, v21); if (y + 2 < psc(outh) && x + 2 < psc(outw)) buffer_st1(top_blob_data, v_offset.b + 2, v22); if (y + 2 < psc(outh) && x + 3 < psc(outw)) buffer_st1(top_blob_data, v_offset.b + 3, v23); if (y + 3 < psc(outh)) buffer_st1(top_blob_data, v_offset.a + 0, v30); if (y + 3 < psc(outh) && x + 1 < psc(outw)) buffer_st1(top_blob_data, v_offset.a + 1, v31); if (y + 3 < psc(outh) && x + 2 < psc(outw)) buffer_st1(top_blob_data, v_offset.a + 2, v32); if (y + 3 < psc(outh) && x + 3 < psc(outw)) buffer_st1(top_blob_data, v_offset.a + 3, v33); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfp bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfp top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfp weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfp tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif afp sum0 = afp(0.f); afp sum1 = afp(0.f); afp sum2 = afp(0.f); afp sum3 = afp(0.f); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_tm_blob, ivec3(gx + 0, z, gz)); afp v1 = image3d_ld1(bottom_tm_blob, ivec3(gx + 1, z, gz)); afp v2 = image3d_ld1(bottom_tm_blob, ivec3(gx + 2, z, gz)); afp v3 = image3d_ld1(bottom_tm_blob, ivec3(gx + 3, z, gz)); afp k = image3d_ld1(weight_tm_blob, ivec3(z, gy, gz)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int v_offset = gz * psc(cstep) + gx; int w_offset = gz * psc(c) * psc(outc) + gy * psc(c); #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfp(weight_tm_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afp k = lfp2afp(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(outw); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfp(weight_tm_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afp k = lfp2afp(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_tm_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_tm_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_tm_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_tm_blob_data, v_offset + 3); afp k = buffer_ld1(weight_tm_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; v_offset += psc(outw); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif #if NCNN_image_shader image3d_st1(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st1(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st1(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st1(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfp tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); #if !NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif afp sum0; afp sum1; afp sum2; afp sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld1(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld1(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afp v0 = image3d_ld1(bottom_blob, ivec3(x4.r, y4.r, sz)); afp v1 = image3d_ld1(bottom_blob, ivec3(x4.g, y4.g, sz)); afp v2 = image3d_ld1(bottom_blob, ivec3(x4.b, y4.b, sz)); afp v3 = image3d_ld1(bottom_blob, ivec3(x4.a, y4.a, sz)); afp k = image3d_ld1(weight_blob, ivec3(z, gy, 0)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int w_offset = gy * N; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < N; z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfp(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afp k = lfp2afp(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < N) { const int remain = N - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfp(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afp k = lfp2afp(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afp v0 = buffer_ld1(bottom_blob_data, v_offset.r); afp v1 = buffer_ld1(bottom_blob_data, v_offset.g); afp v2 = buffer_ld1(bottom_blob_data, v_offset.b); afp v3 = buffer_ld1(bottom_blob_data, v_offset.a); afp k = buffer_ld1(weight_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st1(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st1(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st1(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st1(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st1(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st1(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st1(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; afpvec4 sum4; afpvec4 sum5; afpvec4 sum6; afpvec4 sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld4(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld4(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld4(bias_data, gz2.x); sum4 = buffer_ld4(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); sum4 = afpvec4(0.f); sum5 = afpvec4(0.f); sum6 = afpvec4(0.f); sum7 = afpvec4(0.f); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx.x, sy.x, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx.y, sy.x, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx.x, sy.y, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(wx, z, gz2.x)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(wx, z, gz2.y)); sum0 += v0 * k0; sum1 += v1 * k0; sum2 += v2 * k0; sum3 += v3 * k0; sum4 += v0 * k1; sum5 += v1 * k1; sum6 += v2 * k1; sum7 += v3 * k1; sx += dilation_w; wx += 1; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset.r + x * dilation_w); afp v1 = buffer_ld1(bottom_blob_data, v_offset.g + x * dilation_w); afp v2 = buffer_ld1(bottom_blob_data, v_offset.b + x * dilation_w); afp v3 = buffer_ld1(bottom_blob_data, v_offset.a + x * dilation_w); afpvec4 k0 = buffer_ld4(weight_data, w_offset.x + x); afpvec4 k1 = buffer_ld4(weight_data, w_offset.y + x); sum0 += v0 * k0; sum1 += v1 * k0; sum2 += v2 * k0; sum3 += v3 * k0; sum4 += v0 * k1; sum5 += v1 * k1; sum6 += v2 * k1; sum7 += v3 * k1; } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afpvec4(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afpvec4(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afpvec4(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afpvec4(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st4(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st4(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st4(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st4(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st4(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st4(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st4(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st4(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st4(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st4(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else #if !NCNN_shader_local_memory if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif #endif afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; if (bias_term == 1) { #if NCNN_image_shader afpvec4 b = image3d_ld4(bias_blob, ivec3(gy, 0, 0)); #else afpvec4 b = buffer_ld4(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx4.r, sy4.r, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx4.g, sy4.g, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx4.b, sy4.b, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec4 k = image3d_ld4(weight_blob, ivec3(0, z, gy)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int w_offset = gy * psc(c); int v_offset = gx; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_blob_data, v_offset + 3); afpvec4 k = buffer_ld4(weight_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; w_offset += 1; v_offset += psc(cstep); } #endif #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st4(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st4(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st4(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else #if NCNN_shader_local_memory if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif int gi = gy * psc(outcstep) + gx; buffer_st4(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st4(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st4(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st4(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfp bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfpvec4 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec4 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif afpvec4 sum0 = afpvec4(0.f); afpvec4 sum1 = afpvec4(0.f); afpvec4 sum2 = afpvec4(0.f); afpvec4 sum3 = afpvec4(0.f); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_tm_blob, ivec3(gx + 0, z, gz)); afp v1 = image3d_ld1(bottom_tm_blob, ivec3(gx + 1, z, gz)); afp v2 = image3d_ld1(bottom_tm_blob, ivec3(gx + 2, z, gz)); afp v3 = image3d_ld1(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec4 k = image3d_ld4(weight_tm_blob, ivec3(z, gy, gz)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int v_offset = gz * psc(cstep) + gx; int w_offset = gz * psc(c) * psc(outc) + gy * psc(c); #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_tm_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(outw); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_tm_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_tm_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_tm_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_tm_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_tm_blob_data, v_offset + 3); afpvec4 k = buffer_ld4(weight_tm_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; v_offset += psc(outw); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif #if NCNN_image_shader image3d_st4(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st4(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st4(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st4(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); #if !NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld4(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld4(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afp v0 = image3d_ld1(bottom_blob, ivec3(x4.r, y4.r, sz)); afp v1 = image3d_ld1(bottom_blob, ivec3(x4.g, y4.g, sz)); afp v2 = image3d_ld1(bottom_blob, ivec3(x4.b, y4.b, sz)); afp v3 = image3d_ld1(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec4 k = image3d_ld4(weight_blob, ivec3(z, gy, 0)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int w_offset = gy * N; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < N; z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < N) { const int remain = N - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afp v0 = buffer_ld1(bottom_blob_data, v_offset.r); afp v1 = buffer_ld1(bottom_blob_data, v_offset.g); afp v2 = buffer_ld1(bottom_blob_data, v_offset.b); afp v3 = buffer_ld1(bottom_blob_data, v_offset.a); afpvec4 k = buffer_ld4(weight_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st4(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st4(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st4(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st4(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st4(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st4(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st4(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; afpvec8 sum4; afpvec8 sum5; afpvec8 sum6; afpvec8 sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld8(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld8(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld8(bias_data, gz2.x); sum4 = buffer_ld8(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum4 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum5 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum6 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum7 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx.x, sy.x, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx.y, sy.x, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx.x, sy.y, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx, z, gz2.x)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx, z, gz2.y)); // sum += v * k; sum0[0] += v0 * k0[0]; sum0[1] += v0 * k0[1]; sum1[0] += v1 * k0[0]; sum1[1] += v1 * k0[1]; sum2[0] += v2 * k0[0]; sum2[1] += v2 * k0[1]; sum3[0] += v3 * k0[0]; sum3[1] += v3 * k0[1]; sum4[0] += v0 * k1[0]; sum4[1] += v0 * k1[1]; sum5[0] += v1 * k1[0]; sum5[1] += v1 * k1[1]; sum6[0] += v2 * k1[0]; sum6[1] += v2 * k1[1]; sum7[0] += v3 * k1[0]; sum7[1] += v3 * k1[1]; sx += dilation_w; wx += 1; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset.r + x * dilation_w); afp v1 = buffer_ld1(bottom_blob_data, v_offset.g + x * dilation_w); afp v2 = buffer_ld1(bottom_blob_data, v_offset.b + x * dilation_w); afp v3 = buffer_ld1(bottom_blob_data, v_offset.a + x * dilation_w); afpvec8 k0 = buffer_ld8(weight_data, w_offset.x + x); afpvec8 k1 = buffer_ld8(weight_data, w_offset.y + x); // sum += v * k; sum0[0] += v0 * k0[0]; sum0[1] += v0 * k0[1]; sum1[0] += v1 * k0[0]; sum1[1] += v1 * k0[1]; sum2[0] += v2 * k0[0]; sum2[1] += v2 * k0[1]; sum3[0] += v3 * k0[0]; sum3[1] += v3 * k0[1]; sum4[0] += v0 * k1[0]; sum4[1] += v0 * k1[1]; sum5[0] += v1 * k1[0]; sum5[1] += v1 * k1[1]; sum6[0] += v2 * k1[0]; sum6[1] += v2 * k1[1]; sum7[0] += v3 * k1[0]; sum7[1] += v3 * k1[1]; } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afpvec8(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afpvec8(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afpvec8(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afpvec8(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st8(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st8(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st8(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st8(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st8(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st8(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st8(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st8(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st8(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st8(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; if (bias_term == 1) { #if NCNN_image_shader afpvec8 b = image3d_ld8(bias_blob, ivec3(gy, 0, 0)); #else afpvec8 b = buffer_ld8(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx4.r, sy4.r, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx4.g, sy4.g, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx4.b, sy4.b, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k = image3d_ld8(weight_blob, ivec3(0, z, gy)); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; } #else int w_offset = gy * psc(c); int v_offset = gx; for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_blob_data, v_offset + 3); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; w_offset += 1; v_offset += psc(cstep); } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st8(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st8(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st8(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else int gi = gy * psc(outcstep) + gx; buffer_st8(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st8(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st8(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st8(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfp bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfpvec8 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec8 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; afpvec8 sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_tm_blob, ivec3(gx + 0, z, gz)); afp v1 = image3d_ld1(bottom_tm_blob, ivec3(gx + 1, z, gz)); afp v2 = image3d_ld1(bottom_tm_blob, ivec3(gx + 2, z, gz)); afp v3 = image3d_ld1(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec8 k = image3d_ld8(weight_tm_blob, ivec3(z, gy, gz)); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; } #else int v_offset = gz * psc(cstep) + gx; int w_offset = gz * psc(c) * psc(outc) + gy * psc(c); for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_tm_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_tm_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_tm_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_tm_blob_data, v_offset + 3); afpvec8 k = buffer_ld8(weight_tm_data, w_offset); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; v_offset += psc(outw); w_offset += 1; } #endif #if NCNN_image_shader image3d_st8(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st8(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st8(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st8(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); if (gx >= outsize || gy >= psc(outc)) return; afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld8(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld8(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afp v0 = image3d_ld1(bottom_blob, ivec3(x4.r, y4.r, sz)); afp v1 = image3d_ld1(bottom_blob, ivec3(x4.g, y4.g, sz)); afp v2 = image3d_ld1(bottom_blob, ivec3(x4.b, y4.b, sz)); afp v3 = image3d_ld1(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec8 k = image3d_ld8(weight_blob, ivec3(z, gy, 0)); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; } #else int w_offset = gy * N; for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afp v0 = buffer_ld1(bottom_blob_data, v_offset.r); afp v1 = buffer_ld1(bottom_blob_data, v_offset.g); afp v2 = buffer_ld1(bottom_blob_data, v_offset.b); afp v3 = buffer_ld1(bottom_blob_data, v_offset.a); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; w_offset += 1; } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st8(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st8(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st8(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st8(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st8(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st8(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st8(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #else layout (binding = 2) readonly buffer weight_blob { sfpmat4 weight_data[]; }; #endif layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; afpvec4 sum4; afpvec4 sum5; afpvec4 sum6; afpvec4 sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld4(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld4(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld4(bias_data, gz2.x); sum4 = buffer_ld4(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); sum4 = afpvec4(0.f); sum5 = afpvec4(0.f); sum6 = afpvec4(0.f); sum7 = afpvec4(0.f); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx.x, sy.x, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx.y, sy.x, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx.x, sy.y, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx.y, sy.y, z)); afpmat4 k0 = afpmat4( image3d_ld4(weight_blob, ivec3(wx + 0, z, gz2.x)), image3d_ld4(weight_blob, ivec3(wx + 1, z, gz2.x)), image3d_ld4(weight_blob, ivec3(wx + 2, z, gz2.x)), image3d_ld4(weight_blob, ivec3(wx + 3, z, gz2.x)) ); afpmat4 k1 = afpmat4( image3d_ld4(weight_blob, ivec3(wx + 0, z, gz2.y)), image3d_ld4(weight_blob, ivec3(wx + 1, z, gz2.y)), image3d_ld4(weight_blob, ivec3(wx + 2, z, gz2.y)), image3d_ld4(weight_blob, ivec3(wx + 3, z, gz2.y)) ); sum0 += v0 * k0; sum1 += v1 * k0; sum2 += v2 * k0; sum3 += v3 * k0; sum4 += v0 * k1; sum5 += v1 * k1; sum6 += v2 * k1; sum7 += v3 * k1; sx += dilation_w; wx += 4; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset.r + x * dilation_w); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset.g + x * dilation_w); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset.b + x * dilation_w); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset.a + x * dilation_w); #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( afpmat4 k0 = afpmat4( buffer_ld4(weight_data, (w_offset.x + x) * 4 + 0), buffer_ld4(weight_data, (w_offset.x + x) * 4 + 1), buffer_ld4(weight_data, (w_offset.x + x) * 4 + 2), buffer_ld4(weight_data, (w_offset.x + x) * 4 + 3) ); afpmat4 k1 = afpmat4( buffer_ld4(weight_data, (w_offset.y + x) * 4 + 0), buffer_ld4(weight_data, (w_offset.y + x) * 4 + 1), buffer_ld4(weight_data, (w_offset.y + x) * 4 + 2), buffer_ld4(weight_data, (w_offset.y + x) * 4 + 3) ); #else afpmat4 k0 = sfp2afpmat4(weight_data[w_offset.x + x]); afpmat4 k1 = sfp2afpmat4(weight_data[w_offset.y + x]); #endif sum0 += v0 * k0; sum1 += v1 * k0; sum2 += v2 * k0; sum3 += v3 * k0; sum4 += v0 * k1; sum5 += v1 * k1; sum6 += v2 * k1; sum7 += v3 * k1; } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afpvec4(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afpvec4(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afpvec4(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afpvec4(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st4(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st4(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st4(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st4(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st4(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st4(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st4(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st4(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st4(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st4(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH][4]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else #if !NCNN_shader_local_memory if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif #endif afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; if (bias_term == 1) { #if NCNN_image_shader afpvec4 b = image3d_ld4(bias_blob, ivec3(gy, 0, 0)); #else afpvec4 b = buffer_ld4(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(0, z, gy)), image3d_ld4(weight_blob, ivec3(1, z, gy)), image3d_ld4(weight_blob, ivec3(2, z, gy)), image3d_ld4(weight_blob, ivec3(3, z, gy)) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int w_offset = gy * psc(c) * 4; int v_offset = gx; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH * 4; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset + 3); afpmat4 k = afpmat4( buffer_ld4(weight_data, w_offset + 0), buffer_ld4(weight_data, w_offset + 1), buffer_ld4(weight_data, w_offset + 2), buffer_ld4(weight_data, w_offset + 3) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; w_offset += 4; v_offset += psc(cstep); } #endif #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st4(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st4(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st4(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else #if NCNN_shader_local_memory if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif int gi = gy * psc(outcstep) + gx; buffer_st4(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st4(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st4(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st4(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 coopmat sum0; coopmat sum1; coopmat sum2; coopmat sum3; if (bias_term == 1) { coopmat bias0; coopmat bias1; coopMatLoad(bias0, bias_data, gy, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias1, bias_data, gy + 4, 0, gl_CooperativeMatrixLayoutRowMajor); #if NCNN_fp16_arithmetic sum0 = bias0; sum1 = bias0; sum2 = bias1; sum3 = bias1; #else sum0 = coopmat(bias0); sum1 = coopmat(bias0); sum2 = coopmat(bias1); sum3 = coopmat(bias1); #endif } else { sum0 = coopmat(0.f); sum1 = coopmat(0.f); sum2 = coopmat(0.f); sum3 = coopmat(0.f); } const int N = psc(c) / 4; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(outcstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(outcstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (gx >= psc(outcstep) || gy >= psc(outc)) return; #if NCNN_fp16_arithmetic coopMatStore(sum0, tmp_v0, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1, tmp_v1, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2, tmp_v0, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3, tmp_v1, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); #else coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopMatStore(sum0_fp16, tmp_v0, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); #endif barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; uvec2 sum0_u2 = tmp_v0[tmp_vi]; uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); const int gi = (gy + lxd16 * 4 + j) * psc(outcstep) + (gx + lxm16); if (gy + lxd16 * 4 + j < psc(outc)) { if (gx + lxm16 < psc(outcstep)) buffer_st4(top_blob_data, gi, sum0); if (gx + lxm16 + 16 < psc(outcstep)) buffer_st4(top_blob_data, gi + 16, sum1); } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 coopmat sum0; coopmat sum1; coopmat sum2; coopmat sum3; coopmat sum4; coopmat sum5; coopmat sum6; coopmat sum7; if (bias_term == 1) { coopmat bias0; coopmat bias1; coopmat bias2; coopmat bias3; coopMatLoad(bias0, bias_data, gy, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias1, bias_data, gy + 2, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias2, bias_data, gy + 4, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias3, bias_data, gy + 6, 0, gl_CooperativeMatrixLayoutRowMajor); #if NCNN_fp16_arithmetic sum0 = bias0; sum1 = bias0; sum2 = bias1; sum3 = bias1; sum4 = bias2; sum5 = bias2; sum6 = bias3; sum7 = bias3; #else sum0 = coopmat(bias0); sum1 = coopmat(bias0); sum2 = coopmat(bias1); sum3 = coopmat(bias1); sum4 = coopmat(bias2); sum5 = coopmat(bias2); sum6 = coopmat(bias3); sum7 = coopmat(bias3); #endif } else { sum0 = coopmat(0.f); sum1 = coopmat(0.f); sum2 = coopmat(0.f); sum3 = coopmat(0.f); sum4 = coopmat(0.f); sum5 = coopmat(0.f); sum6 = coopmat(0.f); sum7 = coopmat(0.f); } const int N = psc(c) / 2; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(outcstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outcstep) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outcstep) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(outcstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outcstep) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outcstep) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (gx >= psc(outcstep) || gy >= psc(outc)) return; #if NCNN_fp16_arithmetic coopMatStore(sum0, tmp_v0, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1, tmp_v1, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2, tmp_v0, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3, tmp_v1, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum4, tmp_v0, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum5, tmp_v1, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum6, tmp_v0, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum7, tmp_v1, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); #else coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopmat sum4_fp16 = coopmat(sum4); coopmat sum5_fp16 = coopmat(sum5); coopmat sum6_fp16 = coopmat(sum6); coopmat sum7_fp16 = coopmat(sum7); coopMatStore(sum0_fp16, tmp_v0, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum4_fp16, tmp_v0, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum5_fp16, tmp_v1, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum6_fp16, tmp_v0, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum7_fp16, tmp_v1, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); #endif barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = (gy + lxd16 + j*2) * psc(outcstep) + (gx + lxm16); if (gy + j * 2 + lxd16 < psc(outc)) { if (gx + lxm16 < psc(outcstep)) { uvec2 sum0_u2 = tmp_v0[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi, sum0); } if (gx + lxm16 + 16 < psc(outcstep)) { uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi + 16, sum1); } } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 #if NCNN_fp16_arithmetic fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum1; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum2; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum3; #else fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum0; fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum1; fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum2; fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum3; #endif if (bias_term == 1) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> bias0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> bias1; coopMatLoadNV(bias0, bias_data, gy, 0, false); coopMatLoadNV(bias1, bias_data, gy + 4, 0, false); #if NCNN_fp16_arithmetic sum0 = bias0; sum1 = bias0; sum2 = bias1; sum3 = bias1; #else sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias0); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias0); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias1); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias1); #endif } else { #if NCNN_fp16_arithmetic sum0 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); sum1 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); sum2 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); sum3 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); #else sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); #endif } const int N = psc(c) / 4; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(outcstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(outcstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (gx >= psc(outcstep) || gy >= psc(outc)) return; #if NCNN_fp16_arithmetic coopMatStoreNV(sum0, tmp_v0, 0, 4, false); coopMatStoreNV(sum1, tmp_v1, 0, 4, false); coopMatStoreNV(sum2, tmp_v0, 16*4, 4, false); coopMatStoreNV(sum3, tmp_v1, 16*4, 4, false); #else fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum3); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 4, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 4, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*4, 4, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*4, 4, false); #endif barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; uvec2 sum0_u2 = tmp_v0[tmp_vi]; uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); const int gi = (gy + lxd16 * 4 + j) * psc(outcstep) + (gx + lxm16); if (gy + lxd16 * 4 + j < psc(outc)) { if (gx + lxm16 < psc(outcstep)) buffer_st4(top_blob_data, gi, sum0); if (gx + lxm16 + 16 < psc(outcstep)) buffer_st4(top_blob_data, gi + 16, sum1); } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 #if NCNN_fp16_arithmetic fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum1; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum2; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum3; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum4; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum5; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum6; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum7; #else fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum0; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum1; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum2; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum3; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum4; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum5; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum6; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum7; #endif if (bias_term == 1) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias1; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias2; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias3; coopMatLoadNV(bias0, bias_data, gy, 0, false); coopMatLoadNV(bias1, bias_data, gy + 2, 0, false); coopMatLoadNV(bias2, bias_data, gy + 4, 0, false); coopMatLoadNV(bias3, bias_data, gy + 6, 0, false); #if NCNN_fp16_arithmetic sum0 = bias0; sum1 = bias0; sum2 = bias1; sum3 = bias1; sum4 = bias2; sum5 = bias2; sum6 = bias3; sum7 = bias3; #else sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias0); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias0); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias1); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias1); sum4 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias2); sum5 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias2); sum6 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias3); sum7 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias3); #endif } else { #if NCNN_fp16_arithmetic sum0 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum1 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum2 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum3 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum4 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum5 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum6 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); sum7 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); #else sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum4 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum5 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum6 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum7 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); #endif } const int N = psc(c) / 2; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(outcstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outcstep) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outcstep) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(outcstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outcstep) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outcstep) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outcstep) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outcstep) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (gx >= psc(outcstep) || gy >= psc(outc)) return; #if NCNN_fp16_arithmetic coopMatStoreNV(sum0, tmp_v0, 0, 2, false); coopMatStoreNV(sum1, tmp_v1, 0, 2, false); coopMatStoreNV(sum2, tmp_v0, 16*2, 2, false); coopMatStoreNV(sum3, tmp_v1, 16*2, 2, false); coopMatStoreNV(sum4, tmp_v0, 16*4, 2, false); coopMatStoreNV(sum5, tmp_v1, 16*4, 2, false); coopMatStoreNV(sum6, tmp_v0, 16*6, 2, false); coopMatStoreNV(sum7, tmp_v1, 16*6, 2, false); #else fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum3); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum4_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum4); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum5_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum5); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum6_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum6); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum7_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum7); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 2, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 2, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*2, 2, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*2, 2, false); coopMatStoreNV(sum4_fp16, tmp_v0, 16*4, 2, false); coopMatStoreNV(sum5_fp16, tmp_v1, 16*4, 2, false); coopMatStoreNV(sum6_fp16, tmp_v0, 16*6, 2, false); coopMatStoreNV(sum7_fp16, tmp_v1, 16*6, 2, false); #endif barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = (gy + lxd16 + j*2) * psc(outcstep) + (gx + lxm16); if (gy + j * 2 + lxd16 < psc(outc)) { if (gx + lxm16 < psc(outcstep)) { uvec2 sum0_u2 = tmp_v0[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi, sum0); } if (gx + lxm16 + 16 < psc(outcstep)) { uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi + 16, sum1); } } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 6) const int block_y = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D bottom_tm_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer bottom_tm_blob { sfpvec4 bottom_tm_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outcstep; int block_x; int block_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 4x4 int sx = gx * 2; int sy = gy * 2; #if NCNN_image_shader afpvec4 v00 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afpvec4 v01 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afpvec4 v02 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afpvec4 v03 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 0, gz)); afpvec4 v10 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afpvec4 v11 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afpvec4 v12 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afpvec4 v13 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 1, gz)); afpvec4 v20 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afpvec4 v21 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afpvec4 v22 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afpvec4 v23 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 2, gz)); afpvec4 v30 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 3, gz)); afpvec4 v31 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 3, gz)); afpvec4 v32 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 3, gz)); afpvec4 v33 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 3, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * psc(w); afpvec4 v00 = buffer_ld4(bottom_blob_data, v_offset.r + 0); afpvec4 v01 = sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 1) : afpvec4(0.f); afpvec4 v02 = sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 2) : afpvec4(0.f); afpvec4 v03 = sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 3) : afpvec4(0.f); afpvec4 v10 = sy + 1 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset.g + 0) : afpvec4(0.f); afpvec4 v11 = sy + 1 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 1) : afpvec4(0.f); afpvec4 v12 = sy + 1 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 2) : afpvec4(0.f); afpvec4 v13 = sy + 1 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 3) : afpvec4(0.f); afpvec4 v20 = sy + 2 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset.b + 0) : afpvec4(0.f); afpvec4 v21 = sy + 2 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 1) : afpvec4(0.f); afpvec4 v22 = sy + 2 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 2) : afpvec4(0.f); afpvec4 v23 = sy + 2 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 3) : afpvec4(0.f); afpvec4 v30 = sy + 3 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset.a + 0) : afpvec4(0.f); afpvec4 v31 = sy + 3 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 1) : afpvec4(0.f); afpvec4 v32 = sy + 3 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 2) : afpvec4(0.f); afpvec4 v33 = sy + 3 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 3) : afpvec4(0.f); #endif // const float itm[4][4] = { // {1.0f, 0.0f, -1.0f, 0.0f}, // {0.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, -1.0f, 1.0f, 0.0f}, // {0.0f, -1.0f, 0.0f, 1.0f} // }; // implicit transpose afpvec4 m00 = v00 - v02; afpvec4 m01 = v10 - v12; afpvec4 m02 = v20 - v22; afpvec4 m03 = v30 - v32; afpvec4 m10 = v02 + v01; afpvec4 m11 = v12 + v11; afpvec4 m12 = v22 + v21; afpvec4 m13 = v32 + v31; afpvec4 m20 = v02 - v01; afpvec4 m21 = v12 - v11; afpvec4 m22 = v22 - v21; afpvec4 m23 = v32 - v31; afpvec4 m30 = v03 - v01; afpvec4 m31 = v13 - v11; afpvec4 m32 = v23 - v21; afpvec4 m33 = v33 - v31; v00 = m00 - m02; v10 = m10 - m12; v20 = m20 - m22; v30 = m30 - m32; v01 = m02 + m01; v11 = m12 + m11; v21 = m22 + m21; v31 = m32 + m31; v02 = m02 - m01; v12 = m12 - m11; v22 = m22 - m21; v32 = m32 - m31; v03 = m03 - m01; v13 = m13 - m11; v23 = m23 - m21; v33 = m33 - m31; // store 16 #if NCNN_image_shader int x = gy * psc(block_x) + gx; image3d_st4(bottom_tm_blob, ivec3(x, gz, 0), v00); image3d_st4(bottom_tm_blob, ivec3(x, gz, 1), v01); image3d_st4(bottom_tm_blob, ivec3(x, gz, 2), v02); image3d_st4(bottom_tm_blob, ivec3(x, gz, 3), v03); image3d_st4(bottom_tm_blob, ivec3(x, gz, 4), v10); image3d_st4(bottom_tm_blob, ivec3(x, gz, 5), v11); image3d_st4(bottom_tm_blob, ivec3(x, gz, 6), v12); image3d_st4(bottom_tm_blob, ivec3(x, gz, 7), v13); image3d_st4(bottom_tm_blob, ivec3(x, gz, 8), v20); image3d_st4(bottom_tm_blob, ivec3(x, gz, 9), v21); image3d_st4(bottom_tm_blob, ivec3(x, gz, 10), v22); image3d_st4(bottom_tm_blob, ivec3(x, gz, 11), v23); image3d_st4(bottom_tm_blob, ivec3(x, gz, 12), v30); image3d_st4(bottom_tm_blob, ivec3(x, gz, 13), v31); image3d_st4(bottom_tm_blob, ivec3(x, gz, 14), v32); image3d_st4(bottom_tm_blob, ivec3(x, gz, 15), v33); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; buffer_st4(bottom_tm_blob_data, v_tm_offset + 0 * psc(outcstep), v00); buffer_st4(bottom_tm_blob_data, v_tm_offset + 1 * psc(outcstep), v01); buffer_st4(bottom_tm_blob_data, v_tm_offset + 2 * psc(outcstep), v02); buffer_st4(bottom_tm_blob_data, v_tm_offset + 3 * psc(outcstep), v03); buffer_st4(bottom_tm_blob_data, v_tm_offset + 4 * psc(outcstep), v10); buffer_st4(bottom_tm_blob_data, v_tm_offset + 5 * psc(outcstep), v11); buffer_st4(bottom_tm_blob_data, v_tm_offset + 6 * psc(outcstep), v12); buffer_st4(bottom_tm_blob_data, v_tm_offset + 7 * psc(outcstep), v13); buffer_st4(bottom_tm_blob_data, v_tm_offset + 8 * psc(outcstep), v20); buffer_st4(bottom_tm_blob_data, v_tm_offset + 9 * psc(outcstep), v21); buffer_st4(bottom_tm_blob_data, v_tm_offset + 10 * psc(outcstep), v22); buffer_st4(bottom_tm_blob_data, v_tm_offset + 11 * psc(outcstep), v23); buffer_st4(bottom_tm_blob_data, v_tm_offset + 12 * psc(outcstep), v30); buffer_st4(bottom_tm_blob_data, v_tm_offset + 13 * psc(outcstep), v31); buffer_st4(bottom_tm_blob_data, v_tm_offset + 14 * psc(outcstep), v32); buffer_st4(bottom_tm_blob_data, v_tm_offset + 15 * psc(outcstep), v33); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 3) const int block_y = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D top_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer top_tm_blob { sfpvec4 top_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int block_x; int block_y; int outw; int outh; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 16 #if NCNN_image_shader int sx = gy * psc(block_x) + gx; afpvec4 v00 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 0)); afpvec4 v01 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 1)); afpvec4 v02 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 2)); afpvec4 v03 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 3)); afpvec4 v10 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 4)); afpvec4 v11 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 5)); afpvec4 v12 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 6)); afpvec4 v13 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 7)); afpvec4 v20 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 8)); afpvec4 v21 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 9)); afpvec4 v22 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 10)); afpvec4 v23 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 11)); afpvec4 v30 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 12)); afpvec4 v31 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 13)); afpvec4 v32 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 14)); afpvec4 v33 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 15)); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; afpvec4 v00 = buffer_ld4(top_tm_blob_data, v_tm_offset + 0 * psc(cstep)); afpvec4 v01 = buffer_ld4(top_tm_blob_data, v_tm_offset + 1 * psc(cstep)); afpvec4 v02 = buffer_ld4(top_tm_blob_data, v_tm_offset + 2 * psc(cstep)); afpvec4 v03 = buffer_ld4(top_tm_blob_data, v_tm_offset + 3 * psc(cstep)); afpvec4 v10 = buffer_ld4(top_tm_blob_data, v_tm_offset + 4 * psc(cstep)); afpvec4 v11 = buffer_ld4(top_tm_blob_data, v_tm_offset + 5 * psc(cstep)); afpvec4 v12 = buffer_ld4(top_tm_blob_data, v_tm_offset + 6 * psc(cstep)); afpvec4 v13 = buffer_ld4(top_tm_blob_data, v_tm_offset + 7 * psc(cstep)); afpvec4 v20 = buffer_ld4(top_tm_blob_data, v_tm_offset + 8 * psc(cstep)); afpvec4 v21 = buffer_ld4(top_tm_blob_data, v_tm_offset + 9 * psc(cstep)); afpvec4 v22 = buffer_ld4(top_tm_blob_data, v_tm_offset + 10 * psc(cstep)); afpvec4 v23 = buffer_ld4(top_tm_blob_data, v_tm_offset + 11 * psc(cstep)); afpvec4 v30 = buffer_ld4(top_tm_blob_data, v_tm_offset + 12 * psc(cstep)); afpvec4 v31 = buffer_ld4(top_tm_blob_data, v_tm_offset + 13 * psc(cstep)); afpvec4 v32 = buffer_ld4(top_tm_blob_data, v_tm_offset + 14 * psc(cstep)); afpvec4 v33 = buffer_ld4(top_tm_blob_data, v_tm_offset + 15 * psc(cstep)); #endif // const float itm[2][4] = { // {1.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, 1.0f, -1.0f, 1.0f} // }; // implicit transpose afpvec4 m00 = v00 + v01 + v02; afpvec4 m01 = v10 + v11 + v12; afpvec4 m02 = v20 + v21 + v22; afpvec4 m03 = v30 + v31 + v32; afpvec4 m10 = v01 - v02 + v03; afpvec4 m11 = v11 - v12 + v13; afpvec4 m12 = v21 - v22 + v23; afpvec4 m13 = v31 - v32 + v33; if (bias_term == 1) { #if NCNN_image_shader const afpvec4 bias_value = image3d_ld4(bias_blob, ivec3(gz, 0, 0)); #else const afpvec4 bias_value = buffer_ld4(bias_data, gz); #endif v00 = bias_value + m00 + m01 + m02; v10 = bias_value + m10 + m11 + m12; v01 = bias_value + m01 - m02 + m03; v11 = bias_value + m11 - m12 + m13; } else { v00 = m00 + m01 + m02; v10 = m10 + m11 + m12; v01 = m01 - m02 + m03; v11 = m11 - m12 + m13; } v00 = activation_afpvec4(v00, activation_type, activation_param_0, activation_param_1); v01 = activation_afpvec4(v01, activation_type, activation_param_0, activation_param_1); v10 = activation_afpvec4(v10, activation_type, activation_param_0, activation_param_1); v11 = activation_afpvec4(v11, activation_type, activation_param_0, activation_param_1); // store 2x2 int x = gx * 2; int y = gy * 2; #if NCNN_image_shader image3d_st4(top_blob, ivec3(x, y, gz), v00); image3d_st4(top_blob, ivec3(x + 1, y, gz), v01); image3d_st4(top_blob, ivec3(x, y + 1, gz), v10); image3d_st4(top_blob, ivec3(x + 1, y + 1, gz), v11); #else int v_offset_0 = gz * psc(outcstep) + y * psc(outw) + x; int v_offset_1 = v_offset_0 + psc(outw); buffer_st4(top_blob_data, v_offset_0 + 0, v00); if (x + 1 < psc(outw)) buffer_st4(top_blob_data, v_offset_0 + 1, v01); if (y + 1 < psc(outh)) buffer_st4(top_blob_data, v_offset_1 + 0, v10); if (y + 1 < psc(outh) && x + 1 < psc(outw)) buffer_st4(top_blob_data, v_offset_1 + 1, v11); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 6) const int block_y = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D bottom_tm_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer bottom_tm_blob { sfpvec4 bottom_tm_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outcstep; int block_x; int block_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 6x6 int sx = gx * 4; int sy = gy * 4; #if NCNN_image_shader afpvec4 v00 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afpvec4 v01 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afpvec4 v02 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afpvec4 v03 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 0, gz)); afpvec4 v04 = image3d_ld4(bottom_blob, ivec3(sx + 4, sy + 0, gz)); afpvec4 v05 = image3d_ld4(bottom_blob, ivec3(sx + 5, sy + 0, gz)); afpvec4 v10 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afpvec4 v11 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afpvec4 v12 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afpvec4 v13 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 1, gz)); afpvec4 v14 = image3d_ld4(bottom_blob, ivec3(sx + 4, sy + 1, gz)); afpvec4 v15 = image3d_ld4(bottom_blob, ivec3(sx + 5, sy + 1, gz)); afpvec4 v20 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afpvec4 v21 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afpvec4 v22 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afpvec4 v23 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 2, gz)); afpvec4 v24 = image3d_ld4(bottom_blob, ivec3(sx + 4, sy + 2, gz)); afpvec4 v25 = image3d_ld4(bottom_blob, ivec3(sx + 5, sy + 2, gz)); afpvec4 v30 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 3, gz)); afpvec4 v31 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 3, gz)); afpvec4 v32 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 3, gz)); afpvec4 v33 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 3, gz)); afpvec4 v34 = image3d_ld4(bottom_blob, ivec3(sx + 4, sy + 3, gz)); afpvec4 v35 = image3d_ld4(bottom_blob, ivec3(sx + 5, sy + 3, gz)); afpvec4 v40 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 4, gz)); afpvec4 v41 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 4, gz)); afpvec4 v42 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 4, gz)); afpvec4 v43 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 4, gz)); afpvec4 v44 = image3d_ld4(bottom_blob, ivec3(sx + 4, sy + 4, gz)); afpvec4 v45 = image3d_ld4(bottom_blob, ivec3(sx + 5, sy + 4, gz)); afpvec4 v50 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 5, gz)); afpvec4 v51 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 5, gz)); afpvec4 v52 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 5, gz)); afpvec4 v53 = image3d_ld4(bottom_blob, ivec3(sx + 3, sy + 5, gz)); afpvec4 v54 = image3d_ld4(bottom_blob, ivec3(sx + 4, sy + 5, gz)); afpvec4 v55 = image3d_ld4(bottom_blob, ivec3(sx + 5, sy + 5, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * psc(w); ivec2 v_offset45 = v_offset_0 + ivec2(4, 5) * psc(w); afpvec4 v00 = buffer_ld4(bottom_blob_data, v_offset.r + 0); afpvec4 v01 = sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 1) : afpvec4(0.f); afpvec4 v02 = sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 2) : afpvec4(0.f); afpvec4 v03 = sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 3) : afpvec4(0.f); afpvec4 v04 = sx + 4 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 4) : afpvec4(0.f); afpvec4 v05 = sx + 5 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.r + 5) : afpvec4(0.f); afpvec4 v10 = sy + 1 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset.g + 0) : afpvec4(0.f); afpvec4 v11 = sy + 1 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 1) : afpvec4(0.f); afpvec4 v12 = sy + 1 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 2) : afpvec4(0.f); afpvec4 v13 = sy + 1 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 3) : afpvec4(0.f); afpvec4 v14 = sy + 1 < psc(h) && sx + 4 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 4) : afpvec4(0.f); afpvec4 v15 = sy + 1 < psc(h) && sx + 5 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.g + 5) : afpvec4(0.f); afpvec4 v20 = sy + 2 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset.b + 0) : afpvec4(0.f); afpvec4 v21 = sy + 2 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 1) : afpvec4(0.f); afpvec4 v22 = sy + 2 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 2) : afpvec4(0.f); afpvec4 v23 = sy + 2 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 3) : afpvec4(0.f); afpvec4 v24 = sy + 2 < psc(h) && sx + 4 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 4) : afpvec4(0.f); afpvec4 v25 = sy + 2 < psc(h) && sx + 5 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.b + 5) : afpvec4(0.f); afpvec4 v30 = sy + 3 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset.a + 0) : afpvec4(0.f); afpvec4 v31 = sy + 3 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 1) : afpvec4(0.f); afpvec4 v32 = sy + 3 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 2) : afpvec4(0.f); afpvec4 v33 = sy + 3 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 3) : afpvec4(0.f); afpvec4 v34 = sy + 3 < psc(h) && sx + 4 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 4) : afpvec4(0.f); afpvec4 v35 = sy + 3 < psc(h) && sx + 5 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset.a + 5) : afpvec4(0.f); afpvec4 v40 = sy + 4 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset45.x + 0) : afpvec4(0.f); afpvec4 v41 = sy + 4 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.x + 1) : afpvec4(0.f); afpvec4 v42 = sy + 4 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.x + 2) : afpvec4(0.f); afpvec4 v43 = sy + 4 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.x + 3) : afpvec4(0.f); afpvec4 v44 = sy + 4 < psc(h) && sx + 4 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.x + 4) : afpvec4(0.f); afpvec4 v45 = sy + 4 < psc(h) && sx + 5 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.x + 5) : afpvec4(0.f); afpvec4 v50 = sy + 5 < psc(h) ? buffer_ld4(bottom_blob_data, v_offset45.y + 0) : afpvec4(0.f); afpvec4 v51 = sy + 5 < psc(h) && sx + 1 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.y + 1) : afpvec4(0.f); afpvec4 v52 = sy + 5 < psc(h) && sx + 2 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.y + 2) : afpvec4(0.f); afpvec4 v53 = sy + 5 < psc(h) && sx + 3 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.y + 3) : afpvec4(0.f); afpvec4 v54 = sy + 5 < psc(h) && sx + 4 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.y + 4) : afpvec4(0.f); afpvec4 v55 = sy + 5 < psc(h) && sx + 5 < psc(w) ? buffer_ld4(bottom_blob_data, v_offset45.y + 5) : afpvec4(0.f); #endif #define sq2 1.41421356237 #define sq2_d2 1.41421356237/2 // const float itm[6][6] = { // {1.0f, 0.0f, -2.5f, 0.0f, 1.0f, 0.0f}, // {0.0f, -sq2, -2.0f, sq2/2, 1.0f, 0.0f}, // {0.0f, sq2, -2.0f, -sq2/2, 1.0f, 0.0f}, // {0.0f, -sq2/2, -0.5f, sq2, 1.0f, 0.0f}, // {0.0f, sq2/2, -0.5f, -sq2, 1.0f, 0.0f}, // {0.0f, 1.0f, 0.0f, -2.5f, 0.0f, 1.0f} // }; // implicit transpose afpvec4 m00 = v00 - v02 * afp(2.5) + v04; afpvec4 m01 = v10 - v12 * afp(2.5) + v14; afpvec4 m02 = v20 - v22 * afp(2.5) + v24; afpvec4 m03 = v30 - v32 * afp(2.5) + v34; afpvec4 m04 = v40 - v42 * afp(2.5) + v44; afpvec4 m05 = v50 - v52 * afp(2.5) + v54; afpvec4 m10 = v04 - v02 * afp(2) + v03 * afp(sq2_d2) - v01 * afp(sq2); afpvec4 m11 = v14 - v12 * afp(2) + v13 * afp(sq2_d2) - v11 * afp(sq2); afpvec4 m12 = v24 - v22 * afp(2) + v23 * afp(sq2_d2) - v21 * afp(sq2); afpvec4 m13 = v34 - v32 * afp(2) + v33 * afp(sq2_d2) - v31 * afp(sq2); afpvec4 m14 = v44 - v42 * afp(2) + v43 * afp(sq2_d2) - v41 * afp(sq2); afpvec4 m15 = v54 - v52 * afp(2) + v53 * afp(sq2_d2) - v51 * afp(sq2); afpvec4 m20 = v04 - v02 * afp(2) - v03 * afp(sq2_d2) + v01 * afp(sq2); afpvec4 m21 = v14 - v12 * afp(2) - v13 * afp(sq2_d2) + v11 * afp(sq2); afpvec4 m22 = v24 - v22 * afp(2) - v23 * afp(sq2_d2) + v21 * afp(sq2); afpvec4 m23 = v34 - v32 * afp(2) - v33 * afp(sq2_d2) + v31 * afp(sq2); afpvec4 m24 = v44 - v42 * afp(2) - v43 * afp(sq2_d2) + v41 * afp(sq2); afpvec4 m25 = v54 - v52 * afp(2) - v53 * afp(sq2_d2) + v51 * afp(sq2); afpvec4 m30 = v04 - v02 * afp(0.5) + v03 * afp(sq2) - v01 * afp(sq2_d2); afpvec4 m31 = v14 - v12 * afp(0.5) + v13 * afp(sq2) - v11 * afp(sq2_d2); afpvec4 m32 = v24 - v22 * afp(0.5) + v23 * afp(sq2) - v21 * afp(sq2_d2); afpvec4 m33 = v34 - v32 * afp(0.5) + v33 * afp(sq2) - v31 * afp(sq2_d2); afpvec4 m34 = v44 - v42 * afp(0.5) + v43 * afp(sq2) - v41 * afp(sq2_d2); afpvec4 m35 = v54 - v52 * afp(0.5) + v53 * afp(sq2) - v51 * afp(sq2_d2); afpvec4 m40 = v04 - v02 * afp(0.5) - v03 * afp(sq2) + v01 * afp(sq2_d2); afpvec4 m41 = v14 - v12 * afp(0.5) - v13 * afp(sq2) + v11 * afp(sq2_d2); afpvec4 m42 = v24 - v22 * afp(0.5) - v23 * afp(sq2) + v21 * afp(sq2_d2); afpvec4 m43 = v34 - v32 * afp(0.5) - v33 * afp(sq2) + v31 * afp(sq2_d2); afpvec4 m44 = v44 - v42 * afp(0.5) - v43 * afp(sq2) + v41 * afp(sq2_d2); afpvec4 m45 = v54 - v52 * afp(0.5) - v53 * afp(sq2) + v51 * afp(sq2_d2); afpvec4 m50 = v01 - v03 * afp(2.5) + v05; afpvec4 m51 = v11 - v13 * afp(2.5) + v15; afpvec4 m52 = v21 - v23 * afp(2.5) + v25; afpvec4 m53 = v31 - v33 * afp(2.5) + v35; afpvec4 m54 = v41 - v43 * afp(2.5) + v45; afpvec4 m55 = v51 - v53 * afp(2.5) + v55; v00 = m00 - m02 * afp(2.5) + m04; v10 = m10 - m12 * afp(2.5) + m14; v20 = m20 - m22 * afp(2.5) + m24; v30 = m30 - m32 * afp(2.5) + m34; v40 = m40 - m42 * afp(2.5) + m44; v50 = m50 - m52 * afp(2.5) + m54; v01 = m04 - m02 * afp(2) + m03 * afp(sq2_d2) - m01 * afp(sq2); v11 = m14 - m12 * afp(2) + m13 * afp(sq2_d2) - m11 * afp(sq2); v21 = m24 - m22 * afp(2) + m23 * afp(sq2_d2) - m21 * afp(sq2); v31 = m34 - m32 * afp(2) + m33 * afp(sq2_d2) - m31 * afp(sq2); v41 = m44 - m42 * afp(2) + m43 * afp(sq2_d2) - m41 * afp(sq2); v51 = m54 - m52 * afp(2) + m53 * afp(sq2_d2) - m51 * afp(sq2); v02 = m04 - m02 * afp(2) - m03 * afp(sq2_d2) + m01 * afp(sq2); v12 = m14 - m12 * afp(2) - m13 * afp(sq2_d2) + m11 * afp(sq2); v22 = m24 - m22 * afp(2) - m23 * afp(sq2_d2) + m21 * afp(sq2); v32 = m34 - m32 * afp(2) - m33 * afp(sq2_d2) + m31 * afp(sq2); v42 = m44 - m42 * afp(2) - m43 * afp(sq2_d2) + m41 * afp(sq2); v52 = m54 - m52 * afp(2) - m53 * afp(sq2_d2) + m51 * afp(sq2); v03 = m04 - m02 * afp(0.5) + m03 * afp(sq2) - m01 * afp(sq2_d2); v13 = m14 - m12 * afp(0.5) + m13 * afp(sq2) - m11 * afp(sq2_d2); v23 = m24 - m22 * afp(0.5) + m23 * afp(sq2) - m21 * afp(sq2_d2); v33 = m34 - m32 * afp(0.5) + m33 * afp(sq2) - m31 * afp(sq2_d2); v43 = m44 - m42 * afp(0.5) + m43 * afp(sq2) - m41 * afp(sq2_d2); v53 = m54 - m52 * afp(0.5) + m53 * afp(sq2) - m51 * afp(sq2_d2); v04 = m04 - m02 * afp(0.5) - m03 * afp(sq2) + m01 * afp(sq2_d2); v14 = m14 - m12 * afp(0.5) - m13 * afp(sq2) + m11 * afp(sq2_d2); v24 = m24 - m22 * afp(0.5) - m23 * afp(sq2) + m21 * afp(sq2_d2); v34 = m34 - m32 * afp(0.5) - m33 * afp(sq2) + m31 * afp(sq2_d2); v44 = m44 - m42 * afp(0.5) - m43 * afp(sq2) + m41 * afp(sq2_d2); v54 = m54 - m52 * afp(0.5) - m53 * afp(sq2) + m51 * afp(sq2_d2); v05 = m01 - m03 * afp(2.5) + m05; v15 = m11 - m13 * afp(2.5) + m15; v25 = m21 - m23 * afp(2.5) + m25; v35 = m31 - m33 * afp(2.5) + m35; v45 = m41 - m43 * afp(2.5) + m45; v55 = m51 - m53 * afp(2.5) + m55; // store 36 #if NCNN_image_shader int x = gy * psc(block_x) + gx; image3d_st4(bottom_tm_blob, ivec3(x, gz, 0), v00); image3d_st4(bottom_tm_blob, ivec3(x, gz, 1), v01); image3d_st4(bottom_tm_blob, ivec3(x, gz, 2), v02); image3d_st4(bottom_tm_blob, ivec3(x, gz, 3), v03); image3d_st4(bottom_tm_blob, ivec3(x, gz, 4), v04); image3d_st4(bottom_tm_blob, ivec3(x, gz, 5), v05); image3d_st4(bottom_tm_blob, ivec3(x, gz, 6), v10); image3d_st4(bottom_tm_blob, ivec3(x, gz, 7), v11); image3d_st4(bottom_tm_blob, ivec3(x, gz, 8), v12); image3d_st4(bottom_tm_blob, ivec3(x, gz, 9), v13); image3d_st4(bottom_tm_blob, ivec3(x, gz, 10), v14); image3d_st4(bottom_tm_blob, ivec3(x, gz, 11), v15); image3d_st4(bottom_tm_blob, ivec3(x, gz, 12), v20); image3d_st4(bottom_tm_blob, ivec3(x, gz, 13), v21); image3d_st4(bottom_tm_blob, ivec3(x, gz, 14), v22); image3d_st4(bottom_tm_blob, ivec3(x, gz, 15), v23); image3d_st4(bottom_tm_blob, ivec3(x, gz, 16), v24); image3d_st4(bottom_tm_blob, ivec3(x, gz, 17), v25); image3d_st4(bottom_tm_blob, ivec3(x, gz, 18), v30); image3d_st4(bottom_tm_blob, ivec3(x, gz, 19), v31); image3d_st4(bottom_tm_blob, ivec3(x, gz, 20), v32); image3d_st4(bottom_tm_blob, ivec3(x, gz, 21), v33); image3d_st4(bottom_tm_blob, ivec3(x, gz, 22), v34); image3d_st4(bottom_tm_blob, ivec3(x, gz, 23), v35); image3d_st4(bottom_tm_blob, ivec3(x, gz, 24), v40); image3d_st4(bottom_tm_blob, ivec3(x, gz, 25), v41); image3d_st4(bottom_tm_blob, ivec3(x, gz, 26), v42); image3d_st4(bottom_tm_blob, ivec3(x, gz, 27), v43); image3d_st4(bottom_tm_blob, ivec3(x, gz, 28), v44); image3d_st4(bottom_tm_blob, ivec3(x, gz, 29), v45); image3d_st4(bottom_tm_blob, ivec3(x, gz, 30), v50); image3d_st4(bottom_tm_blob, ivec3(x, gz, 31), v51); image3d_st4(bottom_tm_blob, ivec3(x, gz, 32), v52); image3d_st4(bottom_tm_blob, ivec3(x, gz, 33), v53); image3d_st4(bottom_tm_blob, ivec3(x, gz, 34), v54); image3d_st4(bottom_tm_blob, ivec3(x, gz, 35), v55); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; buffer_st4(bottom_tm_blob_data, v_tm_offset + 0 * psc(outcstep), v00); buffer_st4(bottom_tm_blob_data, v_tm_offset + 1 * psc(outcstep), v01); buffer_st4(bottom_tm_blob_data, v_tm_offset + 2 * psc(outcstep), v02); buffer_st4(bottom_tm_blob_data, v_tm_offset + 3 * psc(outcstep), v03); buffer_st4(bottom_tm_blob_data, v_tm_offset + 4 * psc(outcstep), v04); buffer_st4(bottom_tm_blob_data, v_tm_offset + 5 * psc(outcstep), v05); buffer_st4(bottom_tm_blob_data, v_tm_offset + 6 * psc(outcstep), v10); buffer_st4(bottom_tm_blob_data, v_tm_offset + 7 * psc(outcstep), v11); buffer_st4(bottom_tm_blob_data, v_tm_offset + 8 * psc(outcstep), v12); buffer_st4(bottom_tm_blob_data, v_tm_offset + 9 * psc(outcstep), v13); buffer_st4(bottom_tm_blob_data, v_tm_offset + 10 * psc(outcstep), v14); buffer_st4(bottom_tm_blob_data, v_tm_offset + 11 * psc(outcstep), v15); buffer_st4(bottom_tm_blob_data, v_tm_offset + 12 * psc(outcstep), v20); buffer_st4(bottom_tm_blob_data, v_tm_offset + 13 * psc(outcstep), v21); buffer_st4(bottom_tm_blob_data, v_tm_offset + 14 * psc(outcstep), v22); buffer_st4(bottom_tm_blob_data, v_tm_offset + 15 * psc(outcstep), v23); buffer_st4(bottom_tm_blob_data, v_tm_offset + 16 * psc(outcstep), v24); buffer_st4(bottom_tm_blob_data, v_tm_offset + 17 * psc(outcstep), v25); buffer_st4(bottom_tm_blob_data, v_tm_offset + 18 * psc(outcstep), v30); buffer_st4(bottom_tm_blob_data, v_tm_offset + 19 * psc(outcstep), v31); buffer_st4(bottom_tm_blob_data, v_tm_offset + 20 * psc(outcstep), v32); buffer_st4(bottom_tm_blob_data, v_tm_offset + 21 * psc(outcstep), v33); buffer_st4(bottom_tm_blob_data, v_tm_offset + 22 * psc(outcstep), v34); buffer_st4(bottom_tm_blob_data, v_tm_offset + 23 * psc(outcstep), v35); buffer_st4(bottom_tm_blob_data, v_tm_offset + 24 * psc(outcstep), v40); buffer_st4(bottom_tm_blob_data, v_tm_offset + 25 * psc(outcstep), v41); buffer_st4(bottom_tm_blob_data, v_tm_offset + 26 * psc(outcstep), v42); buffer_st4(bottom_tm_blob_data, v_tm_offset + 27 * psc(outcstep), v43); buffer_st4(bottom_tm_blob_data, v_tm_offset + 28 * psc(outcstep), v44); buffer_st4(bottom_tm_blob_data, v_tm_offset + 29 * psc(outcstep), v45); buffer_st4(bottom_tm_blob_data, v_tm_offset + 30 * psc(outcstep), v50); buffer_st4(bottom_tm_blob_data, v_tm_offset + 31 * psc(outcstep), v51); buffer_st4(bottom_tm_blob_data, v_tm_offset + 32 * psc(outcstep), v52); buffer_st4(bottom_tm_blob_data, v_tm_offset + 33 * psc(outcstep), v53); buffer_st4(bottom_tm_blob_data, v_tm_offset + 34 * psc(outcstep), v54); buffer_st4(bottom_tm_blob_data, v_tm_offset + 35 * psc(outcstep), v55); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 3) const int block_y = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D top_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer top_tm_blob { sfpvec4 top_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int block_x; int block_y; int outw; int outh; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 36 #if NCNN_image_shader int sx = gy * psc(block_x) + gx; afpvec4 v00 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 0)); afpvec4 v01 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 1)); afpvec4 v02 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 2)); afpvec4 v03 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 3)); afpvec4 v04 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 4)); afpvec4 v05 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 5)); afpvec4 v10 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 6)); afpvec4 v11 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 7)); afpvec4 v12 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 8)); afpvec4 v13 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 9)); afpvec4 v14 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 10)); afpvec4 v15 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 11)); afpvec4 v20 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 12)); afpvec4 v21 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 13)); afpvec4 v22 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 14)); afpvec4 v23 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 15)); afpvec4 v24 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 16)); afpvec4 v25 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 17)); afpvec4 v30 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 18)); afpvec4 v31 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 19)); afpvec4 v32 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 20)); afpvec4 v33 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 21)); afpvec4 v34 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 22)); afpvec4 v35 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 23)); afpvec4 v40 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 24)); afpvec4 v41 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 25)); afpvec4 v42 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 26)); afpvec4 v43 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 27)); afpvec4 v44 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 28)); afpvec4 v45 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 29)); afpvec4 v50 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 30)); afpvec4 v51 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 31)); afpvec4 v52 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 32)); afpvec4 v53 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 33)); afpvec4 v54 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 34)); afpvec4 v55 = image3d_ld4(top_tm_blob, ivec3(sx, gz, 35)); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; afpvec4 v00 = buffer_ld4(top_tm_blob_data, v_tm_offset + 0 * psc(cstep)); afpvec4 v01 = buffer_ld4(top_tm_blob_data, v_tm_offset + 1 * psc(cstep)); afpvec4 v02 = buffer_ld4(top_tm_blob_data, v_tm_offset + 2 * psc(cstep)); afpvec4 v03 = buffer_ld4(top_tm_blob_data, v_tm_offset + 3 * psc(cstep)); afpvec4 v04 = buffer_ld4(top_tm_blob_data, v_tm_offset + 4 * psc(cstep)); afpvec4 v05 = buffer_ld4(top_tm_blob_data, v_tm_offset + 5 * psc(cstep)); afpvec4 v10 = buffer_ld4(top_tm_blob_data, v_tm_offset + 6 * psc(cstep)); afpvec4 v11 = buffer_ld4(top_tm_blob_data, v_tm_offset + 7 * psc(cstep)); afpvec4 v12 = buffer_ld4(top_tm_blob_data, v_tm_offset + 8 * psc(cstep)); afpvec4 v13 = buffer_ld4(top_tm_blob_data, v_tm_offset + 9 * psc(cstep)); afpvec4 v14 = buffer_ld4(top_tm_blob_data, v_tm_offset + 10 * psc(cstep)); afpvec4 v15 = buffer_ld4(top_tm_blob_data, v_tm_offset + 11 * psc(cstep)); afpvec4 v20 = buffer_ld4(top_tm_blob_data, v_tm_offset + 12 * psc(cstep)); afpvec4 v21 = buffer_ld4(top_tm_blob_data, v_tm_offset + 13 * psc(cstep)); afpvec4 v22 = buffer_ld4(top_tm_blob_data, v_tm_offset + 14 * psc(cstep)); afpvec4 v23 = buffer_ld4(top_tm_blob_data, v_tm_offset + 15 * psc(cstep)); afpvec4 v24 = buffer_ld4(top_tm_blob_data, v_tm_offset + 16 * psc(cstep)); afpvec4 v25 = buffer_ld4(top_tm_blob_data, v_tm_offset + 17 * psc(cstep)); afpvec4 v30 = buffer_ld4(top_tm_blob_data, v_tm_offset + 18 * psc(cstep)); afpvec4 v31 = buffer_ld4(top_tm_blob_data, v_tm_offset + 19 * psc(cstep)); afpvec4 v32 = buffer_ld4(top_tm_blob_data, v_tm_offset + 20 * psc(cstep)); afpvec4 v33 = buffer_ld4(top_tm_blob_data, v_tm_offset + 21 * psc(cstep)); afpvec4 v34 = buffer_ld4(top_tm_blob_data, v_tm_offset + 22 * psc(cstep)); afpvec4 v35 = buffer_ld4(top_tm_blob_data, v_tm_offset + 23 * psc(cstep)); afpvec4 v40 = buffer_ld4(top_tm_blob_data, v_tm_offset + 24 * psc(cstep)); afpvec4 v41 = buffer_ld4(top_tm_blob_data, v_tm_offset + 25 * psc(cstep)); afpvec4 v42 = buffer_ld4(top_tm_blob_data, v_tm_offset + 26 * psc(cstep)); afpvec4 v43 = buffer_ld4(top_tm_blob_data, v_tm_offset + 27 * psc(cstep)); afpvec4 v44 = buffer_ld4(top_tm_blob_data, v_tm_offset + 28 * psc(cstep)); afpvec4 v45 = buffer_ld4(top_tm_blob_data, v_tm_offset + 29 * psc(cstep)); afpvec4 v50 = buffer_ld4(top_tm_blob_data, v_tm_offset + 30 * psc(cstep)); afpvec4 v51 = buffer_ld4(top_tm_blob_data, v_tm_offset + 31 * psc(cstep)); afpvec4 v52 = buffer_ld4(top_tm_blob_data, v_tm_offset + 32 * psc(cstep)); afpvec4 v53 = buffer_ld4(top_tm_blob_data, v_tm_offset + 33 * psc(cstep)); afpvec4 v54 = buffer_ld4(top_tm_blob_data, v_tm_offset + 34 * psc(cstep)); afpvec4 v55 = buffer_ld4(top_tm_blob_data, v_tm_offset + 35 * psc(cstep)); #endif #define sq2 1.41421356237 #define sq2_m2 1.41421356237*2 #define sq2_d2 1.41421356237/2 #define sq2_d4 1.41421356237/4 // const float otm[4][6] = { // {1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, sq2/2, -sq2/2, sq2, -sq2, 0.0f}, // {0.0f, 0.5f, 0.5f, 2.0f, 2.0f, 0.0f}, // {0.0f, sq2/4, -sq2/4, sq2*2, -sq2*2, 1.0f} // }; // implicit transpose afpvec4 m00 = v00 + v01 + v02 + v03 + v04; afpvec4 m01 = v10 + v11 + v12 + v13 + v14; afpvec4 m02 = v20 + v21 + v22 + v23 + v24; afpvec4 m03 = v30 + v31 + v32 + v33 + v34; afpvec4 m04 = v40 + v41 + v42 + v43 + v44; afpvec4 m05 = v50 + v51 + v52 + v53 + v54; afpvec4 m10 = (v01 - v02) * afp(sq2_d2) + (v03 - v04) * afp(sq2); afpvec4 m11 = (v11 - v12) * afp(sq2_d2) + (v13 - v14) * afp(sq2); afpvec4 m12 = (v21 - v22) * afp(sq2_d2) + (v23 - v24) * afp(sq2); afpvec4 m13 = (v31 - v32) * afp(sq2_d2) + (v33 - v34) * afp(sq2); afpvec4 m14 = (v41 - v42) * afp(sq2_d2) + (v43 - v44) * afp(sq2); afpvec4 m15 = (v51 - v52) * afp(sq2_d2) + (v53 - v54) * afp(sq2); afpvec4 m20 = (v01 + v02) * afp(0.5) + (v03 + v04) * afp(2); afpvec4 m21 = (v11 + v12) * afp(0.5) + (v13 + v14) * afp(2); afpvec4 m22 = (v21 + v22) * afp(0.5) + (v23 + v24) * afp(2); afpvec4 m23 = (v31 + v32) * afp(0.5) + (v33 + v34) * afp(2); afpvec4 m24 = (v41 + v42) * afp(0.5) + (v43 + v44) * afp(2); afpvec4 m25 = (v51 + v52) * afp(0.5) + (v53 + v54) * afp(2); afpvec4 m30 = v05 + (v01 - v02) * afp(sq2_d4) + (v03 - v04) * afp(sq2_m2); afpvec4 m31 = v15 + (v11 - v12) * afp(sq2_d4) + (v13 - v14) * afp(sq2_m2); afpvec4 m32 = v25 + (v21 - v22) * afp(sq2_d4) + (v23 - v24) * afp(sq2_m2); afpvec4 m33 = v35 + (v31 - v32) * afp(sq2_d4) + (v33 - v34) * afp(sq2_m2); afpvec4 m34 = v45 + (v41 - v42) * afp(sq2_d4) + (v43 - v44) * afp(sq2_m2); afpvec4 m35 = v55 + (v51 - v52) * afp(sq2_d4) + (v53 - v54) * afp(sq2_m2); v00 = m00 + m01 + m02 + m03 + m04; v10 = m10 + m11 + m12 + m13 + m14; v20 = m20 + m21 + m22 + m23 + m24; v30 = m30 + m31 + m32 + m33 + m34; v01 = (m01 - m02) * afp(sq2_d2) + (m03 - m04) * afp(sq2); v11 = (m11 - m12) * afp(sq2_d2) + (m13 - m14) * afp(sq2); v21 = (m21 - m22) * afp(sq2_d2) + (m23 - m24) * afp(sq2); v31 = (m31 - m32) * afp(sq2_d2) + (m33 - m34) * afp(sq2); v02 = (m01 + m02) * afp(0.5) + (m03 + m04) * afp(2); v12 = (m11 + m12) * afp(0.5) + (m13 + m14) * afp(2); v22 = (m21 + m22) * afp(0.5) + (m23 + m24) * afp(2); v32 = (m31 + m32) * afp(0.5) + (m33 + m34) * afp(2); v03 = m05 + (m01 - m02) * afp(sq2_d4) + (m03 - m04) * afp(sq2_m2); v13 = m15 + (m11 - m12) * afp(sq2_d4) + (m13 - m14) * afp(sq2_m2); v23 = m25 + (m21 - m22) * afp(sq2_d4) + (m23 - m24) * afp(sq2_m2); v33 = m35 + (m31 - m32) * afp(sq2_d4) + (m33 - m34) * afp(sq2_m2); if (bias_term == 1) { #if NCNN_image_shader const afpvec4 bias_value = image3d_ld4(bias_blob, ivec3(gz, 0, 0)); #else const afpvec4 bias_value = buffer_ld4(bias_data, gz); #endif v00 = bias_value + v00; v01 = bias_value + v01; v02 = bias_value + v02; v03 = bias_value + v03; v10 = bias_value + v10; v11 = bias_value + v11; v12 = bias_value + v12; v13 = bias_value + v13; v20 = bias_value + v20; v21 = bias_value + v21; v22 = bias_value + v22; v23 = bias_value + v23; v30 = bias_value + v30; v31 = bias_value + v31; v32 = bias_value + v32; v33 = bias_value + v33; } v00 = activation_afpvec4(v00, activation_type, activation_param_0, activation_param_1); v01 = activation_afpvec4(v01, activation_type, activation_param_0, activation_param_1); v02 = activation_afpvec4(v02, activation_type, activation_param_0, activation_param_1); v03 = activation_afpvec4(v03, activation_type, activation_param_0, activation_param_1); v10 = activation_afpvec4(v10, activation_type, activation_param_0, activation_param_1); v11 = activation_afpvec4(v11, activation_type, activation_param_0, activation_param_1); v12 = activation_afpvec4(v12, activation_type, activation_param_0, activation_param_1); v13 = activation_afpvec4(v13, activation_type, activation_param_0, activation_param_1); v20 = activation_afpvec4(v20, activation_type, activation_param_0, activation_param_1); v21 = activation_afpvec4(v21, activation_type, activation_param_0, activation_param_1); v22 = activation_afpvec4(v22, activation_type, activation_param_0, activation_param_1); v23 = activation_afpvec4(v23, activation_type, activation_param_0, activation_param_1); v30 = activation_afpvec4(v30, activation_type, activation_param_0, activation_param_1); v31 = activation_afpvec4(v31, activation_type, activation_param_0, activation_param_1); v32 = activation_afpvec4(v32, activation_type, activation_param_0, activation_param_1); v33 = activation_afpvec4(v33, activation_type, activation_param_0, activation_param_1); // store 4x4 int x = gx * 4; int y = gy * 4; #if NCNN_image_shader image3d_st4(top_blob, ivec3(x, y, gz), v00); image3d_st4(top_blob, ivec3(x + 1, y, gz), v01); image3d_st4(top_blob, ivec3(x + 2, y, gz), v02); image3d_st4(top_blob, ivec3(x + 3, y, gz), v03); image3d_st4(top_blob, ivec3(x, y + 1, gz), v10); image3d_st4(top_blob, ivec3(x + 1, y + 1, gz), v11); image3d_st4(top_blob, ivec3(x + 2, y + 1, gz), v12); image3d_st4(top_blob, ivec3(x + 3, y + 1, gz), v13); image3d_st4(top_blob, ivec3(x, y + 2, gz), v20); image3d_st4(top_blob, ivec3(x + 1, y + 2, gz), v21); image3d_st4(top_blob, ivec3(x + 2, y + 2, gz), v22); image3d_st4(top_blob, ivec3(x + 3, y + 2, gz), v23); image3d_st4(top_blob, ivec3(x, y + 3, gz), v30); image3d_st4(top_blob, ivec3(x + 1, y + 3, gz), v31); image3d_st4(top_blob, ivec3(x + 2, y + 3, gz), v32); image3d_st4(top_blob, ivec3(x + 3, y + 3, gz), v33); #else ivec4 v_offset = gz * psc(outcstep) + y * psc(outw) + x + ivec4(0, 1, 2, 3) * psc(outw); buffer_st4(top_blob_data, v_offset.r + 0, v00); if (x + 1 < psc(outw)) buffer_st4(top_blob_data, v_offset.r + 1, v01); if (x + 2 < psc(outw)) buffer_st4(top_blob_data, v_offset.r + 2, v02); if (x + 3 < psc(outw)) buffer_st4(top_blob_data, v_offset.r + 3, v03); if (y + 1 < psc(outh)) buffer_st4(top_blob_data, v_offset.g + 0, v10); if (y + 1 < psc(outh) && x + 1 < psc(outw)) buffer_st4(top_blob_data, v_offset.g + 1, v11); if (y + 1 < psc(outh) && x + 2 < psc(outw)) buffer_st4(top_blob_data, v_offset.g + 2, v12); if (y + 1 < psc(outh) && x + 3 < psc(outw)) buffer_st4(top_blob_data, v_offset.g + 3, v13); if (y + 2 < psc(outh)) buffer_st4(top_blob_data, v_offset.b + 0, v20); if (y + 2 < psc(outh) && x + 1 < psc(outw)) buffer_st4(top_blob_data, v_offset.b + 1, v21); if (y + 2 < psc(outh) && x + 2 < psc(outw)) buffer_st4(top_blob_data, v_offset.b + 2, v22); if (y + 2 < psc(outh) && x + 3 < psc(outw)) buffer_st4(top_blob_data, v_offset.b + 3, v23); if (y + 3 < psc(outh)) buffer_st4(top_blob_data, v_offset.a + 0, v30); if (y + 3 < psc(outh) && x + 1 < psc(outw)) buffer_st4(top_blob_data, v_offset.a + 1, v31); if (y + 3 < psc(outh) && x + 2 < psc(outw)) buffer_st4(top_blob_data, v_offset.a + 2, v32); if (y + 3 < psc(outh) && x + 3 < psc(outw)) buffer_st4(top_blob_data, v_offset.a + 3, v33); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfpvec4 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfpvec4 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec4 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH][4]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif afpvec4 sum0 = afpvec4(0.f); afpvec4 sum1 = afpvec4(0.f); afpvec4 sum2 = afpvec4(0.f); afpvec4 sum3 = afpvec4(0.f); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_tm_blob, ivec3(gx + 0, z, gz)); afpvec4 v1 = image3d_ld4(bottom_tm_blob, ivec3(gx + 1, z, gz)); afpvec4 v2 = image3d_ld4(bottom_tm_blob, ivec3(gx + 2, z, gz)); afpvec4 v3 = image3d_ld4(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpmat4 k = afpmat4( image3d_ld4(weight_tm_blob, ivec3(z * 4 + 0, gy, gz)), image3d_ld4(weight_tm_blob, ivec3(z * 4 + 1, gy, gz)), image3d_ld4(weight_tm_blob, ivec3(z * 4 + 2, gy, gz)), image3d_ld4(weight_tm_blob, ivec3(z * 4 + 3, gy, gz)) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int v_offset = gz * psc(cstep) + gx; int w_offset = (gz * psc(c) * psc(outc) + gy * psc(c)) * 4; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_tm_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(outw); w_offset += LOCAL_MEMORY_UNROLL_INCH * 4; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_tm_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_tm_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_tm_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_tm_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_tm_blob_data, v_offset + 3); afpmat4 k = afpmat4( buffer_ld4(weight_tm_data, w_offset + 0), buffer_ld4(weight_tm_data, w_offset + 1), buffer_ld4(weight_tm_data, w_offset + 2), buffer_ld4(weight_tm_data, w_offset + 3) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; v_offset += psc(outw); w_offset += 4; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif #if NCNN_image_shader image3d_st4(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st4(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st4(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st4(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_tm_blob { uvec2 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { uvec2 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { uvec2 weight_tm_data[]; }; layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; int gz = int(gl_GlobalInvocationID.z); const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 coopmat sum0 = coopmat(0.f); coopmat sum1 = coopmat(0.f); coopmat sum2 = coopmat(0.f); coopmat sum3 = coopmat(0.f); const int N = psc(c) / 4; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = gz * psc(cstep) + ((z + lxd16) * 4 + j) * psc(outw) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_tm_data[w_offset]; tmp_k1[tmp_i] = weight_tm_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = gz * psc(cstep) + ((z + lxd16) * 4 + j) * psc(outw) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_tm_data[w_offset]; tmp_k1[tmp_i] = weight_tm_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #if NCNN_fp16_arithmetic coopMatStore(sum0, tmp_v0, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1, tmp_v1, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2, tmp_v0, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3, tmp_v1, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); #else coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopMatStore(sum0_fp16, tmp_v0, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); #endif barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; const int gi = gz * psc(outcstep) + (gy + lxd16 * 4 + j) * psc(outw) + (gx + lxm16); if (gy + lxd16 * 4 + j < psc(outc)) { if (gx + lxm16 < psc(outw)) top_tm_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) top_tm_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_tm_blob { uvec2 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { uvec2 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { uvec2 weight_tm_data[]; }; layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; int gz = int(gl_GlobalInvocationID.z); const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 coopmat sum0 = coopmat(0.f); coopmat sum1 = coopmat(0.f); coopmat sum2 = coopmat(0.f); coopmat sum3 = coopmat(0.f); coopmat sum4 = coopmat(0.f); coopmat sum5 = coopmat(0.f); coopmat sum6 = coopmat(0.f); coopmat sum7 = coopmat(0.f); const int N = psc(c) / 2; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = gz * psc(cstep) + ((z + lxd8) * 2 + j) * psc(outw) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_tm_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_tm_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_tm_data[w_offset]; tmp_k1[tmp_ki] = weight_tm_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_tm_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_tm_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = gz * psc(cstep) + ((z + lxd8) * 2 + j) * psc(outw) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_tm_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_tm_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_tm_data[w_offset]; tmp_k1[tmp_ki] = weight_tm_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_tm_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_tm_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #if NCNN_fp16_arithmetic coopMatStore(sum0, tmp_v0, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1, tmp_v1, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2, tmp_v0, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3, tmp_v1, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum4, tmp_v0, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum5, tmp_v1, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum6, tmp_v0, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum7, tmp_v1, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); #else coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopmat sum4_fp16 = coopmat(sum4); coopmat sum5_fp16 = coopmat(sum5); coopmat sum6_fp16 = coopmat(sum6); coopmat sum7_fp16 = coopmat(sum7); coopMatStore(sum0_fp16, tmp_v0, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum4_fp16, tmp_v0, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum5_fp16, tmp_v1, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum6_fp16, tmp_v0, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum7_fp16, tmp_v1, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); #endif barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = gz * psc(outcstep) + (gy + lxd16 + j*2) * psc(outw) + (gx + lxm16); if (gy + j * 2 + lxd16 < psc(outc)) { if (gx + lxm16 < psc(outw)) top_tm_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) top_tm_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_tm_blob { uvec2 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { uvec2 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { uvec2 weight_tm_data[]; }; layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; int gz = int(gl_GlobalInvocationID.z); const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 #if NCNN_fp16_arithmetic fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum0 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum1 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum2 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum3 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(0.f); #else fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); #endif const int N = psc(c) / 4; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = gz * psc(cstep) + ((z + lxd16) * 4 + j) * psc(outw) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_tm_data[w_offset]; tmp_k1[tmp_i] = weight_tm_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = gz * psc(cstep) + ((z + lxd16) * 4 + j) * psc(outw) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_tm_data[w_offset]; tmp_k1[tmp_i] = weight_tm_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #if NCNN_fp16_arithmetic coopMatStoreNV(sum0, tmp_v0, 0, 4, false); coopMatStoreNV(sum1, tmp_v1, 0, 4, false); coopMatStoreNV(sum2, tmp_v0, 16*4, 4, false); coopMatStoreNV(sum3, tmp_v1, 16*4, 4, false); #else fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum3); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 4, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 4, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*4, 4, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*4, 4, false); #endif barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; const int gi = gz * psc(outcstep) + (gy + lxd16 * 4 + j) * psc(outw) + (gx + lxm16); if (gy + lxd16 * 4 + j < psc(outc)) { if (gx + lxm16 < psc(outw)) top_tm_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) top_tm_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_tm_blob { uvec2 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { uvec2 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { uvec2 weight_tm_data[]; }; layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; int gz = int(gl_GlobalInvocationID.z); const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 #if NCNN_fp16_arithmetic fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum0 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum1 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum2 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum3 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum4 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum5 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum6 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum7 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(0.f); #else fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum4 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum5 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum6 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum7 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); #endif const int N = psc(c) / 2; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = gz * psc(cstep) + ((z + lxd8) * 2 + j) * psc(outw) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_tm_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_tm_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_tm_data[w_offset]; tmp_k1[tmp_ki] = weight_tm_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_tm_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_tm_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = gz * psc(cstep) + ((z + lxd8) * 2 + j) * psc(outw) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_tm_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_tm_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_tm_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_tm_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gz * psc(outc) * psc(c) * 4 + gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_tm_data[w_offset]; tmp_k1[tmp_ki] = weight_tm_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_tm_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_tm_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #if NCNN_fp16_arithmetic coopMatStoreNV(sum0, tmp_v0, 0, 2, false); coopMatStoreNV(sum1, tmp_v1, 0, 2, false); coopMatStoreNV(sum2, tmp_v0, 16*2, 2, false); coopMatStoreNV(sum3, tmp_v1, 16*2, 2, false); coopMatStoreNV(sum4, tmp_v0, 16*4, 2, false); coopMatStoreNV(sum5, tmp_v1, 16*4, 2, false); coopMatStoreNV(sum6, tmp_v0, 16*6, 2, false); coopMatStoreNV(sum7, tmp_v1, 16*6, 2, false); #else fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum3); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum4_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum4); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum5_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum5); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum6_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum6); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum7_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum7); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 2, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 2, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*2, 2, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*2, 2, false); coopMatStoreNV(sum4_fp16, tmp_v0, 16*4, 2, false); coopMatStoreNV(sum5_fp16, tmp_v1, 16*4, 2, false); coopMatStoreNV(sum6_fp16, tmp_v0, 16*6, 2, false); coopMatStoreNV(sum7_fp16, tmp_v1, 16*6, 2, false); #endif barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = gz * psc(outcstep) + (gy + lxd16 + j*2) * psc(outw) + (gx + lxm16); if (gy + j * 2 + lxd16 < psc(outc)) { if (gx + lxm16 < psc(outw)) top_tm_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) top_tm_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH][4]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); #if !NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld4(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld4(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x4.r, y4.r, sz)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x4.g, y4.g, sz)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x4.b, y4.b, sz)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x4.a, y4.a, sz)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(z * 4 + 0, gy, 0)), image3d_ld4(weight_blob, ivec3(z * 4 + 1, gy, 0)), image3d_ld4(weight_blob, ivec3(z * 4 + 2, gy, 0)), image3d_ld4(weight_blob, ivec3(z * 4 + 3, gy, 0)) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int w_offset = gy * N * 4; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < N; z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset]); } } if (lx < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } w_offset += LOCAL_MEMORY_UNROLL_INCH * 4; barrier(); } if (z < N) { const int remain = N - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset]); } } if (lx < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset.r); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset.g); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset.b); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset.a); afpmat4 k = afpmat4( buffer_ld4(weight_data, w_offset + 0), buffer_ld4(weight_data, w_offset + 1), buffer_ld4(weight_data, w_offset + 2), buffer_ld4(weight_data, w_offset + 3) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; w_offset += 4; } #endif #endif #if NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st4(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st4(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st4(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st4(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st4(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st4(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st4(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int outsize = psc(outw) * psc(outh); const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 coopmat sum0; coopmat sum1; coopmat sum2; coopmat sum3; if (bias_term == 1) { coopmat bias0; coopmat bias1; coopMatLoad(bias0, bias_data, gy, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias1, bias_data, gy + 4, 0, gl_CooperativeMatrixLayoutRowMajor); sum0 = coopmat(bias0); sum1 = coopmat(bias0); sum2 = coopmat(bias1); sum3 = coopmat(bias1); } else { sum0 = coopmat(0.f); sum1 = coopmat(0.f); sum2 = coopmat(0.f); sum3 = coopmat(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) / 4 * maxk; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int sz = (z + lxd16) / maxk; const int kk = (z + lxd16) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec2 gx16 = gx + lxm16 + ivec2(0, 16); const ivec2 sy16 = gx16 / psc(outw); const ivec2 sx16 = gx16 % psc(outw); const ivec2 sxs16 = sx16 * stride_w; const ivec2 sys16 = sy16 * stride_h; const ivec2 v_offset = (sz * 4 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_i] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v1[tmp_i] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); int w_offset = gy * psc(c) * 4 * maxk + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * maxk * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int sz = (z + lxd16) / maxk; const int kk = (z + lxd16) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec2 gx16 = gx + lxm16 + ivec2(0, 16); const ivec2 sy16 = gx16 / psc(outw); const ivec2 sx16 = gx16 % psc(outw); const ivec2 sxs16 = sx16 * stride_w; const ivec2 sys16 = sy16 * stride_h; const ivec2 v_offset = (sz * 4 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_i] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v1[tmp_i] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); int w_offset = gy * psc(c) * 4 * maxk + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * maxk * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (gx >= outsize || gy >= psc(outc)) return; coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopMatStore(sum0_fp16, tmp_v0, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; uvec2 sum0_u2 = tmp_v0[tmp_vi]; uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); const int gi = (gy + lxd16 * 4 + j) * psc(outcstep) + (gx + lxm16); if (gy + lxd16 * 4 + j < psc(outc)) { if (gx + lxm16 < psc(outcstep)) buffer_st4(top_blob_data, gi, sum0); if (gx + lxm16 + 16 < psc(outcstep)) buffer_st4(top_blob_data, gi + 16, sum1); } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int outsize = psc(outw) * psc(outh); const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 coopmat sum0; coopmat sum1; coopmat sum2; coopmat sum3; coopmat sum4; coopmat sum5; coopmat sum6; coopmat sum7; if (bias_term == 1) { coopmat bias0; coopmat bias1; coopmat bias2; coopmat bias3; coopMatLoad(bias0, bias_data, gy, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias1, bias_data, gy + 2, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias2, bias_data, gy + 4, 0, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(bias3, bias_data, gy + 6, 0, gl_CooperativeMatrixLayoutRowMajor); sum0 = coopmat(bias0); sum1 = coopmat(bias0); sum2 = coopmat(bias1); sum3 = coopmat(bias1); sum4 = coopmat(bias2); sum5 = coopmat(bias2); sum6 = coopmat(bias3); sum7 = coopmat(bias3); } else { sum0 = coopmat(0.f); sum1 = coopmat(0.f); sum2 = coopmat(0.f); sum3 = coopmat(0.f); sum4 = coopmat(0.f); sum5 = coopmat(0.f); sum6 = coopmat(0.f); sum7 = coopmat(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) / 2 * maxk; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; const int sz = (z + lxd8) / maxk; const int kk = (z + lxd8) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 gx16 = gx + lxm8 + ivec4(0, 8, 16, 24); const ivec4 sy16 = gx16 / psc(outw); const ivec4 sx16 = gx16 % psc(outw); const ivec4 sxs16 = sx16 * stride_w; const ivec4 sys16 = sy16 * stride_h; const ivec4 v_offset = (sz * 2 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_vi] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v0[tmp_vi + 16] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); tmp_v1[tmp_vi] = gx16.b < psc(outcstep) ? bottom_blob_data[v_offset.b] : uvec2(0); tmp_v1[tmp_vi + 16] = gx16.a < psc(outcstep) ? bottom_blob_data[v_offset.a] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 * maxk + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; const int sz = (z + lxd8) / maxk; const int kk = (z + lxd8) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 gx16 = gx + lxm8 + ivec4(0, 8, 16, 24); const ivec4 sy16 = gx16 / psc(outw); const ivec4 sx16 = gx16 % psc(outw); const ivec4 sxs16 = sx16 * stride_w; const ivec4 sys16 = sy16 * stride_h; const ivec4 v_offset = (sz * 2 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_vi] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v0[tmp_vi + 16] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); tmp_v1[tmp_vi] = gx16.b < psc(outcstep) ? bottom_blob_data[v_offset.b] : uvec2(0); tmp_v1[tmp_vi + 16] = gx16.a < psc(outcstep) ? bottom_blob_data[v_offset.a] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 * maxk + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (gx >= outsize || gy >= psc(outc)) return; coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopmat sum4_fp16 = coopmat(sum4); coopmat sum5_fp16 = coopmat(sum5); coopmat sum6_fp16 = coopmat(sum6); coopmat sum7_fp16 = coopmat(sum7); coopMatStore(sum0_fp16, tmp_v0, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum4_fp16, tmp_v0, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum5_fp16, tmp_v1, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum6_fp16, tmp_v0, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum7_fp16, tmp_v1, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = (gy + lxd16 + j*2) * psc(outcstep) + (gx + lxm16); if (gy + j * 2 + lxd16 < psc(outc)) { if (gx + lxm16 < psc(outcstep)) { uvec2 sum0_u2 = tmp_v0[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi, sum0); } if (gx + lxm16 + 16 < psc(outcstep)) { uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi + 16, sum1); } } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int outsize = psc(outw) * psc(outh); const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum0; fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum1; fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum2; fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum3; if (bias_term == 1) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> bias0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> bias1; coopMatLoadNV(bias0, bias_data, gy, 0, false); coopMatLoadNV(bias1, bias_data, gy + 4, 0, false); sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias0); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias0); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias1); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(bias1); } else { sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) / 4 * maxk; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int sz = (z + lxd16) / maxk; const int kk = (z + lxd16) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec2 gx16 = gx + lxm16 + ivec2(0, 16); const ivec2 sy16 = gx16 / psc(outw); const ivec2 sx16 = gx16 % psc(outw); const ivec2 sxs16 = sx16 * stride_w; const ivec2 sys16 = sy16 * stride_h; const ivec2 v_offset = (sz * 4 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_i] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v1[tmp_i] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); int w_offset = gy * psc(c) * 4 * maxk + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * maxk * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int sz = (z + lxd16) / maxk; const int kk = (z + lxd16) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec2 gx16 = gx + lxm16 + ivec2(0, 16); const ivec2 sy16 = gx16 / psc(outw); const ivec2 sx16 = gx16 % psc(outw); const ivec2 sxs16 = sx16 * stride_w; const ivec2 sys16 = sy16 * stride_h; const ivec2 v_offset = (sz * 4 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_i] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v1[tmp_i] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); int w_offset = gy * psc(c) * 4 * maxk + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * maxk * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (gx >= outsize || gy >= psc(outc)) return; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum3); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 4, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 4, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*4, 4, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*4, 4, false); barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; uvec2 sum0_u2 = tmp_v0[tmp_vi]; uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); const int gi = (gy + lxd16 * 4 + j) * psc(outcstep) + (gx + lxm16); if (gy + lxd16 * 4 + j < psc(outc)) { if (gx + lxm16 < psc(outcstep)) buffer_st4(top_blob_data, gi, sum0); if (gx + lxm16 + 16 < psc(outcstep)) buffer_st4(top_blob_data, gi + 16, sum1); } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { uvec2 bias_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int outsize = psc(outw) * psc(outh); const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum0; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum1; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum2; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum3; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum4; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum5; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum6; fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum7; if (bias_term == 1) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias1; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias2; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> bias3; coopMatLoadNV(bias0, bias_data, gy, 0, false); coopMatLoadNV(bias1, bias_data, gy + 2, 0, false); coopMatLoadNV(bias2, bias_data, gy + 4, 0, false); coopMatLoadNV(bias3, bias_data, gy + 6, 0, false); sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias0); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias0); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias1); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias1); sum4 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias2); sum5 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias2); sum6 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias3); sum7 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(bias3); } else { sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum4 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum5 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum6 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); sum7 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) / 2 * maxk; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; const int sz = (z + lxd8) / maxk; const int kk = (z + lxd8) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 gx16 = gx + lxm8 + ivec4(0, 8, 16, 24); const ivec4 sy16 = gx16 / psc(outw); const ivec4 sx16 = gx16 % psc(outw); const ivec4 sxs16 = sx16 * stride_w; const ivec4 sys16 = sy16 * stride_h; const ivec4 v_offset = (sz * 2 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_vi] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v0[tmp_vi + 16] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); tmp_v1[tmp_vi] = gx16.b < psc(outcstep) ? bottom_blob_data[v_offset.b] : uvec2(0); tmp_v1[tmp_vi + 16] = gx16.a < psc(outcstep) ? bottom_blob_data[v_offset.a] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 * maxk + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; const int sz = (z + lxd8) / maxk; const int kk = (z + lxd8) % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 gx16 = gx + lxm8 + ivec4(0, 8, 16, 24); const ivec4 sy16 = gx16 / psc(outw); const ivec4 sx16 = gx16 % psc(outw); const ivec4 sxs16 = sx16 * stride_w; const ivec4 sys16 = sy16 * stride_h; const ivec4 v_offset = (sz * 2 + j) * psc(cstep) + (sys16 + ky * dilation_h) * psc(w) + sxs16 + kx * dilation_w; tmp_v0[tmp_vi] = gx16.r < psc(outcstep) ? bottom_blob_data[v_offset.r] : uvec2(0); tmp_v0[tmp_vi + 16] = gx16.g < psc(outcstep) ? bottom_blob_data[v_offset.g] : uvec2(0); tmp_v1[tmp_vi] = gx16.b < psc(outcstep) ? bottom_blob_data[v_offset.b] : uvec2(0); tmp_v1[tmp_vi + 16] = gx16.a < psc(outcstep) ? bottom_blob_data[v_offset.a] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 * maxk + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * maxk * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (gx >= outsize || gy >= psc(outc)) return; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum3); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum4_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum4); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum5_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum5); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum6_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum6); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum7_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum7); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 2, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 2, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*2, 2, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*2, 2, false); coopMatStoreNV(sum4_fp16, tmp_v0, 16*4, 2, false); coopMatStoreNV(sum5_fp16, tmp_v1, 16*4, 2, false); coopMatStoreNV(sum6_fp16, tmp_v0, 16*6, 2, false); coopMatStoreNV(sum7_fp16, tmp_v1, 16*6, 2, false); barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = (gy + lxd16 + j*2) * psc(outcstep) + (gx + lxm16); if (gy + j * 2 + lxd16 < psc(outc)) { if (gx + lxm16 < psc(outcstep)) { uvec2 sum0_u2 = tmp_v0[tmp_vi]; afpvec4 sum0 = afpvec4(unpackHalf2x16(sum0_u2.x), unpackHalf2x16(sum0_u2.y)); sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi, sum0); } if (gx + lxm16 + 16 < psc(outcstep)) { uvec2 sum1_u2 = tmp_v1[tmp_vi]; afpvec4 sum1 = afpvec4(unpackHalf2x16(sum1_u2.x), unpackHalf2x16(sum1_u2.y)); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); buffer_st4(top_blob_data, gi + 16, sum1); } } } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afp sum0; afp sum1; afp sum2; afp sum3; afp sum4; afp sum5; afp sum6; afp sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld1(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld1(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld1(bias_data, gz2.x); sum4 = buffer_ld1(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); sum4 = afp(0.f); sum5 = afp(0.f); sum6 = afp(0.f); sum7 = afp(0.f); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx.x, sy.x, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx.y, sy.x, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx.x, sy.y, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(wx, z, gz2.x)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(wx, z, gz2.y)); sum0 += dot(v0, k0); sum1 += dot(v1, k0); sum2 += dot(v2, k0); sum3 += dot(v3, k0); sum4 += dot(v0, k1); sum5 += dot(v1, k1); sum6 += dot(v2, k1); sum7 += dot(v3, k1); sx += dilation_w; wx += 1; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset.r + x * dilation_w); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset.g + x * dilation_w); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset.b + x * dilation_w); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset.a + x * dilation_w); afpvec4 k0 = buffer_ld4(weight_data, w_offset.x + x); afpvec4 k1 = buffer_ld4(weight_data, w_offset.y + x); sum0 += dot(v0, k0); sum1 += dot(v1, k0); sum2 += dot(v2, k0); sum3 += dot(v3, k0); sum4 += dot(v0, k1); sum5 += dot(v1, k1); sum6 += dot(v2, k1); sum7 += dot(v3, k1); } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afp(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afp(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afp(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afp(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st1(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st1(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st1(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st1(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st1(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st1(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st1(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st1(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st1(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st1(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else #if !NCNN_shader_local_memory if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif #endif afp sum0; afp sum1; afp sum2; afp sum3; if (bias_term == 1) { #if NCNN_image_shader afp b = image3d_ld1(bias_blob, ivec3(gy, 0, 0)); #else afp b = buffer_ld1(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec4 k = image3d_ld4(weight_blob, ivec3(0, z, gy)); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } #else int w_offset = gy * psc(c); int v_offset = gx; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } } #else for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset + 3); afpvec4 k = buffer_ld4(weight_data, w_offset); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); w_offset += 1; v_offset += psc(cstep); } #endif #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st1(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st1(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st1(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else #if NCNN_shader_local_memory if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif int gi = gy * psc(outcstep) + gx; buffer_st1(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st1(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st1(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st1(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfpvec4 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfp top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec4 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif afp sum0 = afp(0.f); afp sum1 = afp(0.f); afp sum2 = afp(0.f); afp sum3 = afp(0.f); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_tm_blob, ivec3(gx + 0, z, gz)); afpvec4 v1 = image3d_ld4(bottom_tm_blob, ivec3(gx + 1, z, gz)); afpvec4 v2 = image3d_ld4(bottom_tm_blob, ivec3(gx + 2, z, gz)); afpvec4 v3 = image3d_ld4(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec4 k = image3d_ld4(weight_tm_blob, ivec3(z, gy, gz)); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } #else int v_offset = gz * psc(cstep) + gx; int w_offset = gz * psc(c) * psc(outc) + gy * psc(c); #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_tm_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(outw); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_tm_blob_data[v_offset + z4 * psc(outw) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_tm_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } } #else for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_tm_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_tm_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_tm_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_tm_blob_data, v_offset + 3); afpvec4 k = buffer_ld4(weight_tm_data, w_offset); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); v_offset += psc(outw); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; #endif #if NCNN_image_shader image3d_st1(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st1(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st1(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st1(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); #if !NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif afp sum0; afp sum1; afp sum2; afp sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld1(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld1(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x4.r, y4.r, sz)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x4.g, y4.g, sz)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x4.b, y4.b, sz)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec4 k = image3d_ld4(weight_blob, ivec3(z, gy, 0)); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } #else int w_offset = gy * N; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < N; z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < N) { const int remain = N - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { const int sz = (z + z4) / maxk; const int k = (z + z4) % maxk; const int ky = k / kernel_w; const int kx = k % kernel_w; const int v_offset = sz * psc(cstep) + (sys4[ly] + ky * dilation_h) * psc(w) + sxs4[ly] + kx * dilation_w; tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } } #else for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset.r); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset.g); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset.b); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset.a); afpvec4 k = buffer_ld4(weight_data, w_offset); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= outsize || gy >= psc(outc)) return; #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st1(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st1(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st1(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st1(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st1(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st1(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st1(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; afpvec8 sum4; afpvec8 sum5; afpvec8 sum6; afpvec8 sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld8(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld8(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld8(bias_data, gz2.x); sum4 = buffer_ld8(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum4 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum5 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum6 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum7 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx.x, sy.x, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx.y, sy.x, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx.x, sy.y, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(wx + 0, z, gz2.x)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(wx + 1, z, gz2.x)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(wx + 2, z, gz2.x)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(wx + 3, z, gz2.x)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(wx + 4, z, gz2.x)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(wx + 5, z, gz2.x)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(wx + 6, z, gz2.x)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(wx + 7, z, gz2.x)); afpvec4 k8 = image3d_ld4(weight_blob, ivec3(wx + 0, z, gz2.y)); afpvec4 k9 = image3d_ld4(weight_blob, ivec3(wx + 1, z, gz2.y)); afpvec4 ka = image3d_ld4(weight_blob, ivec3(wx + 2, z, gz2.y)); afpvec4 kb = image3d_ld4(weight_blob, ivec3(wx + 3, z, gz2.y)); afpvec4 kc = image3d_ld4(weight_blob, ivec3(wx + 4, z, gz2.y)); afpvec4 kd = image3d_ld4(weight_blob, ivec3(wx + 5, z, gz2.y)); afpvec4 ke = image3d_ld4(weight_blob, ivec3(wx + 6, z, gz2.y)); afpvec4 kf = image3d_ld4(weight_blob, ivec3(wx + 7, z, gz2.y)); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); sum4[0].r += dot(v0, k8); sum4[0].g += dot(v0, k9); sum4[0].b += dot(v0, ka); sum4[0].a += dot(v0, kb); sum4[1].r += dot(v0, kc); sum4[1].g += dot(v0, kd); sum4[1].b += dot(v0, ke); sum4[1].a += dot(v0, kf); sum5[0].r += dot(v1, k8); sum5[0].g += dot(v1, k9); sum5[0].b += dot(v1, ka); sum5[0].a += dot(v1, kb); sum5[1].r += dot(v1, kc); sum5[1].g += dot(v1, kd); sum5[1].b += dot(v1, ke); sum5[1].a += dot(v1, kf); sum6[0].r += dot(v2, k8); sum6[0].g += dot(v2, k9); sum6[0].b += dot(v2, ka); sum6[0].a += dot(v2, kb); sum6[1].r += dot(v2, kc); sum6[1].g += dot(v2, kd); sum6[1].b += dot(v2, ke); sum6[1].a += dot(v2, kf); sum7[0].r += dot(v3, k8); sum7[0].g += dot(v3, k9); sum7[0].b += dot(v3, ka); sum7[0].a += dot(v3, kb); sum7[1].r += dot(v3, kc); sum7[1].g += dot(v3, kd); sum7[1].b += dot(v3, ke); sum7[1].a += dot(v3, kf); sx += dilation_w; wx += 8; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset.r + x * dilation_w); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset.g + x * dilation_w); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset.b + x * dilation_w); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset.a + x * dilation_w); afpvec4 k0 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 0); afpvec4 k1 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 1); afpvec4 k2 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 2); afpvec4 k3 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 3); afpvec4 k4 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 4); afpvec4 k5 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 5); afpvec4 k6 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 6); afpvec4 k7 = buffer_ld4(weight_data, (w_offset.x + x) * 8 + 7); afpvec4 k8 = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 0); afpvec4 k9 = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 1); afpvec4 ka = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 2); afpvec4 kb = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 3); afpvec4 kc = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 4); afpvec4 kd = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 5); afpvec4 ke = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 6); afpvec4 kf = buffer_ld4(weight_data, (w_offset.y + x) * 8 + 7); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); sum4[0].r += dot(v0, k8); sum4[0].g += dot(v0, k9); sum4[0].b += dot(v0, ka); sum4[0].a += dot(v0, kb); sum4[1].r += dot(v0, kc); sum4[1].g += dot(v0, kd); sum4[1].b += dot(v0, ke); sum4[1].a += dot(v0, kf); sum5[0].r += dot(v1, k8); sum5[0].g += dot(v1, k9); sum5[0].b += dot(v1, ka); sum5[0].a += dot(v1, kb); sum5[1].r += dot(v1, kc); sum5[1].g += dot(v1, kd); sum5[1].b += dot(v1, ke); sum5[1].a += dot(v1, kf); sum6[0].r += dot(v2, k8); sum6[0].g += dot(v2, k9); sum6[0].b += dot(v2, ka); sum6[0].a += dot(v2, kb); sum6[1].r += dot(v2, kc); sum6[1].g += dot(v2, kd); sum6[1].b += dot(v2, ke); sum6[1].a += dot(v2, kf); sum7[0].r += dot(v3, k8); sum7[0].g += dot(v3, k9); sum7[0].b += dot(v3, ka); sum7[0].a += dot(v3, kb); sum7[1].r += dot(v3, kc); sum7[1].g += dot(v3, kd); sum7[1].b += dot(v3, ke); sum7[1].a += dot(v3, kf); } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afpvec8(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afpvec8(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afpvec8(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afpvec8(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st8(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st8(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st8(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st8(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st8(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st8(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st8(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st8(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st8(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st8(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; if (bias_term == 1) { #if NCNN_image_shader afpvec8 b = image3d_ld8(bias_blob, ivec3(gy, 0, 0)); #else afpvec8 b = buffer_ld8(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(0, z, gy)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(1, z, gy)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(2, z, gy)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(3, z, gy)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(4, z, gy)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(5, z, gy)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(6, z, gy)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(7, z, gy)); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); } #else int w_offset = gy * psc(c) * 8; int v_offset = gx; for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset + 3); afpvec4 k0 = buffer_ld4(weight_data, w_offset + 0); afpvec4 k1 = buffer_ld4(weight_data, w_offset + 1); afpvec4 k2 = buffer_ld4(weight_data, w_offset + 2); afpvec4 k3 = buffer_ld4(weight_data, w_offset + 3); afpvec4 k4 = buffer_ld4(weight_data, w_offset + 4); afpvec4 k5 = buffer_ld4(weight_data, w_offset + 5); afpvec4 k6 = buffer_ld4(weight_data, w_offset + 6); afpvec4 k7 = buffer_ld4(weight_data, w_offset + 7); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); w_offset += 8; v_offset += psc(cstep); } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st8(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st8(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st8(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else int gi = gy * psc(outcstep) + gx; buffer_st8(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st8(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st8(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st8(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfpvec4 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfpvec8 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec4 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; afpvec8 sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_tm_blob, ivec3(gx + 0, z, gz)); afpvec4 v1 = image3d_ld4(bottom_tm_blob, ivec3(gx + 1, z, gz)); afpvec4 v2 = image3d_ld4(bottom_tm_blob, ivec3(gx + 2, z, gz)); afpvec4 v3 = image3d_ld4(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec4 k0 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 0, gy, gz)); afpvec4 k1 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 1, gy, gz)); afpvec4 k2 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 2, gy, gz)); afpvec4 k3 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 3, gy, gz)); afpvec4 k4 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 4, gy, gz)); afpvec4 k5 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 5, gy, gz)); afpvec4 k6 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 6, gy, gz)); afpvec4 k7 = image3d_ld4(weight_tm_blob, ivec3(z * 8 + 7, gy, gz)); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); } #else int v_offset = gz * psc(cstep) + gx; int w_offset = (gz * psc(c) * psc(outc) + gy * psc(c)) * 8; for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_tm_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_tm_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_tm_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_tm_blob_data, v_offset + 3); afpvec4 k0 = buffer_ld4(weight_tm_data, w_offset + 0); afpvec4 k1 = buffer_ld4(weight_tm_data, w_offset + 1); afpvec4 k2 = buffer_ld4(weight_tm_data, w_offset + 2); afpvec4 k3 = buffer_ld4(weight_tm_data, w_offset + 3); afpvec4 k4 = buffer_ld4(weight_tm_data, w_offset + 4); afpvec4 k5 = buffer_ld4(weight_tm_data, w_offset + 5); afpvec4 k6 = buffer_ld4(weight_tm_data, w_offset + 6); afpvec4 k7 = buffer_ld4(weight_tm_data, w_offset + 7); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); v_offset += psc(outw); w_offset += 8; } #endif #if NCNN_image_shader image3d_st8(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st8(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st8(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st8(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); if (gx >= outsize || gy >= psc(outc)) return; afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld8(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld8(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x4.r, y4.r, sz)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x4.g, y4.g, sz)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x4.b, y4.b, sz)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(z * 8 + 0, gy, 0)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(z * 8 + 1, gy, 0)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(z * 8 + 2, gy, 0)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(z * 8 + 3, gy, 0)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(z * 8 + 4, gy, 0)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(z * 8 + 5, gy, 0)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(z * 8 + 6, gy, 0)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(z * 8 + 7, gy, 0)); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); } #else int w_offset = gy * N * 8; for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset.r); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset.g); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset.b); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset.a); afpvec4 k0 = buffer_ld4(weight_data, w_offset + 0); afpvec4 k1 = buffer_ld4(weight_data, w_offset + 1); afpvec4 k2 = buffer_ld4(weight_data, w_offset + 2); afpvec4 k3 = buffer_ld4(weight_data, w_offset + 3); afpvec4 k4 = buffer_ld4(weight_data, w_offset + 4); afpvec4 k5 = buffer_ld4(weight_data, w_offset + 5); afpvec4 k6 = buffer_ld4(weight_data, w_offset + 6); afpvec4 k7 = buffer_ld4(weight_data, w_offset + 7); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); w_offset += 8; } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st8(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st8(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st8(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st8(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st8(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st8(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st8(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; afpvec8 sum4; afpvec8 sum5; afpvec8 sum6; afpvec8 sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld8(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld8(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld8(bias_data, gz2.x); sum4 = buffer_ld8(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum4 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum5 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum6 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum7 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx.x, sy.x, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx.y, sy.x, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx.x, sy.y, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, z, gz2.x)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, z, gz2.x)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, z, gz2.x)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, z, gz2.x)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(wx + 4, z, gz2.x)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(wx + 5, z, gz2.x)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(wx + 6, z, gz2.x)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(wx + 7, z, gz2.x)); afpvec8 k8 = image3d_ld8(weight_blob, ivec3(wx + 0, z, gz2.y)); afpvec8 k9 = image3d_ld8(weight_blob, ivec3(wx + 1, z, gz2.y)); afpvec8 ka = image3d_ld8(weight_blob, ivec3(wx + 2, z, gz2.y)); afpvec8 kb = image3d_ld8(weight_blob, ivec3(wx + 3, z, gz2.y)); afpvec8 kc = image3d_ld8(weight_blob, ivec3(wx + 4, z, gz2.y)); afpvec8 kd = image3d_ld8(weight_blob, ivec3(wx + 5, z, gz2.y)); afpvec8 ke = image3d_ld8(weight_blob, ivec3(wx + 6, z, gz2.y)); afpvec8 kf = image3d_ld8(weight_blob, ivec3(wx + 7, z, gz2.y)); // sum += v * k; sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); sum4[0].r += dot(v0[0], k8[0]) + dot(v0[1], k8[1]); sum4[0].g += dot(v0[0], k9[0]) + dot(v0[1], k9[1]); sum4[0].b += dot(v0[0], ka[0]) + dot(v0[1], ka[1]); sum4[0].a += dot(v0[0], kb[0]) + dot(v0[1], kb[1]); sum4[1].r += dot(v0[0], kc[0]) + dot(v0[1], kc[1]); sum4[1].g += dot(v0[0], kd[0]) + dot(v0[1], kd[1]); sum4[1].b += dot(v0[0], ke[0]) + dot(v0[1], ke[1]); sum4[1].a += dot(v0[0], kf[0]) + dot(v0[1], kf[1]); sum5[0].r += dot(v1[0], k8[0]) + dot(v1[1], k8[1]); sum5[0].g += dot(v1[0], k9[0]) + dot(v1[1], k9[1]); sum5[0].b += dot(v1[0], ka[0]) + dot(v1[1], ka[1]); sum5[0].a += dot(v1[0], kb[0]) + dot(v1[1], kb[1]); sum5[1].r += dot(v1[0], kc[0]) + dot(v1[1], kc[1]); sum5[1].g += dot(v1[0], kd[0]) + dot(v1[1], kd[1]); sum5[1].b += dot(v1[0], ke[0]) + dot(v1[1], ke[1]); sum5[1].a += dot(v1[0], kf[0]) + dot(v1[1], kf[1]); sum6[0].r += dot(v2[0], k8[0]) + dot(v2[1], k8[1]); sum6[0].g += dot(v2[0], k9[0]) + dot(v2[1], k9[1]); sum6[0].b += dot(v2[0], ka[0]) + dot(v2[1], ka[1]); sum6[0].a += dot(v2[0], kb[0]) + dot(v2[1], kb[1]); sum6[1].r += dot(v2[0], kc[0]) + dot(v2[1], kc[1]); sum6[1].g += dot(v2[0], kd[0]) + dot(v2[1], kd[1]); sum6[1].b += dot(v2[0], ke[0]) + dot(v2[1], ke[1]); sum6[1].a += dot(v2[0], kf[0]) + dot(v2[1], kf[1]); sum7[0].r += dot(v3[0], k8[0]) + dot(v3[1], k8[1]); sum7[0].g += dot(v3[0], k9[0]) + dot(v3[1], k9[1]); sum7[0].b += dot(v3[0], ka[0]) + dot(v3[1], ka[1]); sum7[0].a += dot(v3[0], kb[0]) + dot(v3[1], kb[1]); sum7[1].r += dot(v3[0], kc[0]) + dot(v3[1], kc[1]); sum7[1].g += dot(v3[0], kd[0]) + dot(v3[1], kd[1]); sum7[1].b += dot(v3[0], ke[0]) + dot(v3[1], ke[1]); sum7[1].a += dot(v3[0], kf[0]) + dot(v3[1], kf[1]); sx += dilation_w; wx += 8; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset.r + x * dilation_w); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset.g + x * dilation_w); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset.b + x * dilation_w); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset.a + x * dilation_w); afpvec8 k0 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 0); afpvec8 k1 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 1); afpvec8 k2 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 2); afpvec8 k3 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 3); afpvec8 k4 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 4); afpvec8 k5 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 5); afpvec8 k6 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 6); afpvec8 k7 = buffer_ld8(weight_data, (w_offset.x + x) * 8 + 7); afpvec8 k8 = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 0); afpvec8 k9 = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 1); afpvec8 ka = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 2); afpvec8 kb = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 3); afpvec8 kc = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 4); afpvec8 kd = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 5); afpvec8 ke = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 6); afpvec8 kf = buffer_ld8(weight_data, (w_offset.y + x) * 8 + 7); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); sum4[0].r += dot(v0[0], k8[0]) + dot(v0[1], k8[1]); sum4[0].g += dot(v0[0], k9[0]) + dot(v0[1], k9[1]); sum4[0].b += dot(v0[0], ka[0]) + dot(v0[1], ka[1]); sum4[0].a += dot(v0[0], kb[0]) + dot(v0[1], kb[1]); sum4[1].r += dot(v0[0], kc[0]) + dot(v0[1], kc[1]); sum4[1].g += dot(v0[0], kd[0]) + dot(v0[1], kd[1]); sum4[1].b += dot(v0[0], ke[0]) + dot(v0[1], ke[1]); sum4[1].a += dot(v0[0], kf[0]) + dot(v0[1], kf[1]); sum5[0].r += dot(v1[0], k8[0]) + dot(v1[1], k8[1]); sum5[0].g += dot(v1[0], k9[0]) + dot(v1[1], k9[1]); sum5[0].b += dot(v1[0], ka[0]) + dot(v1[1], ka[1]); sum5[0].a += dot(v1[0], kb[0]) + dot(v1[1], kb[1]); sum5[1].r += dot(v1[0], kc[0]) + dot(v1[1], kc[1]); sum5[1].g += dot(v1[0], kd[0]) + dot(v1[1], kd[1]); sum5[1].b += dot(v1[0], ke[0]) + dot(v1[1], ke[1]); sum5[1].a += dot(v1[0], kf[0]) + dot(v1[1], kf[1]); sum6[0].r += dot(v2[0], k8[0]) + dot(v2[1], k8[1]); sum6[0].g += dot(v2[0], k9[0]) + dot(v2[1], k9[1]); sum6[0].b += dot(v2[0], ka[0]) + dot(v2[1], ka[1]); sum6[0].a += dot(v2[0], kb[0]) + dot(v2[1], kb[1]); sum6[1].r += dot(v2[0], kc[0]) + dot(v2[1], kc[1]); sum6[1].g += dot(v2[0], kd[0]) + dot(v2[1], kd[1]); sum6[1].b += dot(v2[0], ke[0]) + dot(v2[1], ke[1]); sum6[1].a += dot(v2[0], kf[0]) + dot(v2[1], kf[1]); sum7[0].r += dot(v3[0], k8[0]) + dot(v3[1], k8[1]); sum7[0].g += dot(v3[0], k9[0]) + dot(v3[1], k9[1]); sum7[0].b += dot(v3[0], ka[0]) + dot(v3[1], ka[1]); sum7[0].a += dot(v3[0], kb[0]) + dot(v3[1], kb[1]); sum7[1].r += dot(v3[0], kc[0]) + dot(v3[1], kc[1]); sum7[1].g += dot(v3[0], kd[0]) + dot(v3[1], kd[1]); sum7[1].b += dot(v3[0], ke[0]) + dot(v3[1], ke[1]); sum7[1].a += dot(v3[0], kf[0]) + dot(v3[1], kf[1]); } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afpvec8(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afpvec8(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afpvec8(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afpvec8(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st8(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st8(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st8(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st8(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st8(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st8(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st8(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st8(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st8(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st8(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st8(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; if (bias_term == 1) { #if NCNN_image_shader afpvec8 b = image3d_ld8(bias_blob, ivec3(gy, 0, 0)); #else afpvec8 b = buffer_ld8(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(0, z, gy)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(1, z, gy)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(2, z, gy)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(3, z, gy)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(4, z, gy)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(5, z, gy)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(6, z, gy)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(7, z, gy)); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); } #else int w_offset = gy * psc(c) * 8; int v_offset = gx; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset + 3); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); afpvec8 k4 = buffer_ld8(weight_data, w_offset + 4); afpvec8 k5 = buffer_ld8(weight_data, w_offset + 5); afpvec8 k6 = buffer_ld8(weight_data, w_offset + 6); afpvec8 k7 = buffer_ld8(weight_data, w_offset + 7); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); w_offset += 8; v_offset += psc(cstep); } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st8(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st8(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st8(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else int gi = gy * psc(outcstep) + gx; buffer_st8(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st8(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st8(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st8(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 6) const int block_y = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D bottom_tm_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer bottom_tm_blob { sfpvec8 bottom_tm_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outcstep; int block_x; int block_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 4x4 int sx = gx * 2; int sy = gy * 2; #if NCNN_image_shader afpvec8 v00 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afpvec8 v01 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afpvec8 v02 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afpvec8 v03 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 0, gz)); afpvec8 v10 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afpvec8 v11 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afpvec8 v12 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afpvec8 v13 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 1, gz)); afpvec8 v20 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afpvec8 v21 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afpvec8 v22 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afpvec8 v23 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 2, gz)); afpvec8 v30 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 3, gz)); afpvec8 v31 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 3, gz)); afpvec8 v32 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 3, gz)); afpvec8 v33 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 3, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * psc(w); afpvec8 v00 = buffer_ld8(bottom_blob_data, v_offset.r + 0); afpvec8 v01 = sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v02 = sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v03 = sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v10 = sy + 1 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset.g + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v11 = sy + 1 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v12 = sy + 1 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v13 = sy + 1 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v20 = sy + 2 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset.b + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v21 = sy + 2 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v22 = sy + 2 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v23 = sy + 2 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v30 = sy + 3 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset.a + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v31 = sy + 3 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v32 = sy + 3 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v33 = sy + 3 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); #endif // const float itm[4][4] = { // {1.0f, 0.0f, -1.0f, 0.0f}, // {0.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, -1.0f, 1.0f, 0.0f}, // {0.0f, -1.0f, 0.0f, 1.0f} // }; // implicit transpose afpvec8 m00 = v00 - v02; afpvec8 m01 = v10 - v12; afpvec8 m02 = v20 - v22; afpvec8 m03 = v30 - v32; afpvec8 m10 = v02 + v01; afpvec8 m11 = v12 + v11; afpvec8 m12 = v22 + v21; afpvec8 m13 = v32 + v31; afpvec8 m20 = v02 - v01; afpvec8 m21 = v12 - v11; afpvec8 m22 = v22 - v21; afpvec8 m23 = v32 - v31; afpvec8 m30 = v03 - v01; afpvec8 m31 = v13 - v11; afpvec8 m32 = v23 - v21; afpvec8 m33 = v33 - v31; v00 = m00 - m02; v10 = m10 - m12; v20 = m20 - m22; v30 = m30 - m32; v01 = m02 + m01; v11 = m12 + m11; v21 = m22 + m21; v31 = m32 + m31; v02 = m02 - m01; v12 = m12 - m11; v22 = m22 - m21; v32 = m32 - m31; v03 = m03 - m01; v13 = m13 - m11; v23 = m23 - m21; v33 = m33 - m31; // store 16 #if NCNN_image_shader int x = gy * psc(block_x) + gx; image3d_st8(bottom_tm_blob, ivec3(x, gz, 0), v00); image3d_st8(bottom_tm_blob, ivec3(x, gz, 1), v01); image3d_st8(bottom_tm_blob, ivec3(x, gz, 2), v02); image3d_st8(bottom_tm_blob, ivec3(x, gz, 3), v03); image3d_st8(bottom_tm_blob, ivec3(x, gz, 4), v10); image3d_st8(bottom_tm_blob, ivec3(x, gz, 5), v11); image3d_st8(bottom_tm_blob, ivec3(x, gz, 6), v12); image3d_st8(bottom_tm_blob, ivec3(x, gz, 7), v13); image3d_st8(bottom_tm_blob, ivec3(x, gz, 8), v20); image3d_st8(bottom_tm_blob, ivec3(x, gz, 9), v21); image3d_st8(bottom_tm_blob, ivec3(x, gz, 10), v22); image3d_st8(bottom_tm_blob, ivec3(x, gz, 11), v23); image3d_st8(bottom_tm_blob, ivec3(x, gz, 12), v30); image3d_st8(bottom_tm_blob, ivec3(x, gz, 13), v31); image3d_st8(bottom_tm_blob, ivec3(x, gz, 14), v32); image3d_st8(bottom_tm_blob, ivec3(x, gz, 15), v33); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; buffer_st8(bottom_tm_blob_data, v_tm_offset + 0 * psc(outcstep), v00); buffer_st8(bottom_tm_blob_data, v_tm_offset + 1 * psc(outcstep), v01); buffer_st8(bottom_tm_blob_data, v_tm_offset + 2 * psc(outcstep), v02); buffer_st8(bottom_tm_blob_data, v_tm_offset + 3 * psc(outcstep), v03); buffer_st8(bottom_tm_blob_data, v_tm_offset + 4 * psc(outcstep), v10); buffer_st8(bottom_tm_blob_data, v_tm_offset + 5 * psc(outcstep), v11); buffer_st8(bottom_tm_blob_data, v_tm_offset + 6 * psc(outcstep), v12); buffer_st8(bottom_tm_blob_data, v_tm_offset + 7 * psc(outcstep), v13); buffer_st8(bottom_tm_blob_data, v_tm_offset + 8 * psc(outcstep), v20); buffer_st8(bottom_tm_blob_data, v_tm_offset + 9 * psc(outcstep), v21); buffer_st8(bottom_tm_blob_data, v_tm_offset + 10 * psc(outcstep), v22); buffer_st8(bottom_tm_blob_data, v_tm_offset + 11 * psc(outcstep), v23); buffer_st8(bottom_tm_blob_data, v_tm_offset + 12 * psc(outcstep), v30); buffer_st8(bottom_tm_blob_data, v_tm_offset + 13 * psc(outcstep), v31); buffer_st8(bottom_tm_blob_data, v_tm_offset + 14 * psc(outcstep), v32); buffer_st8(bottom_tm_blob_data, v_tm_offset + 15 * psc(outcstep), v33); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 3) const int block_y = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D top_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer top_tm_blob { sfpvec8 top_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int block_x; int block_y; int outw; int outh; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(block_x) || gy >= psc(block_y) || gz >= psc(c)) return; // load 16 #if NCNN_image_shader int sx = gy * psc(block_x) + gx; afpvec8 v00 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 0)); afpvec8 v01 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 1)); afpvec8 v02 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 2)); afpvec8 v03 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 3)); afpvec8 v10 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 4)); afpvec8 v11 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 5)); afpvec8 v12 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 6)); afpvec8 v13 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 7)); afpvec8 v20 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 8)); afpvec8 v21 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 9)); afpvec8 v22 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 10)); afpvec8 v23 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 11)); afpvec8 v30 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 12)); afpvec8 v31 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 13)); afpvec8 v32 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 14)); afpvec8 v33 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 15)); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; afpvec8 v00 = buffer_ld8(top_tm_blob_data, v_tm_offset + 0 * psc(cstep)); afpvec8 v01 = buffer_ld8(top_tm_blob_data, v_tm_offset + 1 * psc(cstep)); afpvec8 v02 = buffer_ld8(top_tm_blob_data, v_tm_offset + 2 * psc(cstep)); afpvec8 v03 = buffer_ld8(top_tm_blob_data, v_tm_offset + 3 * psc(cstep)); afpvec8 v10 = buffer_ld8(top_tm_blob_data, v_tm_offset + 4 * psc(cstep)); afpvec8 v11 = buffer_ld8(top_tm_blob_data, v_tm_offset + 5 * psc(cstep)); afpvec8 v12 = buffer_ld8(top_tm_blob_data, v_tm_offset + 6 * psc(cstep)); afpvec8 v13 = buffer_ld8(top_tm_blob_data, v_tm_offset + 7 * psc(cstep)); afpvec8 v20 = buffer_ld8(top_tm_blob_data, v_tm_offset + 8 * psc(cstep)); afpvec8 v21 = buffer_ld8(top_tm_blob_data, v_tm_offset + 9 * psc(cstep)); afpvec8 v22 = buffer_ld8(top_tm_blob_data, v_tm_offset + 10 * psc(cstep)); afpvec8 v23 = buffer_ld8(top_tm_blob_data, v_tm_offset + 11 * psc(cstep)); afpvec8 v30 = buffer_ld8(top_tm_blob_data, v_tm_offset + 12 * psc(cstep)); afpvec8 v31 = buffer_ld8(top_tm_blob_data, v_tm_offset + 13 * psc(cstep)); afpvec8 v32 = buffer_ld8(top_tm_blob_data, v_tm_offset + 14 * psc(cstep)); afpvec8 v33 = buffer_ld8(top_tm_blob_data, v_tm_offset + 15 * psc(cstep)); #endif // const float itm[2][4] = { // {1.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, 1.0f, -1.0f, 1.0f} // }; // implicit transpose afpvec8 m00 = v00 + v01 + v02; afpvec8 m01 = v10 + v11 + v12; afpvec8 m02 = v20 + v21 + v22; afpvec8 m03 = v30 + v31 + v32; afpvec8 m10 = v01 - v02 + v03; afpvec8 m11 = v11 - v12 + v13; afpvec8 m12 = v21 - v22 + v23; afpvec8 m13 = v31 - v32 + v33; if (bias_term == 1) { #if NCNN_image_shader const afpvec8 bias_value = image3d_ld8(bias_blob, ivec3(gz, 0, 0)); #else const afpvec8 bias_value = buffer_ld8(bias_data, gz); #endif v00 = bias_value + m00 + m01 + m02; v10 = bias_value + m10 + m11 + m12; v01 = bias_value + m01 - m02 + m03; v11 = bias_value + m11 - m12 + m13; } else { v00 = m00 + m01 + m02; v10 = m10 + m11 + m12; v01 = m01 - m02 + m03; v11 = m11 - m12 + m13; } v00 = activation_afpvec8(v00, activation_type, activation_param_0, activation_param_1); v01 = activation_afpvec8(v01, activation_type, activation_param_0, activation_param_1); v10 = activation_afpvec8(v10, activation_type, activation_param_0, activation_param_1); v11 = activation_afpvec8(v11, activation_type, activation_param_0, activation_param_1); // store 2x2 int x = gx * 2; int y = gy * 2; #if NCNN_image_shader image3d_st8(top_blob, ivec3(x, y, gz), v00); image3d_st8(top_blob, ivec3(x + 1, y, gz), v01); image3d_st8(top_blob, ivec3(x, y + 1, gz), v10); image3d_st8(top_blob, ivec3(x + 1, y + 1, gz), v11); #else int v_offset_0 = gz * psc(outcstep) + y * psc(outw) + x; int v_offset_1 = v_offset_0 + psc(outw); buffer_st8(top_blob_data, v_offset_0 + 0, v00); if (x + 1 < psc(outw)) buffer_st8(top_blob_data, v_offset_0 + 1, v01); if (y + 1 < psc(outh)) buffer_st8(top_blob_data, v_offset_1 + 0, v10); if (y + 1 < psc(outh) && x + 1 < psc(outw)) buffer_st8(top_blob_data, v_offset_1 + 1, v11); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 6) const int block_y = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D bottom_tm_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer bottom_tm_blob { sfpvec8 bottom_tm_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outcstep; int block_x; int block_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= p.block_x || gy >= p.block_y || gz >= psc(c)) return; // load 6x6 int sx = gx * 4; int sy = gy * 4; #if NCNN_image_shader afpvec8 v00 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afpvec8 v01 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afpvec8 v02 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afpvec8 v03 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 0, gz)); afpvec8 v04 = image3d_ld8(bottom_blob, ivec3(sx + 4, sy + 0, gz)); afpvec8 v05 = image3d_ld8(bottom_blob, ivec3(sx + 5, sy + 0, gz)); afpvec8 v10 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afpvec8 v11 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afpvec8 v12 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afpvec8 v13 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 1, gz)); afpvec8 v14 = image3d_ld8(bottom_blob, ivec3(sx + 4, sy + 1, gz)); afpvec8 v15 = image3d_ld8(bottom_blob, ivec3(sx + 5, sy + 1, gz)); afpvec8 v20 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afpvec8 v21 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afpvec8 v22 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afpvec8 v23 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 2, gz)); afpvec8 v24 = image3d_ld8(bottom_blob, ivec3(sx + 4, sy + 2, gz)); afpvec8 v25 = image3d_ld8(bottom_blob, ivec3(sx + 5, sy + 2, gz)); afpvec8 v30 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 3, gz)); afpvec8 v31 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 3, gz)); afpvec8 v32 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 3, gz)); afpvec8 v33 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 3, gz)); afpvec8 v34 = image3d_ld8(bottom_blob, ivec3(sx + 4, sy + 3, gz)); afpvec8 v35 = image3d_ld8(bottom_blob, ivec3(sx + 5, sy + 3, gz)); afpvec8 v40 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 4, gz)); afpvec8 v41 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 4, gz)); afpvec8 v42 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 4, gz)); afpvec8 v43 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 4, gz)); afpvec8 v44 = image3d_ld8(bottom_blob, ivec3(sx + 4, sy + 4, gz)); afpvec8 v45 = image3d_ld8(bottom_blob, ivec3(sx + 5, sy + 4, gz)); afpvec8 v50 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 5, gz)); afpvec8 v51 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 5, gz)); afpvec8 v52 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 5, gz)); afpvec8 v53 = image3d_ld8(bottom_blob, ivec3(sx + 3, sy + 5, gz)); afpvec8 v54 = image3d_ld8(bottom_blob, ivec3(sx + 4, sy + 5, gz)); afpvec8 v55 = image3d_ld8(bottom_blob, ivec3(sx + 5, sy + 5, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * psc(w); ivec2 v_offset45 = v_offset_0 + ivec2(4, 5) * psc(w); afpvec8 v00 = buffer_ld8(bottom_blob_data, v_offset.r + 0); afpvec8 v01 = sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v02 = sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v03 = sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v04 = sx + 4 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 4) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v05 = sx + 5 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.r + 5) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v10 = sy + 1 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset.g + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v11 = sy + 1 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v12 = sy + 1 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v13 = sy + 1 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v14 = sy + 1 < psc(h) && sx + 4 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 4) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v15 = sy + 1 < psc(h) && sx + 5 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.g + 5) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v20 = sy + 2 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset.b + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v21 = sy + 2 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v22 = sy + 2 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v23 = sy + 2 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v24 = sy + 2 < psc(h) && sx + 4 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 4) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v25 = sy + 2 < psc(h) && sx + 5 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.b + 5) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v30 = sy + 3 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset.a + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v31 = sy + 3 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v32 = sy + 3 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v33 = sy + 3 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v34 = sy + 3 < psc(h) && sx + 4 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 4) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v35 = sy + 3 < psc(h) && sx + 5 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset.a + 5) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v40 = sy + 4 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset45.x + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v41 = sy + 4 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.x + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v42 = sy + 4 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.x + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v43 = sy + 4 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.x + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v44 = sy + 4 < psc(h) && sx + 4 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.x + 4) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v45 = sy + 4 < psc(h) && sx + 5 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.x + 5) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v50 = sy + 5 < psc(h) ? buffer_ld8(bottom_blob_data, v_offset45.y + 0) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v51 = sy + 5 < psc(h) && sx + 1 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.y + 1) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v52 = sy + 5 < psc(h) && sx + 2 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.y + 2) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v53 = sy + 5 < psc(h) && sx + 3 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.y + 3) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v54 = sy + 5 < psc(h) && sx + 4 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.y + 4) : afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 v55 = sy + 5 < psc(h) && sx + 5 < psc(w) ? buffer_ld8(bottom_blob_data, v_offset45.y + 5) : afpvec8(afpvec4(0.f), afpvec4(0.f)); #endif #define sq2 1.41421356237 #define sq2_d2 1.41421356237/2 // const float itm[6][6] = { // {1.0f, 0.0f, -2.5f, 0.0f, 1.0f, 0.0f}, // {0.0f, -sq2, -2.0f, sq2/2, 1.0f, 0.0f}, // {0.0f, sq2, -2.0f, -sq2/2, 1.0f, 0.0f}, // {0.0f, -sq2/2, -0.5f, sq2, 1.0f, 0.0f}, // {0.0f, sq2/2, -0.5f, -sq2, 1.0f, 0.0f}, // {0.0f, 1.0f, 0.0f, -2.5f, 0.0f, 1.0f} // }; // implicit transpose afpvec8 m00 = v00 - v02 * afp(2.5) + v04; afpvec8 m01 = v10 - v12 * afp(2.5) + v14; afpvec8 m02 = v20 - v22 * afp(2.5) + v24; afpvec8 m03 = v30 - v32 * afp(2.5) + v34; afpvec8 m04 = v40 - v42 * afp(2.5) + v44; afpvec8 m05 = v50 - v52 * afp(2.5) + v54; afpvec8 m10 = v04 - v02 * afp(2) + v03 * afp(sq2_d2) - v01 * afp(sq2); afpvec8 m11 = v14 - v12 * afp(2) + v13 * afp(sq2_d2) - v11 * afp(sq2); afpvec8 m12 = v24 - v22 * afp(2) + v23 * afp(sq2_d2) - v21 * afp(sq2); afpvec8 m13 = v34 - v32 * afp(2) + v33 * afp(sq2_d2) - v31 * afp(sq2); afpvec8 m14 = v44 - v42 * afp(2) + v43 * afp(sq2_d2) - v41 * afp(sq2); afpvec8 m15 = v54 - v52 * afp(2) + v53 * afp(sq2_d2) - v51 * afp(sq2); afpvec8 m20 = v04 - v02 * afp(2) - v03 * afp(sq2_d2) + v01 * afp(sq2); afpvec8 m21 = v14 - v12 * afp(2) - v13 * afp(sq2_d2) + v11 * afp(sq2); afpvec8 m22 = v24 - v22 * afp(2) - v23 * afp(sq2_d2) + v21 * afp(sq2); afpvec8 m23 = v34 - v32 * afp(2) - v33 * afp(sq2_d2) + v31 * afp(sq2); afpvec8 m24 = v44 - v42 * afp(2) - v43 * afp(sq2_d2) + v41 * afp(sq2); afpvec8 m25 = v54 - v52 * afp(2) - v53 * afp(sq2_d2) + v51 * afp(sq2); afpvec8 m30 = v04 - v02 * afp(0.5) + v03 * afp(sq2) - v01 * afp(sq2_d2); afpvec8 m31 = v14 - v12 * afp(0.5) + v13 * afp(sq2) - v11 * afp(sq2_d2); afpvec8 m32 = v24 - v22 * afp(0.5) + v23 * afp(sq2) - v21 * afp(sq2_d2); afpvec8 m33 = v34 - v32 * afp(0.5) + v33 * afp(sq2) - v31 * afp(sq2_d2); afpvec8 m34 = v44 - v42 * afp(0.5) + v43 * afp(sq2) - v41 * afp(sq2_d2); afpvec8 m35 = v54 - v52 * afp(0.5) + v53 * afp(sq2) - v51 * afp(sq2_d2); afpvec8 m40 = v04 - v02 * afp(0.5) - v03 * afp(sq2) + v01 * afp(sq2_d2); afpvec8 m41 = v14 - v12 * afp(0.5) - v13 * afp(sq2) + v11 * afp(sq2_d2); afpvec8 m42 = v24 - v22 * afp(0.5) - v23 * afp(sq2) + v21 * afp(sq2_d2); afpvec8 m43 = v34 - v32 * afp(0.5) - v33 * afp(sq2) + v31 * afp(sq2_d2); afpvec8 m44 = v44 - v42 * afp(0.5) - v43 * afp(sq2) + v41 * afp(sq2_d2); afpvec8 m45 = v54 - v52 * afp(0.5) - v53 * afp(sq2) + v51 * afp(sq2_d2); afpvec8 m50 = v01 - v03 * afp(2.5) + v05; afpvec8 m51 = v11 - v13 * afp(2.5) + v15; afpvec8 m52 = v21 - v23 * afp(2.5) + v25; afpvec8 m53 = v31 - v33 * afp(2.5) + v35; afpvec8 m54 = v41 - v43 * afp(2.5) + v45; afpvec8 m55 = v51 - v53 * afp(2.5) + v55; v00 = m00 - m02 * afp(2.5) + m04; v10 = m10 - m12 * afp(2.5) + m14; v20 = m20 - m22 * afp(2.5) + m24; v30 = m30 - m32 * afp(2.5) + m34; v40 = m40 - m42 * afp(2.5) + m44; v50 = m50 - m52 * afp(2.5) + m54; v01 = m04 - m02 * afp(2) + m03 * afp(sq2_d2) - m01 * afp(sq2); v11 = m14 - m12 * afp(2) + m13 * afp(sq2_d2) - m11 * afp(sq2); v21 = m24 - m22 * afp(2) + m23 * afp(sq2_d2) - m21 * afp(sq2); v31 = m34 - m32 * afp(2) + m33 * afp(sq2_d2) - m31 * afp(sq2); v41 = m44 - m42 * afp(2) + m43 * afp(sq2_d2) - m41 * afp(sq2); v51 = m54 - m52 * afp(2) + m53 * afp(sq2_d2) - m51 * afp(sq2); v02 = m04 - m02 * afp(2) - m03 * afp(sq2_d2) + m01 * afp(sq2); v12 = m14 - m12 * afp(2) - m13 * afp(sq2_d2) + m11 * afp(sq2); v22 = m24 - m22 * afp(2) - m23 * afp(sq2_d2) + m21 * afp(sq2); v32 = m34 - m32 * afp(2) - m33 * afp(sq2_d2) + m31 * afp(sq2); v42 = m44 - m42 * afp(2) - m43 * afp(sq2_d2) + m41 * afp(sq2); v52 = m54 - m52 * afp(2) - m53 * afp(sq2_d2) + m51 * afp(sq2); v03 = m04 - m02 * afp(0.5) + m03 * afp(sq2) - m01 * afp(sq2_d2); v13 = m14 - m12 * afp(0.5) + m13 * afp(sq2) - m11 * afp(sq2_d2); v23 = m24 - m22 * afp(0.5) + m23 * afp(sq2) - m21 * afp(sq2_d2); v33 = m34 - m32 * afp(0.5) + m33 * afp(sq2) - m31 * afp(sq2_d2); v43 = m44 - m42 * afp(0.5) + m43 * afp(sq2) - m41 * afp(sq2_d2); v53 = m54 - m52 * afp(0.5) + m53 * afp(sq2) - m51 * afp(sq2_d2); v04 = m04 - m02 * afp(0.5) - m03 * afp(sq2) + m01 * afp(sq2_d2); v14 = m14 - m12 * afp(0.5) - m13 * afp(sq2) + m11 * afp(sq2_d2); v24 = m24 - m22 * afp(0.5) - m23 * afp(sq2) + m21 * afp(sq2_d2); v34 = m34 - m32 * afp(0.5) - m33 * afp(sq2) + m31 * afp(sq2_d2); v44 = m44 - m42 * afp(0.5) - m43 * afp(sq2) + m41 * afp(sq2_d2); v54 = m54 - m52 * afp(0.5) - m53 * afp(sq2) + m51 * afp(sq2_d2); v05 = m01 - m03 * afp(2.5) + m05; v15 = m11 - m13 * afp(2.5) + m15; v25 = m21 - m23 * afp(2.5) + m25; v35 = m31 - m33 * afp(2.5) + m35; v45 = m41 - m43 * afp(2.5) + m45; v55 = m51 - m53 * afp(2.5) + m55; // store 36 #if NCNN_image_shader int x = gy * psc(block_x) + gx; image3d_st8(bottom_tm_blob, ivec3(x, gz, 0), v00); image3d_st8(bottom_tm_blob, ivec3(x, gz, 1), v01); image3d_st8(bottom_tm_blob, ivec3(x, gz, 2), v02); image3d_st8(bottom_tm_blob, ivec3(x, gz, 3), v03); image3d_st8(bottom_tm_blob, ivec3(x, gz, 4), v04); image3d_st8(bottom_tm_blob, ivec3(x, gz, 5), v05); image3d_st8(bottom_tm_blob, ivec3(x, gz, 6), v10); image3d_st8(bottom_tm_blob, ivec3(x, gz, 7), v11); image3d_st8(bottom_tm_blob, ivec3(x, gz, 8), v12); image3d_st8(bottom_tm_blob, ivec3(x, gz, 9), v13); image3d_st8(bottom_tm_blob, ivec3(x, gz, 10), v14); image3d_st8(bottom_tm_blob, ivec3(x, gz, 11), v15); image3d_st8(bottom_tm_blob, ivec3(x, gz, 12), v20); image3d_st8(bottom_tm_blob, ivec3(x, gz, 13), v21); image3d_st8(bottom_tm_blob, ivec3(x, gz, 14), v22); image3d_st8(bottom_tm_blob, ivec3(x, gz, 15), v23); image3d_st8(bottom_tm_blob, ivec3(x, gz, 16), v24); image3d_st8(bottom_tm_blob, ivec3(x, gz, 17), v25); image3d_st8(bottom_tm_blob, ivec3(x, gz, 18), v30); image3d_st8(bottom_tm_blob, ivec3(x, gz, 19), v31); image3d_st8(bottom_tm_blob, ivec3(x, gz, 20), v32); image3d_st8(bottom_tm_blob, ivec3(x, gz, 21), v33); image3d_st8(bottom_tm_blob, ivec3(x, gz, 22), v34); image3d_st8(bottom_tm_blob, ivec3(x, gz, 23), v35); image3d_st8(bottom_tm_blob, ivec3(x, gz, 24), v40); image3d_st8(bottom_tm_blob, ivec3(x, gz, 25), v41); image3d_st8(bottom_tm_blob, ivec3(x, gz, 26), v42); image3d_st8(bottom_tm_blob, ivec3(x, gz, 27), v43); image3d_st8(bottom_tm_blob, ivec3(x, gz, 28), v44); image3d_st8(bottom_tm_blob, ivec3(x, gz, 29), v45); image3d_st8(bottom_tm_blob, ivec3(x, gz, 30), v50); image3d_st8(bottom_tm_blob, ivec3(x, gz, 31), v51); image3d_st8(bottom_tm_blob, ivec3(x, gz, 32), v52); image3d_st8(bottom_tm_blob, ivec3(x, gz, 33), v53); image3d_st8(bottom_tm_blob, ivec3(x, gz, 34), v54); image3d_st8(bottom_tm_blob, ivec3(x, gz, 35), v55); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; buffer_st8(bottom_tm_blob_data, v_tm_offset + 0 * psc(outcstep), v00); buffer_st8(bottom_tm_blob_data, v_tm_offset + 1 * psc(outcstep), v01); buffer_st8(bottom_tm_blob_data, v_tm_offset + 2 * psc(outcstep), v02); buffer_st8(bottom_tm_blob_data, v_tm_offset + 3 * psc(outcstep), v03); buffer_st8(bottom_tm_blob_data, v_tm_offset + 4 * psc(outcstep), v04); buffer_st8(bottom_tm_blob_data, v_tm_offset + 5 * psc(outcstep), v05); buffer_st8(bottom_tm_blob_data, v_tm_offset + 6 * psc(outcstep), v10); buffer_st8(bottom_tm_blob_data, v_tm_offset + 7 * psc(outcstep), v11); buffer_st8(bottom_tm_blob_data, v_tm_offset + 8 * psc(outcstep), v12); buffer_st8(bottom_tm_blob_data, v_tm_offset + 9 * psc(outcstep), v13); buffer_st8(bottom_tm_blob_data, v_tm_offset + 10 * psc(outcstep), v14); buffer_st8(bottom_tm_blob_data, v_tm_offset + 11 * psc(outcstep), v15); buffer_st8(bottom_tm_blob_data, v_tm_offset + 12 * psc(outcstep), v20); buffer_st8(bottom_tm_blob_data, v_tm_offset + 13 * psc(outcstep), v21); buffer_st8(bottom_tm_blob_data, v_tm_offset + 14 * psc(outcstep), v22); buffer_st8(bottom_tm_blob_data, v_tm_offset + 15 * psc(outcstep), v23); buffer_st8(bottom_tm_blob_data, v_tm_offset + 16 * psc(outcstep), v24); buffer_st8(bottom_tm_blob_data, v_tm_offset + 17 * psc(outcstep), v25); buffer_st8(bottom_tm_blob_data, v_tm_offset + 18 * psc(outcstep), v30); buffer_st8(bottom_tm_blob_data, v_tm_offset + 19 * psc(outcstep), v31); buffer_st8(bottom_tm_blob_data, v_tm_offset + 20 * psc(outcstep), v32); buffer_st8(bottom_tm_blob_data, v_tm_offset + 21 * psc(outcstep), v33); buffer_st8(bottom_tm_blob_data, v_tm_offset + 22 * psc(outcstep), v34); buffer_st8(bottom_tm_blob_data, v_tm_offset + 23 * psc(outcstep), v35); buffer_st8(bottom_tm_blob_data, v_tm_offset + 24 * psc(outcstep), v40); buffer_st8(bottom_tm_blob_data, v_tm_offset + 25 * psc(outcstep), v41); buffer_st8(bottom_tm_blob_data, v_tm_offset + 26 * psc(outcstep), v42); buffer_st8(bottom_tm_blob_data, v_tm_offset + 27 * psc(outcstep), v43); buffer_st8(bottom_tm_blob_data, v_tm_offset + 28 * psc(outcstep), v44); buffer_st8(bottom_tm_blob_data, v_tm_offset + 29 * psc(outcstep), v45); buffer_st8(bottom_tm_blob_data, v_tm_offset + 30 * psc(outcstep), v50); buffer_st8(bottom_tm_blob_data, v_tm_offset + 31 * psc(outcstep), v51); buffer_st8(bottom_tm_blob_data, v_tm_offset + 32 * psc(outcstep), v52); buffer_st8(bottom_tm_blob_data, v_tm_offset + 33 * psc(outcstep), v53); buffer_st8(bottom_tm_blob_data, v_tm_offset + 34 * psc(outcstep), v54); buffer_st8(bottom_tm_blob_data, v_tm_offset + 35 * psc(outcstep), v55); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int block_x = 0; layout (constant_id = shape_constant_id_offset + 3) const int block_y = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D top_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer top_tm_blob { sfpvec8 top_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int block_x; int block_y; int outw; int outh; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= p.block_x || gy >= p.block_y || gz >= psc(c)) return; // load 36 #if NCNN_image_shader int sx = gy * psc(block_x) + gx; afpvec8 v00 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 0)); afpvec8 v01 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 1)); afpvec8 v02 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 2)); afpvec8 v03 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 3)); afpvec8 v04 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 4)); afpvec8 v05 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 5)); afpvec8 v10 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 6)); afpvec8 v11 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 7)); afpvec8 v12 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 8)); afpvec8 v13 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 9)); afpvec8 v14 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 10)); afpvec8 v15 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 11)); afpvec8 v20 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 12)); afpvec8 v21 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 13)); afpvec8 v22 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 14)); afpvec8 v23 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 15)); afpvec8 v24 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 16)); afpvec8 v25 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 17)); afpvec8 v30 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 18)); afpvec8 v31 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 19)); afpvec8 v32 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 20)); afpvec8 v33 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 21)); afpvec8 v34 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 22)); afpvec8 v35 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 23)); afpvec8 v40 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 24)); afpvec8 v41 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 25)); afpvec8 v42 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 26)); afpvec8 v43 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 27)); afpvec8 v44 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 28)); afpvec8 v45 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 29)); afpvec8 v50 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 30)); afpvec8 v51 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 31)); afpvec8 v52 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 32)); afpvec8 v53 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 33)); afpvec8 v54 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 34)); afpvec8 v55 = image3d_ld8(top_tm_blob, ivec3(sx, gz, 35)); #else int v_tm_offset = gz * psc(block_x) * psc(block_y) + gy * psc(block_x) + gx; afpvec8 v00 = buffer_ld8(top_tm_blob_data, v_tm_offset + 0 * psc(cstep)); afpvec8 v01 = buffer_ld8(top_tm_blob_data, v_tm_offset + 1 * psc(cstep)); afpvec8 v02 = buffer_ld8(top_tm_blob_data, v_tm_offset + 2 * psc(cstep)); afpvec8 v03 = buffer_ld8(top_tm_blob_data, v_tm_offset + 3 * psc(cstep)); afpvec8 v04 = buffer_ld8(top_tm_blob_data, v_tm_offset + 4 * psc(cstep)); afpvec8 v05 = buffer_ld8(top_tm_blob_data, v_tm_offset + 5 * psc(cstep)); afpvec8 v10 = buffer_ld8(top_tm_blob_data, v_tm_offset + 6 * psc(cstep)); afpvec8 v11 = buffer_ld8(top_tm_blob_data, v_tm_offset + 7 * psc(cstep)); afpvec8 v12 = buffer_ld8(top_tm_blob_data, v_tm_offset + 8 * psc(cstep)); afpvec8 v13 = buffer_ld8(top_tm_blob_data, v_tm_offset + 9 * psc(cstep)); afpvec8 v14 = buffer_ld8(top_tm_blob_data, v_tm_offset + 10 * psc(cstep)); afpvec8 v15 = buffer_ld8(top_tm_blob_data, v_tm_offset + 11 * psc(cstep)); afpvec8 v20 = buffer_ld8(top_tm_blob_data, v_tm_offset + 12 * psc(cstep)); afpvec8 v21 = buffer_ld8(top_tm_blob_data, v_tm_offset + 13 * psc(cstep)); afpvec8 v22 = buffer_ld8(top_tm_blob_data, v_tm_offset + 14 * psc(cstep)); afpvec8 v23 = buffer_ld8(top_tm_blob_data, v_tm_offset + 15 * psc(cstep)); afpvec8 v24 = buffer_ld8(top_tm_blob_data, v_tm_offset + 16 * psc(cstep)); afpvec8 v25 = buffer_ld8(top_tm_blob_data, v_tm_offset + 17 * psc(cstep)); afpvec8 v30 = buffer_ld8(top_tm_blob_data, v_tm_offset + 18 * psc(cstep)); afpvec8 v31 = buffer_ld8(top_tm_blob_data, v_tm_offset + 19 * psc(cstep)); afpvec8 v32 = buffer_ld8(top_tm_blob_data, v_tm_offset + 20 * psc(cstep)); afpvec8 v33 = buffer_ld8(top_tm_blob_data, v_tm_offset + 21 * psc(cstep)); afpvec8 v34 = buffer_ld8(top_tm_blob_data, v_tm_offset + 22 * psc(cstep)); afpvec8 v35 = buffer_ld8(top_tm_blob_data, v_tm_offset + 23 * psc(cstep)); afpvec8 v40 = buffer_ld8(top_tm_blob_data, v_tm_offset + 24 * psc(cstep)); afpvec8 v41 = buffer_ld8(top_tm_blob_data, v_tm_offset + 25 * psc(cstep)); afpvec8 v42 = buffer_ld8(top_tm_blob_data, v_tm_offset + 26 * psc(cstep)); afpvec8 v43 = buffer_ld8(top_tm_blob_data, v_tm_offset + 27 * psc(cstep)); afpvec8 v44 = buffer_ld8(top_tm_blob_data, v_tm_offset + 28 * psc(cstep)); afpvec8 v45 = buffer_ld8(top_tm_blob_data, v_tm_offset + 29 * psc(cstep)); afpvec8 v50 = buffer_ld8(top_tm_blob_data, v_tm_offset + 30 * psc(cstep)); afpvec8 v51 = buffer_ld8(top_tm_blob_data, v_tm_offset + 31 * psc(cstep)); afpvec8 v52 = buffer_ld8(top_tm_blob_data, v_tm_offset + 32 * psc(cstep)); afpvec8 v53 = buffer_ld8(top_tm_blob_data, v_tm_offset + 33 * psc(cstep)); afpvec8 v54 = buffer_ld8(top_tm_blob_data, v_tm_offset + 34 * psc(cstep)); afpvec8 v55 = buffer_ld8(top_tm_blob_data, v_tm_offset + 35 * psc(cstep)); #endif #define sq2 1.41421356237 #define sq2_m2 1.41421356237*2 #define sq2_d2 1.41421356237/2 #define sq2_d4 1.41421356237/4 // const float otm[4][6] = { // {1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f}, // {0.0f, sq2/2, -sq2/2, sq2, -sq2, 0.0f}, // {0.0f, 0.5f, 0.5f, 2.0f, 2.0f, 0.0f}, // {0.0f, sq2/4, -sq2/4, sq2*2, -sq2*2, 1.0f} // }; // implicit transpose afpvec8 m00 = v00 + v01 + v02 + v03 + v04; afpvec8 m01 = v10 + v11 + v12 + v13 + v14; afpvec8 m02 = v20 + v21 + v22 + v23 + v24; afpvec8 m03 = v30 + v31 + v32 + v33 + v34; afpvec8 m04 = v40 + v41 + v42 + v43 + v44; afpvec8 m05 = v50 + v51 + v52 + v53 + v54; afpvec8 m10 = (v01 - v02) * afp(sq2_d2) + (v03 - v04) * afp(sq2); afpvec8 m11 = (v11 - v12) * afp(sq2_d2) + (v13 - v14) * afp(sq2); afpvec8 m12 = (v21 - v22) * afp(sq2_d2) + (v23 - v24) * afp(sq2); afpvec8 m13 = (v31 - v32) * afp(sq2_d2) + (v33 - v34) * afp(sq2); afpvec8 m14 = (v41 - v42) * afp(sq2_d2) + (v43 - v44) * afp(sq2); afpvec8 m15 = (v51 - v52) * afp(sq2_d2) + (v53 - v54) * afp(sq2); afpvec8 m20 = (v01 + v02) * afp(0.5) + (v03 + v04) * afp(2); afpvec8 m21 = (v11 + v12) * afp(0.5) + (v13 + v14) * afp(2); afpvec8 m22 = (v21 + v22) * afp(0.5) + (v23 + v24) * afp(2); afpvec8 m23 = (v31 + v32) * afp(0.5) + (v33 + v34) * afp(2); afpvec8 m24 = (v41 + v42) * afp(0.5) + (v43 + v44) * afp(2); afpvec8 m25 = (v51 + v52) * afp(0.5) + (v53 + v54) * afp(2); afpvec8 m30 = v05 + (v01 - v02) * afp(sq2_d4) + (v03 - v04) * afp(sq2_m2); afpvec8 m31 = v15 + (v11 - v12) * afp(sq2_d4) + (v13 - v14) * afp(sq2_m2); afpvec8 m32 = v25 + (v21 - v22) * afp(sq2_d4) + (v23 - v24) * afp(sq2_m2); afpvec8 m33 = v35 + (v31 - v32) * afp(sq2_d4) + (v33 - v34) * afp(sq2_m2); afpvec8 m34 = v45 + (v41 - v42) * afp(sq2_d4) + (v43 - v44) * afp(sq2_m2); afpvec8 m35 = v55 + (v51 - v52) * afp(sq2_d4) + (v53 - v54) * afp(sq2_m2); v00 = m00 + m01 + m02 + m03 + m04; v10 = m10 + m11 + m12 + m13 + m14; v20 = m20 + m21 + m22 + m23 + m24; v30 = m30 + m31 + m32 + m33 + m34; v01 = (m01 - m02) * afp(sq2_d2) + (m03 - m04) * afp(sq2); v11 = (m11 - m12) * afp(sq2_d2) + (m13 - m14) * afp(sq2); v21 = (m21 - m22) * afp(sq2_d2) + (m23 - m24) * afp(sq2); v31 = (m31 - m32) * afp(sq2_d2) + (m33 - m34) * afp(sq2); v02 = (m01 + m02) * afp(0.5) + (m03 + m04) * afp(2); v12 = (m11 + m12) * afp(0.5) + (m13 + m14) * afp(2); v22 = (m21 + m22) * afp(0.5) + (m23 + m24) * afp(2); v32 = (m31 + m32) * afp(0.5) + (m33 + m34) * afp(2); v03 = m05 + (m01 - m02) * afp(sq2_d4) + (m03 - m04) * afp(sq2_m2); v13 = m15 + (m11 - m12) * afp(sq2_d4) + (m13 - m14) * afp(sq2_m2); v23 = m25 + (m21 - m22) * afp(sq2_d4) + (m23 - m24) * afp(sq2_m2); v33 = m35 + (m31 - m32) * afp(sq2_d4) + (m33 - m34) * afp(sq2_m2); if (bias_term == 1) { #if NCNN_image_shader const afpvec8 bias_value = image3d_ld8(bias_blob, ivec3(gz, 0, 0)); #else const afpvec8 bias_value = buffer_ld8(bias_data, gz); #endif v00 = bias_value + v00; v01 = bias_value + v01; v02 = bias_value + v02; v03 = bias_value + v03; v10 = bias_value + v10; v11 = bias_value + v11; v12 = bias_value + v12; v13 = bias_value + v13; v20 = bias_value + v20; v21 = bias_value + v21; v22 = bias_value + v22; v23 = bias_value + v23; v30 = bias_value + v30; v31 = bias_value + v31; v32 = bias_value + v32; v33 = bias_value + v33; } v00 = activation_afpvec8(v00, activation_type, activation_param_0, activation_param_1); v01 = activation_afpvec8(v01, activation_type, activation_param_0, activation_param_1); v02 = activation_afpvec8(v02, activation_type, activation_param_0, activation_param_1); v03 = activation_afpvec8(v03, activation_type, activation_param_0, activation_param_1); v10 = activation_afpvec8(v10, activation_type, activation_param_0, activation_param_1); v11 = activation_afpvec8(v11, activation_type, activation_param_0, activation_param_1); v12 = activation_afpvec8(v12, activation_type, activation_param_0, activation_param_1); v13 = activation_afpvec8(v13, activation_type, activation_param_0, activation_param_1); v20 = activation_afpvec8(v20, activation_type, activation_param_0, activation_param_1); v21 = activation_afpvec8(v21, activation_type, activation_param_0, activation_param_1); v22 = activation_afpvec8(v22, activation_type, activation_param_0, activation_param_1); v23 = activation_afpvec8(v23, activation_type, activation_param_0, activation_param_1); v30 = activation_afpvec8(v30, activation_type, activation_param_0, activation_param_1); v31 = activation_afpvec8(v31, activation_type, activation_param_0, activation_param_1); v32 = activation_afpvec8(v32, activation_type, activation_param_0, activation_param_1); v33 = activation_afpvec8(v33, activation_type, activation_param_0, activation_param_1); // store 4x4 int x = gx * 4; int y = gy * 4; #if NCNN_image_shader image3d_st8(top_blob, ivec3(x, y, gz), v00); image3d_st8(top_blob, ivec3(x + 1, y, gz), v01); image3d_st8(top_blob, ivec3(x + 2, y, gz), v02); image3d_st8(top_blob, ivec3(x + 3, y, gz), v03); image3d_st8(top_blob, ivec3(x, y + 1, gz), v10); image3d_st8(top_blob, ivec3(x + 1, y + 1, gz), v11); image3d_st8(top_blob, ivec3(x + 2, y + 1, gz), v12); image3d_st8(top_blob, ivec3(x + 3, y + 1, gz), v13); image3d_st8(top_blob, ivec3(x, y + 2, gz), v20); image3d_st8(top_blob, ivec3(x + 1, y + 2, gz), v21); image3d_st8(top_blob, ivec3(x + 2, y + 2, gz), v22); image3d_st8(top_blob, ivec3(x + 3, y + 2, gz), v23); image3d_st8(top_blob, ivec3(x, y + 3, gz), v30); image3d_st8(top_blob, ivec3(x + 1, y + 3, gz), v31); image3d_st8(top_blob, ivec3(x + 2, y + 3, gz), v32); image3d_st8(top_blob, ivec3(x + 3, y + 3, gz), v33); #else ivec4 v_offset = gz * psc(outcstep) + y * psc(outw) + x + ivec4(0, 1, 2, 3) * psc(outw); buffer_st8(top_blob_data, v_offset.r + 0, v00); if (x + 1 < psc(outw)) buffer_st8(top_blob_data, v_offset.r + 1, v01); if (x + 2 < psc(outw)) buffer_st8(top_blob_data, v_offset.r + 2, v02); if (x + 3 < psc(outw)) buffer_st8(top_blob_data, v_offset.r + 3, v03); if (y + 1 < psc(outh)) buffer_st8(top_blob_data, v_offset.g + 0, v10); if (y + 1 < psc(outh) && x + 1 < psc(outw)) buffer_st8(top_blob_data, v_offset.g + 1, v11); if (y + 1 < psc(outh) && x + 2 < psc(outw)) buffer_st8(top_blob_data, v_offset.g + 2, v12); if (y + 1 < psc(outh) && x + 3 < psc(outw)) buffer_st8(top_blob_data, v_offset.g + 3, v13); if (y + 2 < psc(outh)) buffer_st8(top_blob_data, v_offset.b + 0, v20); if (y + 2 < psc(outh) && x + 1 < psc(outw)) buffer_st8(top_blob_data, v_offset.b + 1, v21); if (y + 2 < psc(outh) && x + 2 < psc(outw)) buffer_st8(top_blob_data, v_offset.b + 2, v22); if (y + 2 < psc(outh) && x + 3 < psc(outw)) buffer_st8(top_blob_data, v_offset.b + 3, v23); if (y + 3 < psc(outh)) buffer_st8(top_blob_data, v_offset.a + 0, v30); if (y + 3 < psc(outh) && x + 1 < psc(outw)) buffer_st8(top_blob_data, v_offset.a + 1, v31); if (y + 3 < psc(outh) && x + 2 < psc(outw)) buffer_st8(top_blob_data, v_offset.a + 2, v32); if (y + 3 < psc(outh) && x + 3 < psc(outw)) buffer_st8(top_blob_data, v_offset.a + 3, v33); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfpvec8 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfpvec8 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec8 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; afpvec8 sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_tm_blob, ivec3(gx + 0, z, gz)); afpvec8 v1 = image3d_ld8(bottom_tm_blob, ivec3(gx + 1, z, gz)); afpvec8 v2 = image3d_ld8(bottom_tm_blob, ivec3(gx + 2, z, gz)); afpvec8 v3 = image3d_ld8(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec8 k0 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 0, gy, gz)); afpvec8 k1 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 1, gy, gz)); afpvec8 k2 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 2, gy, gz)); afpvec8 k3 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 3, gy, gz)); afpvec8 k4 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 4, gy, gz)); afpvec8 k5 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 5, gy, gz)); afpvec8 k6 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 6, gy, gz)); afpvec8 k7 = image3d_ld8(weight_tm_blob, ivec3(z * 8 + 7, gy, gz)); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); } #else int v_offset = gz * psc(cstep) + gx; int w_offset = (gz * psc(c) * psc(outc) + gy * psc(c)) * 8; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_tm_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_tm_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_tm_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_tm_blob_data, v_offset + 3); afpvec8 k0 = buffer_ld8(weight_tm_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_tm_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_tm_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_tm_data, w_offset + 3); afpvec8 k4 = buffer_ld8(weight_tm_data, w_offset + 4); afpvec8 k5 = buffer_ld8(weight_tm_data, w_offset + 5); afpvec8 k6 = buffer_ld8(weight_tm_data, w_offset + 6); afpvec8 k7 = buffer_ld8(weight_tm_data, w_offset + 7); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); v_offset += psc(outw); w_offset += 8; } #endif #if NCNN_image_shader image3d_st8(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st8(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st8(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st8(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st8(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); if (gx >= outsize || gy >= psc(outc)) return; afpvec8 sum0; afpvec8 sum1; afpvec8 sum2; afpvec8 sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld8(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld8(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x4.r, y4.r, sz)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x4.g, y4.g, sz)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x4.b, y4.b, sz)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(z * 8 + 0, gy, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(z * 8 + 1, gy, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(z * 8 + 2, gy, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(z * 8 + 3, gy, 0)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(z * 8 + 4, gy, 0)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(z * 8 + 5, gy, 0)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(z * 8 + 6, gy, 0)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(z * 8 + 7, gy, 0)); // sum += v * k; sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); } #else int w_offset = gy * N * 8; for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset.r); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset.g); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset.b); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset.a); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); afpvec8 k4 = buffer_ld8(weight_data, w_offset + 4); afpvec8 k5 = buffer_ld8(weight_data, w_offset + 5); afpvec8 k6 = buffer_ld8(weight_data, w_offset + 6); afpvec8 k7 = buffer_ld8(weight_data, w_offset + 7); // sum += v * k; sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); w_offset += 8; } #endif sum0 = activation_afpvec8(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec8(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec8(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec8(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st8(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st8(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st8(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st8(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st8(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st8(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st8(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afp sum0; afp sum1; afp sum2; afp sum3; afp sum4; afp sum5; afp sum6; afp sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld1(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld1(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld1(bias_data, gz2.x); sum4 = buffer_ld1(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); sum4 = afp(0.f); sum5 = afp(0.f); sum6 = afp(0.f); sum7 = afp(0.f); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx.x, sy.x, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx.y, sy.x, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx.x, sy.y, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx, z, gz2.x)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx, z, gz2.y)); // sum += dot(v, k); sum0 += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum1 += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum2 += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum3 += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum4 += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum5 += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum6 += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum7 += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sx += dilation_w; wx += 1; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset.r + x * dilation_w); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset.g + x * dilation_w); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset.b + x * dilation_w); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset.a + x * dilation_w); afpvec8 k0 = buffer_ld8(weight_data, w_offset.x + x); afpvec8 k1 = buffer_ld8(weight_data, w_offset.y + x); // sum += dot(v, k); sum0 += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum1 += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum2 += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum3 += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum4 += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum5 += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum6 += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum7 += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afp(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afp(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afp(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afp(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st1(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st1(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st1(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st1(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st1(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st1(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st1(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st1(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st1(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st1(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st1(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif afp sum0; afp sum1; afp sum2; afp sum3; if (bias_term == 1) { #if NCNN_image_shader afp b = image3d_ld1(bias_blob, ivec3(gy, 0, 0)); #else afp b = buffer_ld1(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k = image3d_ld8(weight_blob, ivec3(0, z, gy)); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); } #else int w_offset = gy * psc(c); int v_offset = gx; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset + 3); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); w_offset += 1; v_offset += psc(cstep); } #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st1(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st1(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st1(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else int gi = gy * psc(outcstep) + gx; buffer_st1(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st1(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st1(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st1(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfpvec8 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfp top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec8 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; afp sum0 = afp(0.f); afp sum1 = afp(0.f); afp sum2 = afp(0.f); afp sum3 = afp(0.f); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_tm_blob, ivec3(gx + 0, z, gz)); afpvec8 v1 = image3d_ld8(bottom_tm_blob, ivec3(gx + 1, z, gz)); afpvec8 v2 = image3d_ld8(bottom_tm_blob, ivec3(gx + 2, z, gz)); afpvec8 v3 = image3d_ld8(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec8 k = image3d_ld8(weight_tm_blob, ivec3(z, gy, gz)); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); } #else int v_offset = gz * psc(cstep) + gx; int w_offset = gz * psc(c) * psc(outc) + gy * psc(c); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_tm_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_tm_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_tm_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_tm_blob_data, v_offset + 3); afpvec8 k = buffer_ld8(weight_tm_data, w_offset); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); v_offset += psc(outw); w_offset += 1; } #endif #if NCNN_image_shader image3d_st1(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st1(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st1(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st1(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st1(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); if (gx >= outsize || gy >= psc(outc)) return; afp sum0; afp sum1; afp sum2; afp sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld1(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld1(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afp(0.f); sum1 = afp(0.f); sum2 = afp(0.f); sum3 = afp(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x4.r, y4.r, sz)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x4.g, y4.g, sz)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x4.b, y4.b, sz)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec8 k = image3d_ld8(weight_blob, ivec3(z, gy, 0)); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); } #else int w_offset = gy * N; for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset.r); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset.g); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset.b); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset.a); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); w_offset += 1; } #endif sum0 = activation_afp(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afp(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afp(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afp(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st1(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st1(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st1(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st1(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st1(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st1(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st1(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 2; int gy = int(gl_GlobalInvocationID.y) * 2; int gz = int(gl_GlobalInvocationID.z) * 2; if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; const ivec2 gx2 = gx + ivec2(0, 1); const ivec2 gy2 = gy + ivec2(0, 1); const ivec2 gz2 = gz + ivec2(0, 1); afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; afpvec4 sum4; afpvec4 sum5; afpvec4 sum6; afpvec4 sum7; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld4(bias_blob, ivec3(gz2.x, 0, 0)); sum4 = image3d_ld4(bias_blob, ivec3(gz2.y, 0, 0)); #else sum0 = buffer_ld4(bias_data, gz2.x); sum4 = buffer_ld4(bias_data, gz2.y); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; sum5 = sum4; sum6 = sum4; sum7 = sum4; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); sum4 = afpvec4(0.f); sum5 = afpvec4(0.f); sum6 = afpvec4(0.f); sum7 = afpvec4(0.f); } #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { ivec2 sy = gy2 * stride_h; int wx = 0; for (int y = 0; y < kernel_h; y++) { ivec2 sx = gx2 * stride_w; for (int x = 0; x < kernel_w; x++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx.x, sy.x, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx.y, sy.x, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx.x, sy.y, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx.y, sy.y, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, z, gz2.x)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, z, gz2.x)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, z, gz2.x)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, z, gz2.x)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(wx + 0, z, gz2.y)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(wx + 1, z, gz2.y)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(wx + 2, z, gz2.y)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(wx + 3, z, gz2.y)); // sum += v * k sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum4.r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum4.g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum4.b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum4.a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum5.r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum5.g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum5.b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum5.a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum6.r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum6.g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum6.b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum6.a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum7.r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum7.g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum7.b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum7.a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); sx += dilation_w; wx += 4; } sy += dilation_h; } } #else ivec2 w_offset = gz2 * psc(c) * kernel_w * kernel_h; for (int z = 0; z < psc(c); z++) { ivec4 v_offset; v_offset.rg = z * psc(cstep) + gy2.x * stride_h * psc(w) + gx2 * stride_w; v_offset.ba = z * psc(cstep) + gy2.y * stride_h * psc(w) + gx2 * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset.r + x * dilation_w); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset.g + x * dilation_w); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset.b + x * dilation_w); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset.a + x * dilation_w); afpvec8 k0 = buffer_ld8(weight_data, (w_offset.x + x) * 4 + 0); afpvec8 k1 = buffer_ld8(weight_data, (w_offset.x + x) * 4 + 1); afpvec8 k2 = buffer_ld8(weight_data, (w_offset.x + x) * 4 + 2); afpvec8 k3 = buffer_ld8(weight_data, (w_offset.x + x) * 4 + 3); afpvec8 k4 = buffer_ld8(weight_data, (w_offset.y + x) * 4 + 0); afpvec8 k5 = buffer_ld8(weight_data, (w_offset.y + x) * 4 + 1); afpvec8 k6 = buffer_ld8(weight_data, (w_offset.y + x) * 4 + 2); afpvec8 k7 = buffer_ld8(weight_data, (w_offset.y + x) * 4 + 3); // sum += v * k sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum4.r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum4.g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum4.b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum4.a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum5.r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum5.g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum5.b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum5.a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum6.r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum6.g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum6.b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum6.a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum7.r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum7.g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum7.b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum7.a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); } v_offset += dilation_h * psc(w); w_offset += kernel_w; } } #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); sum4 = activation_afpvec4(sum4, activation_type, activation_param_0, activation_param_1); sum5 = activation_afpvec4(sum5, activation_type, activation_param_0, activation_param_1); sum6 = activation_afpvec4(sum6, activation_type, activation_param_0, activation_param_1); sum7 = activation_afpvec4(sum7, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx2.x, gy2.x, gz2.x), sum0); image3d_st4(top_blob, ivec3(gx2.y, gy2.x, gz2.x), sum1); image3d_st4(top_blob, ivec3(gx2.x, gy2.y, gz2.x), sum2); image3d_st4(top_blob, ivec3(gx2.y, gy2.y, gz2.x), sum3); image3d_st4(top_blob, ivec3(gx2.x, gy2.x, gz2.y), sum4); image3d_st4(top_blob, ivec3(gx2.y, gy2.x, gz2.y), sum5); image3d_st4(top_blob, ivec3(gx2.x, gy2.y, gz2.y), sum6); image3d_st4(top_blob, ivec3(gx2.y, gy2.y, gz2.y), sum7); #else const ivec2 gi = gz2 * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi.x, sum0); if (gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.x + 1, sum1); if (gy + 1 < psc(outh)) buffer_st4(top_blob_data, gi.x + psc(outw), sum2); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.x + psc(outw) + 1, sum3); if (gz + 1 < psc(outc)) { buffer_st4(top_blob_data, gi.y, sum4); if (gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.y + 1, sum5); if (gy + 1 < psc(outh)) buffer_st4(top_blob_data, gi.y + psc(outw), sum6); if (gy + 1 < psc(outh) && gx + 1 < psc(outw)) buffer_st4(top_blob_data, gi.y + psc(outw) + 1, sum7); } #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if NCNN_image_shader if (gx >= psc(outw) * psc(outh) || gy >= psc(outc)) return; #else if (gx >= psc(outcstep) || gy >= psc(outc)) return; #endif afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; if (bias_term == 1) { #if NCNN_image_shader afpvec4 b = image3d_ld4(bias_blob, ivec3(gy, 0, 0)); #else afpvec4 b = buffer_ld4(bias_data, gy); #endif sum0 = b; sum1 = b; sum2 = b; sum3 = b; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); } #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(0, z, gy)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(1, z, gy)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(2, z, gy)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(3, z, gy)); // sum += v * k; sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); } #else int w_offset = gy * psc(c) * 4; int v_offset = gx; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset + 3); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); // sum += v * k; sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); w_offset += 4; v_offset += psc(cstep); } #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st4(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st4(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st4(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else int gi = gy * psc(outcstep) + gx; buffer_st4(top_blob_data, gi + 0, sum0); if (gx + 1 < psc(outcstep)) buffer_st4(top_blob_data, gi + 1, sum1); if (gx + 2 < psc(outcstep)) buffer_st4(top_blob_data, gi + 2, sum2); if (gx + 3 < psc(outcstep)) buffer_st4(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int batch = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int c = 0; layout (constant_id = shape_constant_id_offset + 1) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outc = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_tm_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_tm_blob; layout (binding = 2) uniform unfp sampler3D weight_tm_blob; #else layout (binding = 0) readonly buffer bottom_tm_blob { sfpvec8 bottom_tm_blob_data[]; }; layout (binding = 1) writeonly buffer top_tm_blob { sfpvec4 top_tm_blob_data[]; }; layout (binding = 2) readonly buffer weight_tm_blob { sfpvec8 weight_tm_data[]; }; #endif layout (push_constant) uniform parameter { int c; int cstep; int outw; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outc) || gz >= batch) return; afpvec4 sum0 = afpvec4(0.f); afpvec4 sum1 = afpvec4(0.f); afpvec4 sum2 = afpvec4(0.f); afpvec4 sum3 = afpvec4(0.f); #if NCNN_image_shader for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_tm_blob, ivec3(gx + 0, z, gz)); afpvec8 v1 = image3d_ld8(bottom_tm_blob, ivec3(gx + 1, z, gz)); afpvec8 v2 = image3d_ld8(bottom_tm_blob, ivec3(gx + 2, z, gz)); afpvec8 v3 = image3d_ld8(bottom_tm_blob, ivec3(gx + 3, z, gz)); afpvec8 k0 = image3d_ld8(weight_tm_blob, ivec3(z * 4 + 0, gy, gz)); afpvec8 k1 = image3d_ld8(weight_tm_blob, ivec3(z * 4 + 1, gy, gz)); afpvec8 k2 = image3d_ld8(weight_tm_blob, ivec3(z * 4 + 2, gy, gz)); afpvec8 k3 = image3d_ld8(weight_tm_blob, ivec3(z * 4 + 3, gy, gz)); // sum += v * k; sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); } #else int v_offset = gz * psc(cstep) + gx; int w_offset = (gz * psc(c) * psc(outc) + gy * psc(c)) * 4; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_tm_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_tm_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_tm_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_tm_blob_data, v_offset + 3); afpvec8 k0 = buffer_ld8(weight_tm_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_tm_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_tm_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_tm_data, w_offset + 3); // sum += v * k; sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); v_offset += psc(outw); w_offset += 4; } #endif #if NCNN_image_shader image3d_st4(top_tm_blob, ivec3(gx + 0, gy, gz), sum0); image3d_st4(top_tm_blob, ivec3(gx + 1, gy, gz), sum1); image3d_st4(top_tm_blob, ivec3(gx + 2, gy, gz), sum2); image3d_st4(top_tm_blob, ivec3(gx + 3, gy, gz), sum3); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_tm_blob_data, gi + 0, sum0); if (gx + 1 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st4(top_tm_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (constant_id = shape_constant_id_offset + 6) const int outc = 0; layout (constant_id = shape_constant_id_offset + 7) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); const int outsize = psc(outw) * psc(outh); if (gx >= outsize || gy >= psc(outc)) return; afpvec4 sum0; afpvec4 sum1; afpvec4 sum2; afpvec4 sum3; if (bias_term == 1) { #if NCNN_image_shader sum0 = image3d_ld4(bias_blob, ivec3(gy, 0, 0)); #else sum0 = buffer_ld4(bias_data, gy); #endif sum1 = sum0; sum2 = sum0; sum3 = sum0; } else { sum0 = afpvec4(0.f); sum1 = afpvec4(0.f); sum2 = afpvec4(0.f); sum3 = afpvec4(0.f); } const int maxk = kernel_w * kernel_h; const int N = psc(c) * maxk; const ivec4 gx4 = gx + ivec4(0, 1, 2, 3); const ivec4 sy4 = gx4 / psc(outw); const ivec4 sx4 = gx4 % psc(outw); const ivec4 sxs4 = sx4 * stride_w; const ivec4 sys4 = sy4 * stride_h; #if NCNN_image_shader for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 x4 = sxs4 + kx * dilation_w; const ivec4 y4 = sys4 + ky * dilation_h; afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x4.r, y4.r, sz)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x4.g, y4.g, sz)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x4.b, y4.b, sz)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x4.a, y4.a, sz)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(z * 4 + 0, gy, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(z * 4 + 1, gy, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(z * 4 + 2, gy, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(z * 4 + 3, gy, 0)); // sum += v * k; sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); } #else int w_offset = gy * N * 4; for (int z = 0; z < N; z++) { const int sz = z / maxk; const int kk = z % maxk; const int ky = kk / kernel_w; const int kx = kk % kernel_w; const ivec4 v_offset = sz * psc(cstep) + (sys4 + ky * dilation_h) * psc(w) + sxs4 + kx * dilation_w; afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset.r); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset.g); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset.b); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset.a); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); // sum += v * k; sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); w_offset += 4; } #endif sum0 = activation_afpvec4(sum0, activation_type, activation_param_0, activation_param_1); sum1 = activation_afpvec4(sum1, activation_type, activation_param_0, activation_param_1); sum2 = activation_afpvec4(sum2, activation_type, activation_param_0, activation_param_1); sum3 = activation_afpvec4(sum3, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(sx4.r, sy4.r, gy), sum0); image3d_st4(top_blob, ivec3(sx4.g, sy4.g, gy), sum1); image3d_st4(top_blob, ivec3(sx4.b, sy4.b, gy), sum2); image3d_st4(top_blob, ivec3(sx4.a, sy4.a, gy), sum3); #else const int gi = gy * psc(outcstep) + gx; buffer_st4(top_blob_data, gi, sum0); if (gx + 1 < outsize) buffer_st4(top_blob_data, gi + 1, sum1); if (gx + 2 < outsize) buffer_st4(top_blob_data, gi + 2, sum2); if (gx + 3 < outsize) buffer_st4(top_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx + p.woffset; #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp1(top_blob_data, gx, bottom_blob_data, x); #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy + p.hoffset; #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else const int gi = gy * psc(outw) + gx; int v_offset = y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz + p.coffset; #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz + p.coffset; #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx * 4 + p.woffset; #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x + 0, 0, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x + 1, 0, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x + 2, 0, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x + 3, 0, 0)); image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else ivec4 v_offset = x + ivec4(0, 1, 2, 3); buffer_cp1to4(top_blob_data, gx, bottom_blob_data, v_offset); #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy * 4 + p.hoffset; #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y + 0, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x, y + 1, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x, y + 2, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x, y + 3, 0)); image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else int gi = gy * psc(outw) + gx; ivec4 v_offset = y * psc(w) + x + ivec4(0, 1, 2, 3) * psc(w); buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz * 4 + p.coffset; #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y, z + 0)); v.g = image3d_ld1(bottom_blob, ivec3(x, y, z + 1)); v.b = image3d_ld1(bottom_blob, ivec3(x, y, z + 2)); v.a = image3d_ld1(bottom_blob, ivec3(x, y, z + 3)); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; ivec4 v_offset = z * psc(cstep) + y * psc(w) + x + ivec4(0, 1, 2, 3) * psc(cstep); buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz * 4 + p.coffset; #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y, z + 0)); v.g = image3d_ld1(bottom_blob, ivec3(x, y, z + 1)); v.b = image3d_ld1(bottom_blob, ivec3(x, y, z + 2)); v.a = image3d_ld1(bottom_blob, ivec3(x, y, z + 3)); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; ivec4 v_offset = z * psc(cstep) + y * psc(w) + x + ivec4(0, 1, 2, 3) * psc(cstep); buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx * 8 + p.woffset; #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x + 0, 0, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x + 1, 0, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x + 2, 0, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x + 3, 0, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(x + 4, 0, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(x + 5, 0, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(x + 6, 0, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(x + 7, 0, 0)); image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else ivec4 v_offset = x + ivec4(0, 1, 2, 3); ivec4 vv_offset = v_offset + 4; buffer_cp1to8(top_blob_data, gx, bottom_blob_data, v_offset, vv_offset); #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy * 8 + p.hoffset; #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y + 0, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y + 1, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y + 2, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y + 3, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, y + 4, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, y + 5, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, y + 6, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, y + 7, 0)); image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else int gi = gy * psc(outw) + gx; ivec4 v_offset = y * psc(w) + x + ivec4(0, 1, 2, 3) * psc(w); ivec4 vv_offset = v_offset + 4 * psc(w); buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz * 8 + p.coffset; #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y, z + 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y, z + 1)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y, z + 2)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y, z + 3)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, y, z + 4)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, y, z + 5)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, y, z + 6)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, y, z + 7)); image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; ivec4 v_offset = z * psc(cstep) + y * psc(w) + x + ivec4(0, 1, 2, 3) * psc(cstep); ivec4 vv_offset = v_offset + 4 * psc(cstep); buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz * 8 + p.coffset; #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y, z + 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y, z + 1)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y, z + 2)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y, z + 3)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, y, z + 4)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, y, z + 5)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, y, z + 6)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, y, z + 7)); image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; ivec4 v_offset = z * psc(cstep) + y * psc(w) + x + ivec4(0, 1, 2, 3) * psc(cstep); ivec4 vv_offset = v_offset + 4 * psc(cstep); buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx + p.woffset / 4; #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp4(top_blob_data, gx, bottom_blob_data, x); #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy + p.hoffset / 4; #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else const int gi = gy * psc(outw) + gx; int v_offset = y * psc(w) + x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz + p.coffset / 4; #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz + p.coffset / 4; #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx + p.woffset; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x / 4, 0, 0)); image3d_st1(top_blob, ivec3(gx, 0, 0), v[x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 4) * 2 + (x % 4) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 4) * 4 + x % 4; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy + p.hoffset; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y / 4, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[y % 4]); #else int gi = gy * psc(outw) + gx; #if NCNN_fp16_packed int v_offset = ((y / 4) * psc(w) + x) * 2 + (y % 4) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 4) * psc(w) + x) * 4 + y % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz + p.coffset; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z / 4)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[z % 4]); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z % 4) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 4 + z % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz + p.coffset; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z / 4)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[z % 4]); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z % 4) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 4 + z % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { ivec4 x4 = gx * 8 + p.woffset + ivec4(0, 1, 2, 3); ivec4 xx4 = x4 + 4; #if NCNN_image_shader afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x4.r / 4, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x4.g / 4, 0, 0)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x4.b / 4, 0, 0)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x4.a / 4, 0, 0)); afpvec4 v4 = image3d_ld4(bottom_blob, ivec3(xx4.r / 4, 0, 0)); afpvec4 v5 = image3d_ld4(bottom_blob, ivec3(xx4.g / 4, 0, 0)); afpvec4 v6 = image3d_ld4(bottom_blob, ivec3(xx4.b / 4, 0, 0)); afpvec4 v7 = image3d_ld4(bottom_blob, ivec3(xx4.a / 4, 0, 0)); afpvec8 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 x4m4 = x4 % 4; ivec4 xx4m4 = xx4 % 4; if (x4m4.r == 0) v[0].r = v0.r; if (x4m4.r == 1) v[0].r = v0.g; if (x4m4.r == 2) v[0].r = v0.b; if (x4m4.r == 3) v[0].r = v0.a; if (x4m4.g == 0) v[0].g = v1.r; if (x4m4.g == 1) v[0].g = v1.g; if (x4m4.g == 2) v[0].g = v1.b; if (x4m4.g == 3) v[0].g = v1.a; if (x4m4.b == 0) v[0].b = v2.r; if (x4m4.b == 1) v[0].b = v2.g; if (x4m4.b == 2) v[0].b = v2.b; if (x4m4.b == 3) v[0].b = v2.a; if (x4m4.a == 0) v[0].a = v3.r; if (x4m4.a == 1) v[0].a = v3.g; if (x4m4.a == 2) v[0].a = v3.b; if (x4m4.a == 3) v[0].a = v3.a; if (xx4m4.r == 0) v[1].r = v4.r; if (xx4m4.r == 1) v[1].r = v4.g; if (xx4m4.r == 2) v[1].r = v4.b; if (xx4m4.r == 3) v[1].r = v4.a; if (xx4m4.g == 0) v[1].g = v5.r; if (xx4m4.g == 1) v[1].g = v5.g; if (xx4m4.g == 2) v[1].g = v5.b; if (xx4m4.g == 3) v[1].g = v5.a; if (xx4m4.b == 0) v[1].b = v6.r; if (xx4m4.b == 1) v[1].b = v6.g; if (xx4m4.b == 2) v[1].b = v6.b; if (xx4m4.b == 3) v[1].b = v6.a; if (xx4m4.a == 0) v[1].a = v7.r; if (xx4m4.a == 1) v[1].a = v7.g; if (xx4m4.a == 2) v[1].a = v7.b; if (xx4m4.a == 3) v[1].a = v7.a; } else #endif { v[0].r = v0[x4.r % 4]; v[0].g = v1[x4.g % 4]; v[0].b = v2[x4.b % 4]; v[0].a = v3[x4.a % 4]; v[1].r = v4[xx4.r % 4]; v[1].g = v5[xx4.g % 4]; v[1].b = v6[xx4.b % 4]; v[1].a = v7[xx4.a % 4]; } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else #if NCNN_fp16_packed ivec4 v_offset = (x4 / 4) * 2 + (x4 % 4) / 2; ivec4 lane2 = x4 % 2; ivec4 vv_offset = (xx4 / 4) * 2 + (xx4 % 4) / 2; ivec4 lane4 = xx4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gx, v); #else ivec4 v_offset = (x4 / 4) * 4 + x4 % 4; ivec4 vv_offset = (xx4 / 4) * 4 + xx4 % 4; buffer_cp1to8(top_blob_data, gx, bottom_blob_data, v_offset, vv_offset); #endif #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; ivec4 y4 = gy * 8 + p.hoffset + ivec4(0, 1, 2, 3); ivec4 yy4 = y4 + 4; #if NCNN_image_shader afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y4.r / 4, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y4.g / 4, 0)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x, y4.b / 4, 0)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x, y4.a / 4, 0)); afpvec4 v4 = image3d_ld4(bottom_blob, ivec3(x, yy4.r / 4, 0)); afpvec4 v5 = image3d_ld4(bottom_blob, ivec3(x, yy4.g / 4, 0)); afpvec4 v6 = image3d_ld4(bottom_blob, ivec3(x, yy4.b / 4, 0)); afpvec4 v7 = image3d_ld4(bottom_blob, ivec3(x, yy4.a / 4, 0)); afpvec8 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 y4m4 = y4 % 4; ivec4 yy4m4 = yy4 % 4; if (y4m4.r == 0) v[0].r = v0.r; if (y4m4.r == 1) v[0].r = v0.g; if (y4m4.r == 2) v[0].r = v0.b; if (y4m4.r == 3) v[0].r = v0.a; if (y4m4.g == 0) v[0].g = v1.r; if (y4m4.g == 1) v[0].g = v1.g; if (y4m4.g == 2) v[0].g = v1.b; if (y4m4.g == 3) v[0].g = v1.a; if (y4m4.b == 0) v[0].b = v2.r; if (y4m4.b == 1) v[0].b = v2.g; if (y4m4.b == 2) v[0].b = v2.b; if (y4m4.b == 3) v[0].b = v2.a; if (y4m4.a == 0) v[0].a = v3.r; if (y4m4.a == 1) v[0].a = v3.g; if (y4m4.a == 2) v[0].a = v3.b; if (y4m4.a == 3) v[0].a = v3.a; if (yy4m4.r == 0) v[1].r = v4.r; if (yy4m4.r == 1) v[1].r = v4.g; if (yy4m4.r == 2) v[1].r = v4.b; if (yy4m4.r == 3) v[1].r = v4.a; if (yy4m4.g == 0) v[1].g = v5.r; if (yy4m4.g == 1) v[1].g = v5.g; if (yy4m4.g == 2) v[1].g = v5.b; if (yy4m4.g == 3) v[1].g = v5.a; if (yy4m4.b == 0) v[1].b = v6.r; if (yy4m4.b == 1) v[1].b = v6.g; if (yy4m4.b == 2) v[1].b = v6.b; if (yy4m4.b == 3) v[1].b = v6.a; if (yy4m4.a == 0) v[1].a = v7.r; if (yy4m4.a == 1) v[1].a = v7.g; if (yy4m4.a == 2) v[1].a = v7.b; if (yy4m4.a == 3) v[1].a = v7.a; } else #endif { v[0].r = v0[y4.r % 4]; v[0].g = v1[y4.g % 4]; v[0].b = v2[y4.b % 4]; v[0].a = v3[y4.a % 4]; v[1].r = v4[yy4.r % 4]; v[1].g = v5[yy4.g % 4]; v[1].b = v6[yy4.b % 4]; v[1].a = v7[yy4.a % 4]; } image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else int gi = gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((y4 / 4) * psc(w) + x) * 2 + (y4 % 4) / 2; ivec4 lane2 = y4 % 2; ivec4 vv_offset = ((yy4 / 4) * psc(w) + x) * 2 + (yy4 % 4) / 2; ivec4 lane4 = yy4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gi, v); #else ivec4 v_offset = ((y4 / 4) * psc(w) + x) * 4 + y4 % 4; ivec4 vv_offset = ((yy4 / 4) * psc(w) + x) * 4 + yy4 % 4; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; ivec4 z4 = gz * 8 + p.coffset + ivec4(0, 1, 2, 3); ivec4 zz4 = z4 + 4; #if NCNN_image_shader afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, z4.r / 4)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, z4.g / 4)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x, y, z4.b / 4)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x, y, z4.a / 4)); afpvec4 v4 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.r / 4)); afpvec4 v5 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.g / 4)); afpvec4 v6 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.b / 4)); afpvec4 v7 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.a / 4)); afpvec8 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 z4m4 = z4 % 4; ivec4 zz4m4 = zz4 % 4; if (z4m4.r == 0) v[0].r = v0.r; if (z4m4.r == 1) v[0].r = v0.g; if (z4m4.r == 2) v[0].r = v0.b; if (z4m4.r == 3) v[0].r = v0.a; if (z4m4.g == 0) v[0].g = v1.r; if (z4m4.g == 1) v[0].g = v1.g; if (z4m4.g == 2) v[0].g = v1.b; if (z4m4.g == 3) v[0].g = v1.a; if (z4m4.b == 0) v[0].b = v2.r; if (z4m4.b == 1) v[0].b = v2.g; if (z4m4.b == 2) v[0].b = v2.b; if (z4m4.b == 3) v[0].b = v2.a; if (z4m4.a == 0) v[0].a = v3.r; if (z4m4.a == 1) v[0].a = v3.g; if (z4m4.a == 2) v[0].a = v3.b; if (z4m4.a == 3) v[0].a = v3.a; if (zz4m4.r == 0) v[1].r = v4.r; if (zz4m4.r == 1) v[1].r = v4.g; if (zz4m4.r == 2) v[1].r = v4.b; if (zz4m4.r == 3) v[1].r = v4.a; if (zz4m4.g == 0) v[1].g = v5.r; if (zz4m4.g == 1) v[1].g = v5.g; if (zz4m4.g == 2) v[1].g = v5.b; if (zz4m4.g == 3) v[1].g = v5.a; if (zz4m4.b == 0) v[1].b = v6.r; if (zz4m4.b == 1) v[1].b = v6.g; if (zz4m4.b == 2) v[1].b = v6.b; if (zz4m4.b == 3) v[1].b = v6.a; if (zz4m4.a == 0) v[1].a = v7.r; if (zz4m4.a == 1) v[1].a = v7.g; if (zz4m4.a == 2) v[1].a = v7.b; if (zz4m4.a == 3) v[1].a = v7.a; } else #endif { v[0].r = v0[z4.r % 4]; v[0].g = v1[z4.g % 4]; v[0].b = v2[z4.b % 4]; v[0].a = v3[z4.a % 4]; v[1].r = v4[zz4.r % 4]; v[1].g = v5[zz4.g % 4]; v[1].b = v6[zz4.b % 4]; v[1].a = v7[zz4.a % 4]; } image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z4 % 4) / 2; ivec4 lane2 = z4 % 2; ivec4 vv_offset = ((zz4 / 4) * psc(cstep) + y * psc(w) + x) * 2 + (zz4 % 4) / 2; ivec4 lane4 = zz4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 4) * psc(cstep) + y * psc(w) + x) * 4 + z4 % 4; ivec4 vv_offset = ((zz4 / 4) * psc(cstep) + y * psc(w) + x) * 4 + zz4 % 4; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); ivec4 z4 = gz * 8 + p.coffset + ivec4(0, 1, 2, 3); ivec4 zz4 = z4 + 4; #if NCNN_image_shader afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, z4.r / 4)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, z4.g / 4)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(x, y, z4.b / 4)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(x, y, z4.a / 4)); afpvec4 v4 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.r / 4)); afpvec4 v5 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.g / 4)); afpvec4 v6 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.b / 4)); afpvec4 v7 = image3d_ld4(bottom_blob, ivec3(x, y, zz4.a / 4)); afpvec8 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 z4m4 = z4 % 4; ivec4 zz4m4 = zz4 % 4; if (z4m4.r == 0) v[0].r = v0.r; if (z4m4.r == 1) v[0].r = v0.g; if (z4m4.r == 2) v[0].r = v0.b; if (z4m4.r == 3) v[0].r = v0.a; if (z4m4.g == 0) v[0].g = v1.r; if (z4m4.g == 1) v[0].g = v1.g; if (z4m4.g == 2) v[0].g = v1.b; if (z4m4.g == 3) v[0].g = v1.a; if (z4m4.b == 0) v[0].b = v2.r; if (z4m4.b == 1) v[0].b = v2.g; if (z4m4.b == 2) v[0].b = v2.b; if (z4m4.b == 3) v[0].b = v2.a; if (z4m4.a == 0) v[0].a = v3.r; if (z4m4.a == 1) v[0].a = v3.g; if (z4m4.a == 2) v[0].a = v3.b; if (z4m4.a == 3) v[0].a = v3.a; if (zz4m4.r == 0) v[1].r = v4.r; if (zz4m4.r == 1) v[1].r = v4.g; if (zz4m4.r == 2) v[1].r = v4.b; if (zz4m4.r == 3) v[1].r = v4.a; if (zz4m4.g == 0) v[1].g = v5.r; if (zz4m4.g == 1) v[1].g = v5.g; if (zz4m4.g == 2) v[1].g = v5.b; if (zz4m4.g == 3) v[1].g = v5.a; if (zz4m4.b == 0) v[1].b = v6.r; if (zz4m4.b == 1) v[1].b = v6.g; if (zz4m4.b == 2) v[1].b = v6.b; if (zz4m4.b == 3) v[1].b = v6.a; if (zz4m4.a == 0) v[1].a = v7.r; if (zz4m4.a == 1) v[1].a = v7.g; if (zz4m4.a == 2) v[1].a = v7.b; if (zz4m4.a == 3) v[1].a = v7.a; } else #endif { v[0].r = v0[z4.r % 4]; v[0].g = v1[z4.g % 4]; v[0].b = v2[z4.b % 4]; v[0].a = v3[z4.a % 4]; v[1].r = v4[zz4.r % 4]; v[1].g = v5[zz4.g % 4]; v[1].b = v6[zz4.b % 4]; v[1].a = v7[zz4.a % 4]; } image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z4 % 4) / 2; ivec4 lane2 = z4 % 2; ivec4 vv_offset = ((zz4 / 4) * psc(cstep) + y * psc(w) + x) * 2 + (zz4 % 4) / 2; ivec4 lane4 = zz4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 4) * psc(cstep) + y * psc(w) + x) * 4 + z4 % 4; ivec4 vv_offset = ((zz4 / 4) * psc(cstep) + y * psc(w) + x) * 4 + zz4 % 4; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx + p.woffset / 8; #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp8(top_blob_data, gx, bottom_blob_data, x); #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy + p.hoffset / 8; #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else const int gi = gy * psc(outw) + gx; int v_offset = y * psc(w) + x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz + p.coffset / 8; #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz + p.coffset / 8; #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx + p.woffset; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x / 8, 0, 0)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(x % 8) / 4][x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 8) * 4 + (x % 8) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 8) * 8 + x % 8; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; int y = gy + p.hoffset; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y / 8, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[(y % 8) / 4][y % 4]); #else int gi = gy * psc(outw) + gx; #if NCNN_fp16_packed int v_offset = ((y / 8) * psc(w) + x) * 4 + (y % 8) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 8) * psc(w) + x) * 8 + y % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; int z = gz + p.coffset; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z / 8)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(z % 8) / 4][z % 4]); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z % 8) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 8 + z % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); int z = gz + p.coffset; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z / 8)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(z % 8) / 4][z % 4]); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z % 8) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 8 + z % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bugihfa = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int woffset; int hoffset; int doffset; int coffset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; if (psc(dims) == 1) { ivec4 x4 = gx * 4 + p.woffset + ivec4(0, 1, 2, 3); #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x4.r / 8, 0, 0)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x4.g / 8, 0, 0)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x4.b / 8, 0, 0)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x4.a / 8, 0, 0)); afpvec4 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 x4lane2 = (x4 % 8) / 4; ivec4 x4m4 = x4 % 4; if (x4m4.r == 0) v.r = v0[x4lane2.r].r; if (x4m4.r == 1) v.r = v0[x4lane2.r].g; if (x4m4.r == 2) v.r = v0[x4lane2.r].b; if (x4m4.r == 3) v.r = v0[x4lane2.r].a; if (x4m4.g == 0) v.g = v0[x4lane2.g].r; if (x4m4.g == 1) v.g = v0[x4lane2.g].g; if (x4m4.g == 2) v.g = v0[x4lane2.g].b; if (x4m4.g == 3) v.g = v0[x4lane2.g].a; if (x4m4.b == 0) v.b = v0[x4lane2.b].r; if (x4m4.b == 1) v.b = v0[x4lane2.b].g; if (x4m4.b == 2) v.b = v0[x4lane2.b].b; if (x4m4.b == 3) v.b = v0[x4lane2.b].a; if (x4m4.a == 0) v.a = v0[x4lane2.a].r; if (x4m4.a == 1) v.a = v0[x4lane2.a].g; if (x4m4.a == 2) v.a = v0[x4lane2.a].b; if (x4m4.a == 3) v.a = v0[x4lane2.a].a; } else #endif { v.r = v0[(x4.r % 8) / 4][x4.r % 4]; v.g = v1[(x4.g % 8) / 4][x4.g % 4]; v.b = v2[(x4.b % 8) / 4][x4.b % 4]; v.a = v3[(x4.a % 8) / 4][x4.a % 4]; } image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else #if NCNN_fp16_packed ivec4 v_offset = (x4 / 8) * 4 + (x4 % 8) / 2; ivec4 lane2 = x4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gx, v); #else ivec4 v_offset = (x4 / 8) * 8 + x4 % 8; buffer_cp1to4(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } else if (psc(dims) == 2) { int x = gx + p.woffset; ivec4 y4 = gy * 4 + p.hoffset + ivec4(0, 1, 2, 3); #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y4.r / 8, 0)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y4.g / 8, 0)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x, y4.b / 8, 0)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x, y4.a / 8, 0)); afpvec4 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 y4lane2 = (y4 % 8) / 4; ivec4 y4m4 = y4 % 4; if (y4m4.r == 0) v.r = v0[y4lane2.r].r; if (y4m4.r == 1) v.r = v0[y4lane2.r].g; if (y4m4.r == 2) v.r = v0[y4lane2.r].b; if (y4m4.r == 3) v.r = v0[y4lane2.r].a; if (y4m4.g == 0) v.g = v0[y4lane2.g].r; if (y4m4.g == 1) v.g = v0[y4lane2.g].g; if (y4m4.g == 2) v.g = v0[y4lane2.g].b; if (y4m4.g == 3) v.g = v0[y4lane2.g].a; if (y4m4.b == 0) v.b = v0[y4lane2.b].r; if (y4m4.b == 1) v.b = v0[y4lane2.b].g; if (y4m4.b == 2) v.b = v0[y4lane2.b].b; if (y4m4.b == 3) v.b = v0[y4lane2.b].a; if (y4m4.a == 0) v.a = v0[y4lane2.a].r; if (y4m4.a == 1) v.a = v0[y4lane2.a].g; if (y4m4.a == 2) v.a = v0[y4lane2.a].b; if (y4m4.a == 3) v.a = v0[y4lane2.a].a; } else #endif { v.r = v0[(y4.r % 8) / 4][y4.r % 4]; v.g = v1[(y4.g % 8) / 4][y4.g % 4]; v.b = v2[(y4.b % 8) / 4][y4.b % 4]; v.a = v3[(y4.a % 8) / 4][y4.a % 4]; } image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else int gi = gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((y4 / 8) * psc(w) + x) * 4 + (y4 % 8) / 2; ivec4 lane2 = y4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else ivec4 v_offset = ((y4 / 8) * psc(w) + x) * 8 + y4 % 8; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else if (psc(dims) == 3) { int x = gx + p.woffset; int y = gy + p.hoffset; ivec4 z4 = gz * 4 + p.coffset + ivec4(0, 1, 2, 3); #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y, z4.r / 8)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y, z4.g / 8)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x, y, z4.b / 8)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x, y, z4.a / 8)); afpvec4 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 z4lane2 = (z4 % 8) / 4; ivec4 z4m4 = z4 % 4; if (z4m4.r == 0) v.r = v0[z4lane2.r].r; if (z4m4.r == 1) v.r = v0[z4lane2.r].g; if (z4m4.r == 2) v.r = v0[z4lane2.r].b; if (z4m4.r == 3) v.r = v0[z4lane2.r].a; if (z4m4.g == 0) v.g = v0[z4lane2.g].r; if (z4m4.g == 1) v.g = v0[z4lane2.g].g; if (z4m4.g == 2) v.g = v0[z4lane2.g].b; if (z4m4.g == 3) v.g = v0[z4lane2.g].a; if (z4m4.b == 0) v.b = v0[z4lane2.b].r; if (z4m4.b == 1) v.b = v0[z4lane2.b].g; if (z4m4.b == 2) v.b = v0[z4lane2.b].b; if (z4m4.b == 3) v.b = v0[z4lane2.b].a; if (z4m4.a == 0) v.a = v0[z4lane2.a].r; if (z4m4.a == 1) v.a = v0[z4lane2.a].g; if (z4m4.a == 2) v.a = v0[z4lane2.a].b; if (z4m4.a == 3) v.a = v0[z4lane2.a].a; } else #endif { v.r = v0[(z4.r % 8) / 4][z4.r % 4]; v.g = v1[(z4.g % 8) / 4][z4.g % 4]; v.b = v2[(z4.b % 8) / 4][z4.b % 4]; v.a = v3[(z4.a % 8) / 4][z4.a % 4]; } image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z4 % 8) / 2; ivec4 lane2 = z4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 8 + z4 % 8; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else // if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); int x = gx + p.woffset; int y = (yd + p.doffset) * psc(h) + (yh + p.hoffset); ivec4 z4 = gz * 4 + p.coffset + ivec4(0, 1, 2, 3); #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y, z4.r / 8)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y, z4.g / 8)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x, y, z4.b / 8)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x, y, z4.a / 8)); afpvec4 v; #if NCNN_fp16_arithmetic if (bugihfa == 1) { ivec4 z4lane2 = (z4 % 8) / 4; ivec4 z4m4 = z4 % 4; if (z4m4.r == 0) v.r = v0[z4lane2.r].r; if (z4m4.r == 1) v.r = v0[z4lane2.r].g; if (z4m4.r == 2) v.r = v0[z4lane2.r].b; if (z4m4.r == 3) v.r = v0[z4lane2.r].a; if (z4m4.g == 0) v.g = v0[z4lane2.g].r; if (z4m4.g == 1) v.g = v0[z4lane2.g].g; if (z4m4.g == 2) v.g = v0[z4lane2.g].b; if (z4m4.g == 3) v.g = v0[z4lane2.g].a; if (z4m4.b == 0) v.b = v0[z4lane2.b].r; if (z4m4.b == 1) v.b = v0[z4lane2.b].g; if (z4m4.b == 2) v.b = v0[z4lane2.b].b; if (z4m4.b == 3) v.b = v0[z4lane2.b].a; if (z4m4.a == 0) v.a = v0[z4lane2.a].r; if (z4m4.a == 1) v.a = v0[z4lane2.a].g; if (z4m4.a == 2) v.a = v0[z4lane2.a].b; if (z4m4.a == 3) v.a = v0[z4lane2.a].a; } else #endif { v.r = v0[(z4.r % 8) / 4][z4.r % 4]; v.g = v1[(z4.g % 8) / 4][z4.g % 4]; v.b = v2[(z4.b % 8) / 4][z4.b % 4]; v.a = v3[(z4.a % 8) / 4][z4.a % 4]; } image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z4 % 8) / 2; ivec4 lane2 = z4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 8 + z4 % 8; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld1(bias_data, gz); #endif } else { sum = afp(0.f); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = y * kernel_w + x; for (int z = 0; z < psc(c); z++) { sum += image3d_ld1(weight_blob, ivec3(wx, z, gz)) * image3d_ld1(bottom_blob, ivec3(sx, sy, z)); } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { sum += buffer_ld1(weight_data, w_offset) * buffer_ld1(bottom_blob_data, v_offset); v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outh = 0; layout (constant_id = shape_constant_id_offset + 4) const int outc = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D col_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer col_blob { sfp col_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld1(bias_data, gz); #endif } else { sum = afp(0.f); } const int maxk = kernel_w * kernel_h; const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; const int sx_start = (gx < kernel_extent_w) ? 0 : (gx - kernel_extent_w) / stride_w + 1; const int sx_end = min(gx / stride_w + 1, psc(w)); const int sy_start = (gy < kernel_extent_h) ? 0 : (gy - kernel_extent_h) / stride_h + 1; const int sy_end = min(gy / stride_h + 1, psc(h)); for (int sy = sy_start; sy < sy_end; sy += 1) { for (int sx = sx_start; sx < sx_end; sx += 1) { int h_k = (gy - sy * stride_h); int w_k = (gx - sx * stride_w); if (h_k % dilation_h == 0 && w_k % dilation_w == 0) { h_k /= dilation_h; w_k /= dilation_w; #if NCNN_image_shader sum += image3d_ld1(col_blob, ivec3(sy * psc(w) + sx, gz * maxk + h_k * kernel_w + w_k, 0)); #else const int gi = (gz * maxk + h_k * kernel_w + w_k) * psc(w) * psc(h) + sy * psc(w) + sx; sum += buffer_ld1(col_blob_data, gi); #endif } } } sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfp col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfp tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif afp sum0 = afp(0.f); afp sum1 = afp(0.f); afp sum2 = afp(0.f); afp sum3 = afp(0.f); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx4.r, sy4.r, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx4.g, sy4.g, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx4.b, sy4.b, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx4.a, sy4.a, z)); afp k = image3d_ld1(weight_blob, ivec3(z, gy, 0)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int v_offset = gx; int w_offset = gy * psc(c); #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfp(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afp k = lfp2afp(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfp(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afp k = lfp2afp(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_blob_data, v_offset + 3); afp k = buffer_ld1(weight_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; v_offset += psc(cstep); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif #if NCNN_image_shader image3d_st1(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st1(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st1(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st1(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st1(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st1(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st1(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st1(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld4(bias_data, gz); #endif } else { sum = afpvec4(0.f); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afp v = image3d_ld1(bottom_blob, ivec3(sx, sy, z)); afpvec4 k = image3d_ld4(weight_blob, ivec3(wx, z, gz)); sum += v * k; } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afp v = buffer_ld1(bottom_blob_data, v_offset); afpvec4 k = buffer_ld4(weight_data, w_offset); sum += v * k; v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfpvec4 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #if NCNN_shader_local_memory shared lfp tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif afpvec4 sum0 = afpvec4(0.f); afpvec4 sum1 = afpvec4(0.f); afpvec4 sum2 = afpvec4(0.f); afpvec4 sum3 = afpvec4(0.f); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx4.r, sy4.r, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx4.g, sy4.g, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx4.b, sy4.b, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec4 k = image3d_ld4(weight_blob, ivec3(z, gy, 0)); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int v_offset = gx; int w_offset = gy * psc(c); #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfp(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afp v0 = lfp2afp(tmp_v[lx][z4][0]); afp v1 = lfp2afp(tmp_v[lx][z4][1]); afp v2 = lfp2afp(tmp_v[lx][z4][2]); afp v3 = lfp2afp(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_blob_data, v_offset + 3); afpvec4 k = buffer_ld4(weight_data, w_offset); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; v_offset += psc(cstep); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif #if NCNN_image_shader image3d_st4(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st4(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st4(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st4(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st4(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st4(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st4(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st4(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld8(bias_data, gz); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afp v = image3d_ld1(bottom_blob, ivec3(sx, sy, z)); afpvec8 k = image3d_ld8(weight_blob, ivec3(wx, z, gz)); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afp v = buffer_ld1(bottom_blob_data, v_offset); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfpvec8 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); if (gx >= psc(outw) || gy >= psc(outh)) return; afpvec8 sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afp v0 = image3d_ld1(bottom_blob, ivec3(sx4.r, sy4.r, z)); afp v1 = image3d_ld1(bottom_blob, ivec3(sx4.g, sy4.g, z)); afp v2 = image3d_ld1(bottom_blob, ivec3(sx4.b, sy4.b, z)); afp v3 = image3d_ld1(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k = image3d_ld8(weight_blob, ivec3(z, gy, 0)); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; } #else int v_offset = gx; int w_offset = gy * psc(c); for (int z = 0; z < psc(c); z++) { afp v0 = buffer_ld1(bottom_blob_data, v_offset + 0); afp v1 = buffer_ld1(bottom_blob_data, v_offset + 1); afp v2 = buffer_ld1(bottom_blob_data, v_offset + 2); afp v3 = buffer_ld1(bottom_blob_data, v_offset + 3); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += v * k; sum0[0] += v0 * k[0]; sum0[1] += v0 * k[1]; sum1[0] += v1 * k[0]; sum1[1] += v1 * k[1]; sum2[0] += v2 * k[0]; sum2[1] += v2 * k[1]; sum3[0] += v3 * k[0]; sum3[1] += v3 * k[1]; v_offset += psc(cstep); w_offset += 1; } #endif #if NCNN_image_shader image3d_st8(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st8(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st8(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st8(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st8(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st8(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st8(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st8(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #else layout (binding = 2) readonly buffer weight_blob { sfpmat4 weight_data[]; }; #endif layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld4(bias_data, gz); #endif } else { sum = afpvec4(0.f); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = (y * kernel_w + x) * 4; for (int z = 0; z < psc(c); z++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(sx, sy, z)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(wx + 0, z, gz)), image3d_ld4(weight_blob, ivec3(wx + 1, z, gz)), image3d_ld4(weight_blob, ivec3(wx + 2, z, gz)), image3d_ld4(weight_blob, ivec3(wx + 3, z, gz)) ); sum += v * k; } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( afpmat4 k = afpmat4( buffer_ld4(weight_data, w_offset * 4 + 0), buffer_ld4(weight_data, w_offset * 4 + 1), buffer_ld4(weight_data, w_offset * 4 + 2), buffer_ld4(weight_data, w_offset * 4 + 3) ); #else afpmat4 k = afpmat4(weight_data[w_offset]); #endif sum += v * k; v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outh = 0; layout (constant_id = shape_constant_id_offset + 4) const int outc = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D col_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer col_blob { sfpvec4 col_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld4(bias_data, gz); #endif } else { sum = afpvec4(0.f); } const int maxk = kernel_w * kernel_h; const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; const int sx_start = (gx < kernel_extent_w) ? 0 : (gx - kernel_extent_w) / stride_w + 1; const int sx_end = min(gx / stride_w + 1, psc(w)); const int sy_start = (gy < kernel_extent_h) ? 0 : (gy - kernel_extent_h) / stride_h + 1; const int sy_end = min(gy / stride_h + 1, psc(h)); for (int sy = sy_start; sy < sy_end; sy += 1) { for (int sx = sx_start; sx < sx_end; sx += 1) { int h_k = (gy - sy * stride_h); int w_k = (gx - sx * stride_w); if (h_k % dilation_h == 0 && w_k % dilation_w == 0) { h_k /= dilation_h; w_k /= dilation_w; #if NCNN_image_shader sum += image3d_ld4(col_blob, ivec3(sy * psc(w) + sx, gz * maxk + h_k * kernel_w + w_k, 0)); #else const int gi = (gz * maxk + h_k * kernel_w + w_k) * psc(w) * psc(h) + sy * psc(w) + sx; sum += buffer_ld4(col_blob_data, gi); #endif } } } sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfpvec4 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH][4]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif afpvec4 sum0 = afpvec4(0.f); afpvec4 sum1 = afpvec4(0.f); afpvec4 sum2 = afpvec4(0.f); afpvec4 sum3 = afpvec4(0.f); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(z * 4 + 0, gy, 0)), image3d_ld4(weight_blob, ivec3(z * 4 + 1, gy, 0)), image3d_ld4(weight_blob, ivec3(z * 4 + 2, gy, 0)), image3d_ld4(weight_blob, ivec3(z * 4 + 3, gy, 0)) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } #else int v_offset = gx; int w_offset = gy * psc(c) * 4; #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH * 4; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4][lx] = sfp2lfpvec4(weight_data[w_offset + z4 * 4 + lx]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k0 = lfp2afpvec4(tmp_k[ly][z4][0]); afpvec4 k1 = lfp2afpvec4(tmp_k[ly][z4][1]); afpvec4 k2 = lfp2afpvec4(tmp_k[ly][z4][2]); afpvec4 k3 = lfp2afpvec4(tmp_k[ly][z4][3]); afpmat4 k = afpmat4(k0, k1, k2, k3); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; } } #else for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset + 3); afpmat4 k = afpmat4( buffer_ld4(weight_data, w_offset + 0), buffer_ld4(weight_data, w_offset + 1), buffer_ld4(weight_data, w_offset + 2), buffer_ld4(weight_data, w_offset + 3) ); sum0 += v0 * k; sum1 += v1 * k; sum2 += v2 * k; sum3 += v3 * k; v_offset += psc(cstep); w_offset += 4; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif #if NCNN_image_shader image3d_st4(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st4(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st4(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st4(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st4(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st4(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st4(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st4(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { uvec2 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 coopmat sum0 = coopmat(0.f); coopmat sum1 = coopmat(0.f); coopmat sum2 = coopmat(0.f); coopmat sum3 = coopmat(0.f); const int N = psc(c) / 4; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(cstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(cstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopMatLoad(B0, tmp_k0, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*16*4, 4, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); } barrier(); } if (gx >= psc(outw) || gy >= psc(outh)) return; coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopMatStore(sum0_fp16, tmp_v0, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*4, 4, gl_CooperativeMatrixLayoutRowMajor); barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; const int gi = ((gy / 4 + lxd16) / maxk * maxk * 4 + (gy / 4 + lxd16) % maxk) * psc(outw) + j * maxk * psc(outw) + (gx + lxm16); if (gx + lxm16 < psc(outw)) col_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) col_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_KHR_cooperative_matrix: require layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { uvec2 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 coopmat sum0 = coopmat(0.f); coopmat sum1 = coopmat(0.f); coopmat sum2 = coopmat(0.f); coopmat sum3 = coopmat(0.f); coopmat sum4 = coopmat(0.f); coopmat sum5 = coopmat(0.f); coopmat sum6 = coopmat(0.f); coopmat sum7 = coopmat(0.f); const int N = psc(c) / 2; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(cstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(cstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { coopmat A0; coopmat A1; coopMatLoad(A0, tmp_v0, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(A1, tmp_v1, z4*16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopmat B0; coopmat B1; coopmat B2; coopmat B3; coopMatLoad(B0, tmp_k0, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B1, tmp_k1, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B2, tmp_k2, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatLoad(B3, tmp_k3, z4*8*2, 2, gl_CooperativeMatrixLayoutRowMajor); // sum += v * k sum0 = coopMatMulAdd(A0, B0, sum0); sum1 = coopMatMulAdd(A1, B0, sum1); sum2 = coopMatMulAdd(A0, B1, sum2); sum3 = coopMatMulAdd(A1, B1, sum3); sum4 = coopMatMulAdd(A0, B2, sum4); sum5 = coopMatMulAdd(A1, B2, sum5); sum6 = coopMatMulAdd(A0, B3, sum6); sum7 = coopMatMulAdd(A1, B3, sum7); } barrier(); } if (gx >= psc(outw) || gy >= psc(outh)) return; coopmat sum0_fp16 = coopmat(sum0); coopmat sum1_fp16 = coopmat(sum1); coopmat sum2_fp16 = coopmat(sum2); coopmat sum3_fp16 = coopmat(sum3); coopmat sum4_fp16 = coopmat(sum4); coopmat sum5_fp16 = coopmat(sum5); coopmat sum6_fp16 = coopmat(sum6); coopmat sum7_fp16 = coopmat(sum7); coopMatStore(sum0_fp16, tmp_v0, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum1_fp16, tmp_v1, 0, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum2_fp16, tmp_v0, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum3_fp16, tmp_v1, 16*2, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum4_fp16, tmp_v0, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum5_fp16, tmp_v1, 16*4, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum6_fp16, tmp_v0, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); coopMatStore(sum7_fp16, tmp_v1, 16*6, 2, gl_CooperativeMatrixLayoutRowMajor); barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = ((gy / 2 + j) / maxk * maxk * 2 + (gy / 2 + j) % maxk) * psc(outw) + lxd16 * maxk * psc(outw) + (gx + lxm16); if (gx + lxm16 < psc(outw)) col_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) col_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { uvec2 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #define UNROLL_INCH 2 shared uvec2 tmp_v0[UNROLL_INCH * 16*4]; shared uvec2 tmp_v1[UNROLL_INCH * 16*4]; shared uvec2 tmp_k0[UNROLL_INCH * 16*4]; shared uvec2 tmp_k1[UNROLL_INCH * 16*4]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 16> sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 16>(0.f); const int N = psc(c) / 4; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(cstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (z < N) { const int remain = N - z; if (lxd16 == 0) { for (int j = 0; j < 4; j++) { const int tmp_i = lxd16*16*4 + lxm16 * 4 + j; const int v_offset = ((z + lxd16) * 4 + j) * psc(cstep) + (gx + lxm16); tmp_v0[tmp_i] = (gx + lxm16) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v1[tmp_i] = (gx + lxm16 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); const int w_offset = gy * psc(c) * 4 + (z + lxd16) * 4 * 16 + (lxm16 * 4 + j); tmp_k0[tmp_i] = weight_data[w_offset]; tmp_k1[tmp_i] = weight_data[w_offset + psc(c) * 16]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> A1; coopMatLoadNV(A0, tmp_v0, z4*16*4, 4, false); coopMatLoadNV(A1, tmp_v1, z4*16*4, 4, false); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> B1; coopMatLoadNV(B0, tmp_k0, z4*16*4, 4, false); coopMatLoadNV(B1, tmp_k1, z4*16*4, 4, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); } barrier(); } if (gx >= psc(outw) || gy >= psc(outh)) return; fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 16> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 16>(sum3); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 4, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 4, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*4, 4, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*4, 4, false); barrier(); { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 4 + j + lxd16*16*4; const int gi = ((gy / 4 + lxd16) / maxk * maxk * 4 + (gy / 4 + lxd16) % maxk) * psc(outw) + j * maxk * psc(outw) + (gx + lxm16); if (gx + lxm16 < psc(outw)) col_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) col_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_KHR_memory_scope_semantics: require #extension GL_EXT_shader_explicit_arithmetic_types: require #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #extension GL_NV_cooperative_matrix: require layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; layout (binding = 0) readonly buffer bottom_blob { uvec2 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { uvec2 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { uvec2 weight_data[]; }; layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #define UNROLL_INCH 4 shared uvec2 tmp_v0[UNROLL_INCH * 16*2]; shared uvec2 tmp_v1[UNROLL_INCH * 16*2]; shared uvec2 tmp_k0[UNROLL_INCH * 8*2]; shared uvec2 tmp_k1[UNROLL_INCH * 8*2]; shared uvec2 tmp_k2[UNROLL_INCH * 8*2]; shared uvec2 tmp_k3[UNROLL_INCH * 8*2]; void main() { int gx = int(gl_GlobalInvocationID.x) / 32 * 2 * 16; int gy = int(gl_GlobalInvocationID.y) * 2 * 4; const int lx = int(gl_LocalInvocationID.x); const int lxd8 = lx / 8; // 0 1 2 3 const int lxm8 = lx % 8; // 0 1 2 3 .... 7 fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum0 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum1 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum2 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum3 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum4 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum5 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum6 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); fcoopmatNV<32, gl_ScopeSubgroup, 16, 8> sum7 = fcoopmatNV<32, gl_ScopeSubgroup, 16, 8>(0.f); const int N = psc(c) / 2; int z = 0; for (; z + (UNROLL_INCH - 1) < N; z += UNROLL_INCH) { { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(cstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < UNROLL_INCH; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (z < N) { const int remain = N - z; if (lxd8 < remain) { for (int j = 0; j < 2; j++) { const int tmp_vi = lxd8*16*2 + lxm8 * 2 + j; int v_offset = ((z + lxd8) * 2 + j) * psc(cstep) + (gx + lxm8); tmp_v0[tmp_vi] = (gx + lxm8) < psc(outw) ? bottom_blob_data[v_offset] : uvec2(0); tmp_v0[tmp_vi + 16] = (gx + lxm8 + 8) < psc(outw) ? bottom_blob_data[v_offset + 8] : uvec2(0); tmp_v1[tmp_vi] = (gx + lxm8 + 16) < psc(outw) ? bottom_blob_data[v_offset + 16] : uvec2(0); tmp_v1[tmp_vi + 16] = (gx + lxm8 + 24) < psc(outw) ? bottom_blob_data[v_offset + 24] : uvec2(0); const int tmp_ki = lxd8*8*2 + lxm8 * 2 + j; int w_offset = gy * psc(c) * 4 + (z + lxd8) * 2 * 8 + (lxm8 * 2 + j); tmp_k0[tmp_ki] = weight_data[w_offset]; tmp_k1[tmp_ki] = weight_data[w_offset + psc(c) * 8]; tmp_k2[tmp_ki] = weight_data[w_offset + psc(c) * 16]; tmp_k3[tmp_ki] = weight_data[w_offset + psc(c) * 24]; } } barrier(); for (int z4 = 0; z4 < remain; z4++) { fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A0; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> A1; coopMatLoadNV(A0, tmp_v0, z4*16*2, 2, false); coopMatLoadNV(A1, tmp_v1, z4*16*2, 2, false); fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B0; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B1; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B2; fcoopmatNV<16, gl_ScopeSubgroup, 8, 8> B3; coopMatLoadNV(B0, tmp_k0, z4*8*2, 2, false); coopMatLoadNV(B1, tmp_k1, z4*8*2, 2, false); coopMatLoadNV(B2, tmp_k2, z4*8*2, 2, false); coopMatLoadNV(B3, tmp_k3, z4*8*2, 2, false); // sum += v * k sum0 = coopMatMulAddNV(A0, B0, sum0); sum1 = coopMatMulAddNV(A1, B0, sum1); sum2 = coopMatMulAddNV(A0, B1, sum2); sum3 = coopMatMulAddNV(A1, B1, sum3); sum4 = coopMatMulAddNV(A0, B2, sum4); sum5 = coopMatMulAddNV(A1, B2, sum5); sum6 = coopMatMulAddNV(A0, B3, sum6); sum7 = coopMatMulAddNV(A1, B3, sum7); } barrier(); } if (gx >= psc(outw) || gy >= psc(outh)) return; fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum0_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum0); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum1_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum1); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum2_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum2); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum3_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum3); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum4_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum4); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum5_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum5); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum6_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum6); fcoopmatNV<16, gl_ScopeSubgroup, 16, 8> sum7_fp16 = fcoopmatNV<16, gl_ScopeSubgroup, 16, 8>(sum7); coopMatStoreNV(sum0_fp16, tmp_v0, 0, 2, false); coopMatStoreNV(sum1_fp16, tmp_v1, 0, 2, false); coopMatStoreNV(sum2_fp16, tmp_v0, 16*2, 2, false); coopMatStoreNV(sum3_fp16, tmp_v1, 16*2, 2, false); coopMatStoreNV(sum4_fp16, tmp_v0, 16*4, 2, false); coopMatStoreNV(sum5_fp16, tmp_v1, 16*4, 2, false); coopMatStoreNV(sum6_fp16, tmp_v0, 16*6, 2, false); coopMatStoreNV(sum7_fp16, tmp_v1, 16*6, 2, false); barrier(); const int lxd16 = lx / 16; // 0 1 const int lxm16 = lx % 16; // 0 1 2 3 .... 15 { for (int j = 0; j < 4; j++) { const int tmp_vi = lxm16 * 2 + lxd16 + j*16*2; const int gi = ((gy / 2 + j) / maxk * maxk * 2 + (gy / 2 + j) % maxk) * psc(outw) + lxd16 * maxk * psc(outw) + (gx + lxm16); if (gx + lxm16 < psc(outw)) col_blob_data[gi] = tmp_v0[tmp_vi]; if (gx + lxm16 + 16 < psc(outw)) col_blob_data[gi + 16] = tmp_v1[tmp_vi]; } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld1(bias_data, gz); #endif } else { sum = afp(0.f); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(sx, sy, z)); afpvec4 k = image3d_ld4(weight_blob, ivec3(wx, z, gz)); sum += dot(v, k); } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); afpvec4 k = buffer_ld4(weight_data, w_offset); sum += dot(v, k); v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define LOCAL_MEMORY_UNROLL_INCH 8 layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfp col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; #if NCNN_shader_local_memory shared lfpvec4 tmp_v[8][LOCAL_MEMORY_UNROLL_INCH][4]; shared lfpvec4 tmp_k[8][LOCAL_MEMORY_UNROLL_INCH]; #endif void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); #if !NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif afp sum0 = afp(0.f); afp sum1 = afp(0.f); afp sum2 = afp(0.f); afp sum3 = afp(0.f); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec4 k = image3d_ld4(weight_blob, ivec3(z, gy, 0)); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } #else int v_offset = gx; int w_offset = gy * psc(c); #if NCNN_shader_local_memory const int lx = int(gl_LocalInvocationID.x); const int ly = int(gl_LocalInvocationID.y); int z = 0; for (; z + (LOCAL_MEMORY_UNROLL_INCH - 1) < psc(c); z += LOCAL_MEMORY_UNROLL_INCH) { if (ly < 4) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < LOCAL_MEMORY_UNROLL_INCH; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } v_offset += LOCAL_MEMORY_UNROLL_INCH * psc(cstep); w_offset += LOCAL_MEMORY_UNROLL_INCH; barrier(); } if (z < psc(c)) { const int remain = psc(c) - z; if (ly < 4) { for (int z4 = 0; z4 < remain; z4++) { tmp_v[lx][z4][ly] = sfp2lfpvec4(bottom_blob_data[v_offset + z4 * psc(cstep) + ly]); } } if (lx == 0) { for (int z4 = 0; z4 < remain; z4++) { tmp_k[ly][z4] = sfp2lfpvec4(weight_data[w_offset + z4]); } } barrier(); for (int z4 = 0; z4 < remain; z4++) { afpvec4 v0 = lfp2afpvec4(tmp_v[lx][z4][0]); afpvec4 v1 = lfp2afpvec4(tmp_v[lx][z4][1]); afpvec4 v2 = lfp2afpvec4(tmp_v[lx][z4][2]); afpvec4 v3 = lfp2afpvec4(tmp_v[lx][z4][3]); afpvec4 k = lfp2afpvec4(tmp_k[ly][z4]); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); } } #else for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset + 3); afpvec4 k = buffer_ld4(weight_data, w_offset); sum0 += dot(v0, k); sum1 += dot(v1, k); sum2 += dot(v2, k); sum3 += dot(v3, k); v_offset += psc(cstep); w_offset += 1; } #endif #endif #if NCNN_shader_local_memory if (gx >= psc(outw) || gy >= psc(outh)) return; #endif #if NCNN_image_shader image3d_st1(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st1(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st1(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st1(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st1(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st1(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st1(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st1(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld8(bias_data, gz); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = (y * kernel_w + x) * 8; for (int z = 0; z < psc(c); z++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(sx, sy, z)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(wx + 0, z, gz)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(wx + 1, z, gz)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(wx + 2, z, gz)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(wx + 3, z, gz)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(wx + 4, z, gz)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(wx + 5, z, gz)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(wx + 6, z, gz)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(wx + 7, z, gz)); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); afpvec4 k0 = buffer_ld4(weight_data, w_offset * 8 + 0); afpvec4 k1 = buffer_ld4(weight_data, w_offset * 8 + 1); afpvec4 k2 = buffer_ld4(weight_data, w_offset * 8 + 2); afpvec4 k3 = buffer_ld4(weight_data, w_offset * 8 + 3); afpvec4 k4 = buffer_ld4(weight_data, w_offset * 8 + 4); afpvec4 k5 = buffer_ld4(weight_data, w_offset * 8 + 5); afpvec4 k6 = buffer_ld4(weight_data, w_offset * 8 + 6); afpvec4 k7 = buffer_ld4(weight_data, w_offset * 8 + 7); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfpvec8 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); if (gx >= psc(outw) || gy >= psc(outh)) return; afpvec8 sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec4 v2 = image3d_ld4(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec4 v3 = image3d_ld4(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(z * 8 + 0, gy, 0)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(z * 8 + 1, gy, 0)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(z * 8 + 2, gy, 0)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(z * 8 + 3, gy, 0)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(z * 8 + 4, gy, 0)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(z * 8 + 5, gy, 0)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(z * 8 + 6, gy, 0)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(z * 8 + 7, gy, 0)); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); } #else int v_offset = gx; int w_offset = gy * psc(c) * 8; for (int z = 0; z < psc(c); z++) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset + 0); afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + 1); afpvec4 v2 = buffer_ld4(bottom_blob_data, v_offset + 2); afpvec4 v3 = buffer_ld4(bottom_blob_data, v_offset + 3); afpvec4 k0 = buffer_ld4(weight_data, w_offset + 0); afpvec4 k1 = buffer_ld4(weight_data, w_offset + 1); afpvec4 k2 = buffer_ld4(weight_data, w_offset + 2); afpvec4 k3 = buffer_ld4(weight_data, w_offset + 3); afpvec4 k4 = buffer_ld4(weight_data, w_offset + 4); afpvec4 k5 = buffer_ld4(weight_data, w_offset + 5); afpvec4 k6 = buffer_ld4(weight_data, w_offset + 6); afpvec4 k7 = buffer_ld4(weight_data, w_offset + 7); // sum += v * k; sum0[0].r += dot(v0, k0); sum0[0].g += dot(v0, k1); sum0[0].b += dot(v0, k2); sum0[0].a += dot(v0, k3); sum0[1].r += dot(v0, k4); sum0[1].g += dot(v0, k5); sum0[1].b += dot(v0, k6); sum0[1].a += dot(v0, k7); sum1[0].r += dot(v1, k0); sum1[0].g += dot(v1, k1); sum1[0].b += dot(v1, k2); sum1[0].a += dot(v1, k3); sum1[1].r += dot(v1, k4); sum1[1].g += dot(v1, k5); sum1[1].b += dot(v1, k6); sum1[1].a += dot(v1, k7); sum2[0].r += dot(v2, k0); sum2[0].g += dot(v2, k1); sum2[0].b += dot(v2, k2); sum2[0].a += dot(v2, k3); sum2[1].r += dot(v2, k4); sum2[1].g += dot(v2, k5); sum2[1].b += dot(v2, k6); sum2[1].a += dot(v2, k7); sum3[0].r += dot(v3, k0); sum3[0].g += dot(v3, k1); sum3[0].b += dot(v3, k2); sum3[0].a += dot(v3, k3); sum3[1].r += dot(v3, k4); sum3[1].g += dot(v3, k5); sum3[1].b += dot(v3, k6); sum3[1].a += dot(v3, k7); v_offset += psc(cstep); w_offset += 8; } #endif #if NCNN_image_shader image3d_st8(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st8(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st8(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st8(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st8(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st8(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st8(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st8(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld8(bias_data, gz); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = (y * kernel_w + x) * 8; for (int z = 0; z < psc(c); z++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx, sy, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, z, gz)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, z, gz)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, z, gz)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, z, gz)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(wx + 4, z, gz)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(wx + 5, z, gz)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(wx + 6, z, gz)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(wx + 7, z, gz)); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); afpvec8 k0 = buffer_ld8(weight_data, w_offset * 8 + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset * 8 + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset * 8 + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset * 8 + 3); afpvec8 k4 = buffer_ld8(weight_data, w_offset * 8 + 4); afpvec8 k5 = buffer_ld8(weight_data, w_offset * 8 + 5); afpvec8 k6 = buffer_ld8(weight_data, w_offset * 8 + 6); afpvec8 k7 = buffer_ld8(weight_data, w_offset * 8 + 7); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; layout (constant_id = shape_constant_id_offset + 3) const int outh = 0; layout (constant_id = shape_constant_id_offset + 4) const int outc = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D col_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer col_blob { sfpvec8 col_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld8(bias_data, gz); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } const int maxk = kernel_w * kernel_h; const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; const int sx_start = (gx < kernel_extent_w) ? 0 : (gx - kernel_extent_w) / stride_w + 1; const int sx_end = min(gx / stride_w + 1, psc(w)); const int sy_start = (gy < kernel_extent_h) ? 0 : (gy - kernel_extent_h) / stride_h + 1; const int sy_end = min(gy / stride_h + 1, psc(h)); for (int sy = sy_start; sy < sy_end; sy += 1) { for (int sx = sx_start; sx < sx_end; sx += 1) { int h_k = (gy - sy * stride_h); int w_k = (gx - sx * stride_w); if (h_k % dilation_h == 0 && w_k % dilation_w == 0) { h_k /= dilation_h; w_k /= dilation_w; #if NCNN_image_shader sum += image3d_ld8(col_blob, ivec3(sy * psc(w) + sx, gz * maxk + h_k * kernel_w + w_k, 0)); #else const int gi = (gz * maxk + h_k * kernel_w + w_k) * psc(w) * psc(h) + sy * psc(w) + sx; sum += buffer_ld8(col_blob_data, gi); #endif } } } sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfpvec8 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); if (gx >= psc(outw) || gy >= psc(outh)) return; afpvec8 sum0 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum1 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum2 = afpvec8(afpvec4(0.f), afpvec4(0.f)); afpvec8 sum3 = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(z * 8 + 0, gy, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(z * 8 + 1, gy, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(z * 8 + 2, gy, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(z * 8 + 3, gy, 0)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(z * 8 + 4, gy, 0)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(z * 8 + 5, gy, 0)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(z * 8 + 6, gy, 0)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(z * 8 + 7, gy, 0)); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); } #else int v_offset = gx; int w_offset = gy * psc(c) * 8; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset + 3); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); afpvec8 k4 = buffer_ld8(weight_data, w_offset + 4); afpvec8 k5 = buffer_ld8(weight_data, w_offset + 5); afpvec8 k6 = buffer_ld8(weight_data, w_offset + 6); afpvec8 k7 = buffer_ld8(weight_data, w_offset + 7); // sum += v * k sum0[0].r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0[0].g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0[0].b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0[0].a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum0[1].r += dot(v0[0], k4[0]) + dot(v0[1], k4[1]); sum0[1].g += dot(v0[0], k5[0]) + dot(v0[1], k5[1]); sum0[1].b += dot(v0[0], k6[0]) + dot(v0[1], k6[1]); sum0[1].a += dot(v0[0], k7[0]) + dot(v0[1], k7[1]); sum1[0].r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1[0].g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1[0].b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1[0].a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum1[1].r += dot(v1[0], k4[0]) + dot(v1[1], k4[1]); sum1[1].g += dot(v1[0], k5[0]) + dot(v1[1], k5[1]); sum1[1].b += dot(v1[0], k6[0]) + dot(v1[1], k6[1]); sum1[1].a += dot(v1[0], k7[0]) + dot(v1[1], k7[1]); sum2[0].r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2[0].g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2[0].b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2[0].a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum2[1].r += dot(v2[0], k4[0]) + dot(v2[1], k4[1]); sum2[1].g += dot(v2[0], k5[0]) + dot(v2[1], k5[1]); sum2[1].b += dot(v2[0], k6[0]) + dot(v2[1], k6[1]); sum2[1].a += dot(v2[0], k7[0]) + dot(v2[1], k7[1]); sum3[0].r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3[0].g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3[0].b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3[0].a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); sum3[1].r += dot(v3[0], k4[0]) + dot(v3[1], k4[1]); sum3[1].g += dot(v3[0], k5[0]) + dot(v3[1], k5[1]); sum3[1].b += dot(v3[0], k6[0]) + dot(v3[1], k6[1]); sum3[1].a += dot(v3[0], k7[0]) + dot(v3[1], k7[1]); v_offset += psc(cstep); w_offset += 8; } #endif #if NCNN_image_shader image3d_st8(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st8(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st8(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st8(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st8(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st8(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st8(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st8(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld1(bias_data, gz); #endif } else { sum = afp(0.f); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx, sy, z)); afpvec8 k = image3d_ld8(weight_blob, ivec3(wx, z, gz)); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfp col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); if (gx >= psc(outw) || gy >= psc(outh)) return; afp sum0 = afp(0.f); afp sum1 = afp(0.f); afp sum2 = afp(0.f); afp sum3 = afp(0.f); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k = image3d_ld8(weight_blob, ivec3(z, gy, 0)); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); } #else int v_offset = gx; int w_offset = gy * psc(c); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset + 3); afpvec8 k = buffer_ld8(weight_data, w_offset); // sum += dot(v, k); sum0 += dot(v0[0], k[0]) + dot(v0[1], k[1]); sum1 += dot(v1[0], k[0]) + dot(v1[1], k[1]); sum2 += dot(v2[0], k[0]) + dot(v2[1], k[1]); sum3 += dot(v3[0], k[0]) + dot(v3[1], k[1]); v_offset += psc(cstep); w_offset += 1; } #endif #if NCNN_image_shader image3d_st1(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st1(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st1(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st1(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st1(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st1(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st1(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st1(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int kernel_w = 1; layout (constant_id = 1) const int kernel_h = 1; layout (constant_id = 2) const int dilation_w = 1; layout (constant_id = 3) const int dilation_h = 1; layout (constant_id = 4) const int stride_w = 1; layout (constant_id = 5) const int stride_h = 1; layout (constant_id = 6) const int bias_term = 0; layout (constant_id = 7) const int activation_type = 0; layout (constant_id = 8) const float activation_param_0 = 0; layout (constant_id = 9) const float activation_param_1 = 0; #define shape_constant_id_offset 10 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gz, 0, 0)); #else sum = buffer_ld4(bias_data, gz); #endif } else { sum = afpvec4(0.f); } const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1; const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int wx = (y * kernel_w + x) * 4; for (int z = 0; z < psc(c); z++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx, sy, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, z, gz)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, z, gz)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, z, gz)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, z, gz)); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); } } } #else int w_offset_0 = gz * psc(c) * kernel_w * kernel_h; for (int y = 0; y < kernel_h; y++) { int sys = (gy + y * dilation_h - (kernel_extent_h - 1)); if (sys < 0 || sys % stride_h != 0) continue; int sy = sys / stride_h; if (sy >= psc(h)) continue; for (int x = 0; x < kernel_w; x++) { int sxs = (gx + x * dilation_w - (kernel_extent_w - 1)); if (sxs < 0 || sxs % stride_w != 0) continue; int sx = sxs / stride_w; if (sx >= psc(w)) continue; int v_offset = sy * psc(w) + sx; int w_offset = w_offset_0 + y * kernel_w + x; for (int z = 0; z < psc(c); z++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); afpvec8 k0 = buffer_ld8(weight_data, w_offset * 4 + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset * 4 + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset * 4 + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset * 4 + 3); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); v_offset += psc(cstep); w_offset += kernel_w * kernel_h; } } } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), sum); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int maxk = 1; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D col_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer col_blob { sfpvec4 col_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x) * 4; int gy = int(gl_GlobalInvocationID.y); if (gx >= psc(outw) || gy >= psc(outh)) return; afpvec4 sum0 = afpvec4(0.f); afpvec4 sum1 = afpvec4(0.f); afpvec4 sum2 = afpvec4(0.f); afpvec4 sum3 = afpvec4(0.f); #if NCNN_image_shader ivec4 gx4 = gx + ivec4(0, 1, 2, 3); ivec4 sy4 = gx4 / psc(w); ivec4 sx4 = gx4 % psc(w); for (int z = 0; z < psc(c); z++) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(sx4.r, sy4.r, z)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(sx4.g, sy4.g, z)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(sx4.b, sy4.b, z)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(sx4.a, sy4.a, z)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(z * 4 + 0, gy, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(z * 4 + 1, gy, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(z * 4 + 2, gy, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(z * 4 + 3, gy, 0)); // sum += v * k sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); } #else int v_offset = gx; int w_offset = gy * psc(c) * 4; for (int z = 0; z < psc(c); z++) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset + 0); afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + 1); afpvec8 v2 = buffer_ld8(bottom_blob_data, v_offset + 2); afpvec8 v3 = buffer_ld8(bottom_blob_data, v_offset + 3); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); // sum += v * k sum0.r += dot(v0[0], k0[0]) + dot(v0[1], k0[1]); sum0.g += dot(v0[0], k1[0]) + dot(v0[1], k1[1]); sum0.b += dot(v0[0], k2[0]) + dot(v0[1], k2[1]); sum0.a += dot(v0[0], k3[0]) + dot(v0[1], k3[1]); sum1.r += dot(v1[0], k0[0]) + dot(v1[1], k0[1]); sum1.g += dot(v1[0], k1[0]) + dot(v1[1], k1[1]); sum1.b += dot(v1[0], k2[0]) + dot(v1[1], k2[1]); sum1.a += dot(v1[0], k3[0]) + dot(v1[1], k3[1]); sum2.r += dot(v2[0], k0[0]) + dot(v2[1], k0[1]); sum2.g += dot(v2[0], k1[0]) + dot(v2[1], k1[1]); sum2.b += dot(v2[0], k2[0]) + dot(v2[1], k2[1]); sum2.a += dot(v2[0], k3[0]) + dot(v2[1], k3[1]); sum3.r += dot(v3[0], k0[0]) + dot(v3[1], k0[1]); sum3.g += dot(v3[0], k1[0]) + dot(v3[1], k1[1]); sum3.b += dot(v3[0], k2[0]) + dot(v3[1], k2[1]); sum3.a += dot(v3[0], k3[0]) + dot(v3[1], k3[1]); v_offset += psc(cstep); w_offset += 4; } #endif #if NCNN_image_shader image3d_st4(col_blob, ivec3(gx4.r, gy, 0), sum0); image3d_st4(col_blob, ivec3(gx4.g, gy, 0), sum1); image3d_st4(col_blob, ivec3(gx4.b, gy, 0), sum2); image3d_st4(col_blob, ivec3(gx4.a, gy, 0), sum3); #else const int gi = gy * psc(outw) + gx; buffer_st4(col_blob_data, gi, sum0); if (gx + 1 < psc(outw)) buffer_st4(col_blob_data, gi + 1, sum1); if (gx + 2 < psc(outw)) buffer_st4(col_blob_data, gi + 2, sum2); if (gx + 3 < psc(outw)) buffer_st4(col_blob_data, gi + 3, sum3); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; layout (constant_id = 1) const int coeff_term = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob1_3d; layout (binding = 1) uniform unfp sampler3D bottom_blob2_3d; layout (binding = 2, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob1 { sfp bottom_blob1_data[]; }; layout (binding = 1) readonly buffer bottom_blob2 { sfp bottom_blob2_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; float coeff0; float coeff1; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v1 = image3d_ld1(bottom_blob1_3d, ivec3(gx, gy, gz)); afp v2 = image3d_ld1(bottom_blob2_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v1 = buffer_ld1(bottom_blob1_data, gi); afp v2 = buffer_ld1(bottom_blob2_data, gi); #endif afp res; if (coeff_term == 0) { if (op_type == 0) res = v1 * v2; if (op_type == 1) res = v1 + v2; if (op_type == 2) res = max(v1, v2); } else { if (op_type == 0) res = v1 * v2; if (op_type == 1) res = v1 * afp(p.coeff0) + v2 * afp(p.coeff1); if (op_type == 2) res = max(v1, v2); } #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st1(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; layout (constant_id = 1) const int coeff_term = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob1_3d; layout (binding = 1) uniform unfp sampler3D bottom_blob2_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob1 { sfpvec4 bottom_blob1_data[]; }; layout (binding = 1) readonly buffer bottom_blob2 { sfpvec4 bottom_blob2_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; float coeff0; float coeff1; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v1 = image3d_ld4(bottom_blob1_3d, ivec3(gx, gy, gz)); afpvec4 v2 = image3d_ld4(bottom_blob2_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v1 = buffer_ld4(bottom_blob1_data, gi); afpvec4 v2 = buffer_ld4(bottom_blob2_data, gi); #endif afpvec4 res; if (coeff_term == 0) { if (op_type == 0) res = v1 * v2; if (op_type == 1) res = v1 + v2; if (op_type == 2) res = max(v1, v2); } else { if (op_type == 0) res = v1 * v2; if (op_type == 1) res = v1 * afp(p.coeff0) + v2 * afp(p.coeff1); if (op_type == 2) res = max(v1, v2); } #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st4(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; layout (constant_id = 1) const int coeff_term = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob1_3d; layout (binding = 1) uniform unfp sampler3D bottom_blob2_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob1 { sfpvec8 bottom_blob1_data[]; }; layout (binding = 1) readonly buffer bottom_blob2 { sfpvec8 bottom_blob2_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; float coeff0; float coeff1; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v1 = image3d_ld8(bottom_blob1_3d, ivec3(gx, gy, gz)); afpvec8 v2 = image3d_ld8(bottom_blob2_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v1 = buffer_ld8(bottom_blob1_data, gi); afpvec8 v2 = buffer_ld8(bottom_blob2_data, gi); #endif afpvec8 res; if (coeff_term == 0) { if (op_type == 0) { res[0] = v1[0] * v2[0]; res[1] = v1[1] * v2[1]; } if (op_type == 1) { res[0] = v1[0] + v2[0]; res[1] = v1[1] + v2[1]; } if (op_type == 2) { res[0] = max(v1[0], v2[0]); res[1] = max(v1[1], v2[1]); } } else { if (op_type == 0) { res[0] = v1[0] * v2[0]; res[1] = v1[1] * v2[1]; } if (op_type == 1) { res[0] = v1[0] * afp(p.coeff0) + v2[0] * afp(p.coeff1); res[1] = v1[1] * afp(p.coeff0) + v2[1] * afp(p.coeff1); } if (op_type == 2) { res[0] = max(v1[0], v2[0]); res[1] = max(v1[1], v2[1]); } } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st8(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; int size = psc(w) * psc(h); int z = gx / size; int y = gx % size / psc(w); int x = gx % size % psc(w); #if NCNN_image_shader afp v; if (psc(dims) == 2) { v = image3d_ld1(bottom_blob_3d, ivec3(x, y, 0)); } else // if (psc(dims) == 3) { v = image3d_ld1(bottom_blob_3d, ivec3(x, y, z)); } image3d_st1(top_blob, ivec3(gx, 0, 0), v); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; ivec4 i4 = gx * 4 + ivec4(0, 1, 2, 3); #if NCNN_image_shader afpvec4 v; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); v.r = image3d_ld1(bottom_blob_3d, ivec3(x4.r, y4.r, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(x4.g, y4.g, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(x4.b, y4.b, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(x4.a, y4.a, 0)); } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); v.r = image3d_ld1(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); v.g = image3d_ld1(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); v.b = image3d_ld1(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); v.a = image3d_ld1(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); } image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else ivec4 v_offset; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); v_offset = y4 * psc(w) + x4; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); v_offset = z4 * psc(cstep) + y4 * psc(w) + x4; } buffer_cp1to4(top_blob_data, gx, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; ivec4 i4 = gx * 8 + ivec4(0, 1, 2, 3); ivec4 ii4 = i4 + 4; #if NCNN_image_shader afpvec8 v; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); v[0].r = image3d_ld1(bottom_blob_3d, ivec3(x4.r, y4.r, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(x4.g, y4.g, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(x4.b, y4.b, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(x4.a, y4.a, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(xx4.r, yy4.r, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(xx4.g, yy4.g, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(xx4.b, yy4.b, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(xx4.a, yy4.a, 0)); } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); v[0].r = image3d_ld1(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(xx4.r, yy4.r, zz4.r)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(xx4.g, yy4.g, zz4.g)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(xx4.b, yy4.b, zz4.b)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(xx4.a, yy4.a, zz4.a)); } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else ivec4 v_offset; ivec4 vv_offset; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); v_offset = y4 * psc(w) + x4; vv_offset = yy4 * psc(w) + xx4; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); v_offset = z4 * psc(cstep) + y4 * psc(w) + x4; vv_offset = zz4 * psc(cstep) + yy4 * psc(w) + xx4; } buffer_cp1to8(top_blob_data, gx, bottom_blob_data, v_offset, vv_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; ivec4 i4 = gx * 4 + ivec4(0, 1, 2, 3); #if NCNN_image_shader afpvec4 v; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); afpvec4 v0 = image3d_ld4(bottom_blob_3d, ivec3(x4.r, y4.r / 4, 0)); afpvec4 v1 = image3d_ld4(bottom_blob_3d, ivec3(x4.g, y4.g / 4, 0)); afpvec4 v2 = image3d_ld4(bottom_blob_3d, ivec3(x4.b, y4.b / 4, 0)); afpvec4 v3 = image3d_ld4(bottom_blob_3d, ivec3(x4.a, y4.a / 4, 0)); v.r = v0[y4.r % 4]; v.g = v1[y4.g % 4]; v.b = v2[y4.b % 4]; v.a = v3[y4.a % 4]; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); afpvec4 v0 = image3d_ld4(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r / 4)); afpvec4 v1 = image3d_ld4(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g / 4)); afpvec4 v2 = image3d_ld4(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b / 4)); afpvec4 v3 = image3d_ld4(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a / 4)); v.r = v0[z4.r % 4]; v.g = v1[z4.g % 4]; v.b = v2[z4.b % 4]; v.a = v3[z4.a % 4]; } image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else #if NCNN_fp16_packed ivec4 v_offset; ivec4 lane2; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); v_offset = ((y4 / 4) * psc(w) + x4) * 2 + (y4 % 4) / 2; lane2 = y4 % 2; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 2 + (z4 % 4) / 2; lane2 = z4 % 2; } afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gx, v); #else ivec4 v_offset; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); v_offset = ((y4 / 4) * psc(w) + x4) * 4 + y4 % 4; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 4 + z4 % 4; } buffer_cp1to4(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; ivec4 i4 = gx * 8 + ivec4(0, 1, 2, 3); ivec4 ii4 = i4 + 4; #if NCNN_image_shader afpvec8 v; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); afpvec4 v0 = image3d_ld4(bottom_blob_3d, ivec3(x4.r, y4.r / 4, 0)); afpvec4 v1 = image3d_ld4(bottom_blob_3d, ivec3(x4.g, y4.g / 4, 0)); afpvec4 v2 = image3d_ld4(bottom_blob_3d, ivec3(x4.b, y4.b / 4, 0)); afpvec4 v3 = image3d_ld4(bottom_blob_3d, ivec3(x4.a, y4.a / 4, 0)); afpvec4 v4 = image3d_ld4(bottom_blob_3d, ivec3(xx4.r, yy4.r / 4, 0)); afpvec4 v5 = image3d_ld4(bottom_blob_3d, ivec3(xx4.g, yy4.g / 4, 0)); afpvec4 v6 = image3d_ld4(bottom_blob_3d, ivec3(xx4.b, yy4.b / 4, 0)); afpvec4 v7 = image3d_ld4(bottom_blob_3d, ivec3(xx4.a, yy4.a / 4, 0)); v[0].r = v0[y4.r % 4]; v[0].g = v1[y4.g % 4]; v[0].b = v2[y4.b % 4]; v[0].a = v3[y4.a % 4]; v[1].r = v4[yy4.r % 4]; v[1].g = v5[yy4.g % 4]; v[1].b = v6[yy4.b % 4]; v[1].a = v7[yy4.a % 4]; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); afpvec4 v0 = image3d_ld4(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r / 4)); afpvec4 v1 = image3d_ld4(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g / 4)); afpvec4 v2 = image3d_ld4(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b / 4)); afpvec4 v3 = image3d_ld4(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a / 4)); afpvec4 v4 = image3d_ld4(bottom_blob_3d, ivec3(xx4.r, yy4.r, zz4.r / 4)); afpvec4 v5 = image3d_ld4(bottom_blob_3d, ivec3(xx4.g, yy4.g, zz4.g / 4)); afpvec4 v6 = image3d_ld4(bottom_blob_3d, ivec3(xx4.b, yy4.b, zz4.b / 4)); afpvec4 v7 = image3d_ld4(bottom_blob_3d, ivec3(xx4.a, yy4.a, zz4.a / 4)); v[0].r = v0[z4.r % 4]; v[0].g = v1[z4.g % 4]; v[0].b = v2[z4.b % 4]; v[0].a = v3[z4.a % 4]; v[1].r = v4[zz4.r % 4]; v[1].g = v5[zz4.g % 4]; v[1].b = v6[zz4.b % 4]; v[1].a = v7[zz4.a % 4]; } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else #if NCNN_fp16_packed ivec4 v_offset; ivec4 lane4; ivec4 vv_offset; ivec4 lane8; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); v_offset = ((y4 / 4) * psc(w) + x4) * 2 + (y4 % 4) / 2; lane4 = y4 % 2; vv_offset = ((yy4 / 4) * psc(w) + xx4) * 2 + (yy4 % 4) / 2; lane8 = yy4 % 2; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 2 + (z4 % 4) / 2; lane4 = z4 % 2; vv_offset = ((zz4 / 4) * psc(cstep) + yy4 * psc(w) + xx4) * 2 + (zz4 % 4) / 2; lane8 = zz4 % 2; } afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane4.r], vg[lane4.g], vb[lane4.b], va[lane4.a], vvr[lane8.r], vvg[lane8.g], vvb[lane8.b], vva[lane8.a]); buffer_st8(top_blob_data, gx, v); #else ivec4 v_offset; ivec4 vv_offset; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); v_offset = ((y4 / 4) * psc(w) + x4) * 4 + y4 % 4; vv_offset = ((yy4 / 4) * psc(w) + xx4) * 4 + yy4 % 4; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 4 + z4 % 4; vv_offset = ((zz4 / 4) * psc(cstep) + yy4 * psc(w) + xx4) * 4 + zz4 % 4; } buffer_cp1to8(top_blob_data, gx, bottom_blob_data, v_offset, vv_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; ivec4 i4 = gx * 8 + ivec4(0, 1, 2, 3); ivec4 ii4 = i4 + 4; #if NCNN_image_shader afpvec8 v; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); afpvec8 v0 = image3d_ld8(bottom_blob_3d, ivec3(x4.r, y4.r / 8, 0)); afpvec8 v1 = image3d_ld8(bottom_blob_3d, ivec3(x4.g, y4.g / 8, 0)); afpvec8 v2 = image3d_ld8(bottom_blob_3d, ivec3(x4.b, y4.b / 8, 0)); afpvec8 v3 = image3d_ld8(bottom_blob_3d, ivec3(x4.a, y4.a / 8, 0)); afpvec8 v4 = image3d_ld8(bottom_blob_3d, ivec3(xx4.r, yy4.r / 8, 0)); afpvec8 v5 = image3d_ld8(bottom_blob_3d, ivec3(xx4.g, yy4.g / 8, 0)); afpvec8 v6 = image3d_ld8(bottom_blob_3d, ivec3(xx4.b, yy4.b / 8, 0)); afpvec8 v7 = image3d_ld8(bottom_blob_3d, ivec3(xx4.a, yy4.a / 8, 0)); v[0].r = v0[(y4.r % 8) / 4][y4.r % 4]; v[0].g = v1[(y4.g % 8) / 4][y4.g % 4]; v[0].b = v2[(y4.b % 8) / 4][y4.b % 4]; v[0].a = v3[(y4.a % 8) / 4][y4.a % 4]; v[1].r = v4[(yy4.r % 8) / 4][yy4.r % 4]; v[1].g = v5[(yy4.g % 8) / 4][yy4.g % 4]; v[1].b = v6[(yy4.b % 8) / 4][yy4.b % 4]; v[1].a = v7[(yy4.a % 8) / 4][yy4.a % 4]; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); afpvec8 v0 = image3d_ld8(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r / 8)); afpvec8 v1 = image3d_ld8(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g / 8)); afpvec8 v2 = image3d_ld8(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b / 8)); afpvec8 v3 = image3d_ld8(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a / 8)); afpvec8 v4 = image3d_ld8(bottom_blob_3d, ivec3(xx4.r, yy4.r, zz4.r / 8)); afpvec8 v5 = image3d_ld8(bottom_blob_3d, ivec3(xx4.g, yy4.g, zz4.g / 8)); afpvec8 v6 = image3d_ld8(bottom_blob_3d, ivec3(xx4.b, yy4.b, zz4.b / 8)); afpvec8 v7 = image3d_ld8(bottom_blob_3d, ivec3(xx4.a, yy4.a, zz4.a / 8)); v[0].r = v0[(z4.r % 8) / 4][z4.r % 4]; v[0].g = v1[(z4.g % 8) / 4][z4.g % 4]; v[0].b = v2[(z4.b % 8) / 4][z4.b % 4]; v[0].a = v3[(z4.a % 8) / 4][z4.a % 4]; v[1].r = v4[(zz4.r % 8) / 4][zz4.r % 4]; v[1].g = v5[(zz4.g % 8) / 4][zz4.g % 4]; v[1].b = v6[(zz4.b % 8) / 4][zz4.b % 4]; v[1].a = v7[(zz4.a % 8) / 4][zz4.a % 4]; } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else #if NCNN_fp16_packed ivec4 v_offset; ivec4 lane4; ivec4 vv_offset; ivec4 lane8; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); v_offset = ((y4 / 8) * psc(w) + x4) * 4 + (y4 % 8) / 2; lane4 = y4 % 2; vv_offset = ((yy4 / 8) * psc(w) + xx4) * 4 + (yy4 % 8) / 2; lane8 = yy4 % 2; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 4 + (z4 % 8) / 2; lane4 = z4 % 2; vv_offset = ((zz4 / 8) * psc(cstep) + yy4 * psc(w) + xx4) * 4 + (zz4 % 8) / 2; lane8 = zz4 % 2; } afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane4.r], vg[lane4.g], vb[lane4.b], va[lane4.a], vvr[lane8.r], vvg[lane8.g], vvb[lane8.b], vva[lane8.a]); buffer_st8(top_blob_data, gx, v); #else ivec4 v_offset; ivec4 vv_offset; if (psc(dims) == 2) { ivec4 y4 = i4 / psc(w); ivec4 x4 = i4 % psc(w); ivec4 yy4 = ii4 / psc(w); ivec4 xx4 = ii4 % psc(w); v_offset = ((y4 / 8) * psc(w) + x4) * 8 + y4 % 8; vv_offset = ((yy4 / 8) * psc(w) + xx4) * 8 + yy4 % 8; } else // if (psc(dims) == 3) { int size = psc(w) * psc(h); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(w); ivec4 x4 = i4 % size % psc(w); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(w); ivec4 xx4 = ii4 % size % psc(w); v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 8 + z4 % 8; vv_offset = ((zz4 / 8) * psc(cstep) + yy4 * psc(w) + xx4) * 8 + zz4 % 8; } buffer_cp1to8(top_blob_data, gx, bottom_blob_data, v_offset, vv_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { sum += image3d_ld1(weight_blob, ivec3(i, gx, 0)) * image3d_ld1(bottom_blob, ivec3(i, 0, 0)); } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { sum += buffer_ld1(weight_data, w_offset + i) * buffer_ld1(bottom_blob_data, i); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st1(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { sum += image3d_ld1(weight_blob, ivec3(i, gx, 0)) * image3d_ld1(bottom_blob, ivec3(i, gy, 0)); } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { sum += buffer_ld1(weight_data, w_offset + i) * buffer_ld1(bottom_blob_data, v_offset + i); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx * 4 >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { afp v = image3d_ld1(bottom_blob, ivec3(i, gy, 0)); afpvec4 k = image3d_ld4(weight_blob, ivec3(i, gx, 0)); sum += v * k; } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afp v = buffer_ld1(bottom_blob_data, v_offset + i); afpvec4 k = buffer_ld4(weight_data, w_offset + i); sum += v * k; } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx * 4 + 0, gy, 0), sum.r); image3d_st1(top_blob, ivec3(gx * 4 + 1, gy, 0), sum.g); image3d_st1(top_blob, ivec3(gx * 4 + 2, gy, 0), sum.b); image3d_st1(top_blob, ivec3(gx * 4 + 3, gy, 0), sum.a); #else const int gi = gy * psc(outw) + gx * 4; buffer_st1(top_blob_data, gi + 0, sum.r); buffer_st1(top_blob_data, gi + 1, sum.g); buffer_st1(top_blob_data, gi + 2, sum.b); buffer_st1(top_blob_data, gi + 3, sum.a); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx * 8 >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { afp v = image3d_ld1(bottom_blob, ivec3(i, gy, 0)); afpvec8 k = image3d_ld8(weight_blob, ivec3(i, gx, 0)); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afp v = buffer_ld1(bottom_blob_data, v_offset + i); afpvec8 k = buffer_ld8(weight_data, w_offset + i); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx * 8 + 0, gy, 0), sum[0].r); image3d_st1(top_blob, ivec3(gx * 8 + 1, gy, 0), sum[0].g); image3d_st1(top_blob, ivec3(gx * 8 + 2, gy, 0), sum[0].b); image3d_st1(top_blob, ivec3(gx * 8 + 3, gy, 0), sum[0].a); image3d_st1(top_blob, ivec3(gx * 8 + 4, gy, 0), sum[1].r); image3d_st1(top_blob, ivec3(gx * 8 + 5, gy, 0), sum[1].g); image3d_st1(top_blob, ivec3(gx * 8 + 6, gy, 0), sum[1].b); image3d_st1(top_blob, ivec3(gx * 8 + 7, gy, 0), sum[1].a); #else const int gi = gy * psc(outw) + gx * 8; buffer_st1(top_blob_data, gi + 0, sum[0].r); buffer_st1(top_blob_data, gi + 1, sum[0].g); buffer_st1(top_blob_data, gi + 2, sum[0].b); buffer_st1(top_blob_data, gi + 3, sum[0].a); buffer_st1(top_blob_data, gi + 4, sum[1].r); buffer_st1(top_blob_data, gi + 5, sum[1].g); buffer_st1(top_blob_data, gi + 6, sum[1].b); buffer_st1(top_blob_data, gi + 7, sum[1].a); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #else layout (binding = 2) readonly buffer weight_blob { sfpmat4 weight_data[]; }; #endif layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx * 4 >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w) / 4; i++) { afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(i * 4 + 0, gy, 0)); v.g = image3d_ld1(bottom_blob, ivec3(i * 4 + 1, gy, 0)); v.b = image3d_ld1(bottom_blob, ivec3(i * 4 + 2, gy, 0)); v.a = image3d_ld1(bottom_blob, ivec3(i * 4 + 3, gy, 0)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(i * 4 + 0, gx, 0)), image3d_ld4(weight_blob, ivec3(i * 4 + 1, gx, 0)), image3d_ld4(weight_blob, ivec3(i * 4 + 2, gx, 0)), image3d_ld4(weight_blob, ivec3(i * 4 + 3, gx, 0)) ); sum += v * k; } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w) / 4; for (int i = 0; i < psc(w) / 4; i++) { afpvec4 v; v.r = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 0); v.g = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 1); v.b = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 2); v.a = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 3); #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( afpmat4 k = afpmat4( buffer_ld4(weight_data, (w_offset + i) * 4 + 0), buffer_ld4(weight_data, (w_offset + i) * 4 + 1), buffer_ld4(weight_data, (w_offset + i) * 4 + 2), buffer_ld4(weight_data, (w_offset + i) * 4 + 3) ); #else afpmat4 k = afpmat4(weight_data[w_offset + i]); #endif sum += v * k; } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx * 4 + 0, gy, 0), sum.r); image3d_st1(top_blob, ivec3(gx * 4 + 1, gy, 0), sum.g); image3d_st1(top_blob, ivec3(gx * 4 + 2, gy, 0), sum.b); image3d_st1(top_blob, ivec3(gx * 4 + 3, gy, 0), sum.a); #else const int gi = gy * psc(outw) + gx * 4; buffer_st1(top_blob_data, gi + 0, sum.r); buffer_st1(top_blob_data, gi + 1, sum.g); buffer_st1(top_blob_data, gi + 2, sum.b); buffer_st1(top_blob_data, gi + 3, sum.a); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w) / 4; i++) { afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(i * 4 + 0, gy, 0)); v.g = image3d_ld1(bottom_blob, ivec3(i * 4 + 1, gy, 0)); v.b = image3d_ld1(bottom_blob, ivec3(i * 4 + 2, gy, 0)); v.a = image3d_ld1(bottom_blob, ivec3(i * 4 + 3, gy, 0)); afpvec4 k = image3d_ld4(weight_blob, ivec3(i, gx, 0)); sum += dot(v, k); } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w) / 4; for (int i = 0; i < psc(w) / 4; i++) { afpvec4 v; v.r = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 0); v.g = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 1); v.b = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 2); v.a = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 3); afpvec4 k = buffer_ld4(weight_data, w_offset + i); sum += dot(v, k); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int i = 0; i < psc(w) / 4; i++) { afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(i * 4 + 0, gy, 0)); v.g = image3d_ld1(bottom_blob, ivec3(i * 4 + 1, gy, 0)); v.b = image3d_ld1(bottom_blob, ivec3(i * 4 + 2, gy, 0)); v.a = image3d_ld1(bottom_blob, ivec3(i * 4 + 3, gy, 0)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(i * 8 + 0, gx, 0)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(i * 8 + 1, gx, 0)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(i * 8 + 2, gx, 0)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(i * 8 + 3, gx, 0)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(i * 8 + 4, gx, 0)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(i * 8 + 5, gx, 0)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(i * 8 + 6, gx, 0)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(i * 8 + 7, gx, 0)); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w) / 4; for (int i = 0; i < psc(w) / 4; i++) { afpvec4 v; v.r = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 0); v.g = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 1); v.b = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 2); v.a = buffer_ld1(bottom_blob_data, v_offset + i * 4 + 3); afpvec4 k0 = buffer_ld4(weight_data, (w_offset + i) * 8 + 0); afpvec4 k1 = buffer_ld4(weight_data, (w_offset + i) * 8 + 1); afpvec4 k2 = buffer_ld4(weight_data, (w_offset + i) * 8 + 2); afpvec4 k3 = buffer_ld4(weight_data, (w_offset + i) * 8 + 3); afpvec4 k4 = buffer_ld4(weight_data, (w_offset + i) * 8 + 4); afpvec4 k5 = buffer_ld4(weight_data, (w_offset + i) * 8 + 5); afpvec4 k6 = buffer_ld4(weight_data, (w_offset + i) * 8 + 6); afpvec4 k7 = buffer_ld4(weight_data, (w_offset + i) * 8 + 7); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx * 8 + 0, gy, 0), sum[0].r); image3d_st1(top_blob, ivec3(gx * 8 + 1, gy, 0), sum[0].g); image3d_st1(top_blob, ivec3(gx * 8 + 2, gy, 0), sum[0].b); image3d_st1(top_blob, ivec3(gx * 8 + 3, gy, 0), sum[0].a); image3d_st1(top_blob, ivec3(gx * 8 + 4, gy, 0), sum[1].r); image3d_st1(top_blob, ivec3(gx * 8 + 5, gy, 0), sum[1].g); image3d_st1(top_blob, ivec3(gx * 8 + 6, gy, 0), sum[1].b); image3d_st1(top_blob, ivec3(gx * 8 + 7, gy, 0), sum[1].a); #else const int gi = gy * psc(outw) + gx * 8; buffer_st1(top_blob_data, gi + 0, sum[0].r); buffer_st1(top_blob_data, gi + 1, sum[0].g); buffer_st1(top_blob_data, gi + 2, sum[0].b); buffer_st1(top_blob_data, gi + 3, sum[0].a); buffer_st1(top_blob_data, gi + 4, sum[1].r); buffer_st1(top_blob_data, gi + 5, sum[1].g); buffer_st1(top_blob_data, gi + 6, sum[1].b); buffer_st1(top_blob_data, gi + 7, sum[1].a); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int i = 0; i < psc(w) / 8; i++) { afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(i * 8 + 0, gy, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(i * 8 + 1, gy, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(i * 8 + 2, gy, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(i * 8 + 3, gy, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(i * 8 + 4, gy, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(i * 8 + 5, gy, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(i * 8 + 6, gy, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(i * 8 + 7, gy, 0)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(i * 8 + 0, gx, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(i * 8 + 1, gx, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(i * 8 + 2, gx, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(i * 8 + 3, gx, 0)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(i * 8 + 4, gx, 0)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(i * 8 + 5, gx, 0)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(i * 8 + 6, gx, 0)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(i * 8 + 7, gx, 0)); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w) / 8; for (int i = 0; i < psc(w) / 8; i++) { afpvec8 v; v[0].r = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 0); v[0].g = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 1); v[0].b = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 2); v[0].a = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 3); v[1].r = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 4); v[1].g = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 5); v[1].b = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 6); v[1].a = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 7); afpvec8 k0 = buffer_ld8(weight_data, (w_offset + i) * 8 + 0); afpvec8 k1 = buffer_ld8(weight_data, (w_offset + i) * 8 + 1); afpvec8 k2 = buffer_ld8(weight_data, (w_offset + i) * 8 + 2); afpvec8 k3 = buffer_ld8(weight_data, (w_offset + i) * 8 + 3); afpvec8 k4 = buffer_ld8(weight_data, (w_offset + i) * 8 + 4); afpvec8 k5 = buffer_ld8(weight_data, (w_offset + i) * 8 + 5); afpvec8 k6 = buffer_ld8(weight_data, (w_offset + i) * 8 + 6); afpvec8 k7 = buffer_ld8(weight_data, (w_offset + i) * 8 + 7); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx * 8 + 0, gy, 0), sum[0].r); image3d_st1(top_blob, ivec3(gx * 8 + 1, gy, 0), sum[0].g); image3d_st1(top_blob, ivec3(gx * 8 + 2, gy, 0), sum[0].b); image3d_st1(top_blob, ivec3(gx * 8 + 3, gy, 0), sum[0].a); image3d_st1(top_blob, ivec3(gx * 8 + 4, gy, 0), sum[1].r); image3d_st1(top_blob, ivec3(gx * 8 + 5, gy, 0), sum[1].g); image3d_st1(top_blob, ivec3(gx * 8 + 6, gy, 0), sum[1].b); image3d_st1(top_blob, ivec3(gx * 8 + 7, gy, 0), sum[1].a); #else const int gi = gy * psc(outw) + gx * 8; buffer_st1(top_blob_data, gi + 0, sum[0].r); buffer_st1(top_blob_data, gi + 1, sum[0].g); buffer_st1(top_blob_data, gi + 2, sum[0].b); buffer_st1(top_blob_data, gi + 3, sum[0].a); buffer_st1(top_blob_data, gi + 4, sum[1].r); buffer_st1(top_blob_data, gi + 5, sum[1].g); buffer_st1(top_blob_data, gi + 6, sum[1].b); buffer_st1(top_blob_data, gi + 7, sum[1].a); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w) / 8; i++) { afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(i * 8 + 0, gy, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(i * 8 + 1, gy, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(i * 8 + 2, gy, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(i * 8 + 3, gy, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(i * 8 + 4, gy, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(i * 8 + 5, gy, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(i * 8 + 6, gy, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(i * 8 + 7, gy, 0)); afpvec8 k = image3d_ld8(weight_blob, ivec3(i, gx, 0)); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w) / 8; for (int i = 0; i < psc(w) / 8; i++) { afpvec8 v; v[0].r = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 0); v[0].g = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 1); v[0].b = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 2); v[0].a = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 3); v[1].r = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 4); v[1].g = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 5); v[1].b = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 6); v[1].a = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 7); afpvec8 k = buffer_ld8(weight_data, w_offset + i); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w) / 8; i++) { afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(i * 8 + 0, gy, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(i * 8 + 1, gy, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(i * 8 + 2, gy, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(i * 8 + 3, gy, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(i * 8 + 4, gy, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(i * 8 + 5, gy, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(i * 8 + 6, gy, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(i * 8 + 7, gy, 0)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(i * 4 + 0, gx, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(i * 4 + 1, gx, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(i * 4 + 2, gx, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(i * 4 + 3, gx, 0)); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); } #else int v_offset = gy * psc(w); int w_offset = gx * psc(w) / 8; for (int i = 0; i < psc(w) / 8; i++) { afpvec8 v; v[0].r = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 0); v[0].g = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 1); v[0].b = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 2); v[0].a = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 3); v[1].r = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 4); v[1].g = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 5); v[1].b = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 6); v[1].a = buffer_ld1(bottom_blob_data, v_offset + i * 8 + 7); afpvec8 k0 = buffer_ld8(weight_data, (w_offset + i) * 4 + 0); afpvec8 k1 = buffer_ld8(weight_data, (w_offset + i) * 4 + 1); afpvec8 k2 = buffer_ld8(weight_data, (w_offset + i) * 4 + 2); afpvec8 k3 = buffer_ld8(weight_data, (w_offset + i) * 4 + 3); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx * 4 + 0, gy, 0), sum.r); image3d_st1(top_blob, ivec3(gx * 4 + 1, gy, 0), sum.g); image3d_st1(top_blob, ivec3(gx * 4 + 2, gy, 0), sum.b); image3d_st1(top_blob, ivec3(gx * 4 + 3, gy, 0), sum.a); #else const int gi = gy * psc(outw) + gx * 4; buffer_st1(top_blob_data, gi + 0, sum.r); buffer_st1(top_blob_data, gi + 1, sum.g); buffer_st1(top_blob_data, gi + 2, sum.b); buffer_st1(top_blob_data, gi + 3, sum.a); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { afp v = image3d_ld1(bottom_blob, ivec3(i, 0, 0)); afpvec4 k = image3d_ld4(weight_blob, ivec3(i, gx, 0)); sum += v * k; } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afp v = buffer_ld1(bottom_blob_data, i); afpvec4 k = buffer_ld4(weight_data, w_offset + i); sum += v * k; } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st4(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader int wx = 0; for (int i = 0; i < psc(w); i++) { afp v = image3d_ld1(bottom_blob, ivec3(i, 0, 0)); afpvec8 k = image3d_ld8(weight_blob, ivec3(i, gx, 0)); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afp v = buffer_ld1(bottom_blob_data, i); afpvec8 k = buffer_ld8(weight_data, w_offset + i); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st8(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #else layout (binding = 2) readonly buffer weight_blob { sfpmat4 weight_data[]; }; #endif layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader int wx = 0; for (int i = 0; i < psc(w); i++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, 0)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(wx + 0, gx, 0)), image3d_ld4(weight_blob, ivec3(wx + 1, gx, 0)), image3d_ld4(weight_blob, ivec3(wx + 2, gx, 0)), image3d_ld4(weight_blob, ivec3(wx + 3, gx, 0)) ); sum += v * k; wx += 4; } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afpvec4 v = buffer_ld4(bottom_blob_data, i); #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( afpmat4 k = afpmat4( buffer_ld4(weight_data, (w_offset + i) * 4 + 0), buffer_ld4(weight_data, (w_offset + i) * 4 + 1), buffer_ld4(weight_data, (w_offset + i) * 4 + 2), buffer_ld4(weight_data, (w_offset + i) * 4 + 3) ); #else afpmat4 k = afpmat4(weight_data[w_offset + i]); #endif sum += v * k; } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st4(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, 0)); afpvec4 k = image3d_ld4(weight_blob, ivec3(i, gx, 0)); sum += dot(v, k); } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afpvec4 v = buffer_ld4(bottom_blob_data, i); afpvec4 k = buffer_ld4(weight_data, w_offset + i); sum += dot(v, k); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st1(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader int wx = 0; for (int i = 0; i < psc(w); i++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, 0)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(wx + 0, gx, 0)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(wx + 1, gx, 0)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(wx + 2, gx, 0)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(wx + 3, gx, 0)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(wx + 4, gx, 0)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(wx + 5, gx, 0)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(wx + 6, gx, 0)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(wx + 7, gx, 0)); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); wx += 8; } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afpvec4 v = buffer_ld4(bottom_blob_data, i); afpvec4 k0 = buffer_ld4(weight_data, (w_offset + i) * 8 + 0); afpvec4 k1 = buffer_ld4(weight_data, (w_offset + i) * 8 + 1); afpvec4 k2 = buffer_ld4(weight_data, (w_offset + i) * 8 + 2); afpvec4 k3 = buffer_ld4(weight_data, (w_offset + i) * 8 + 3); afpvec4 k4 = buffer_ld4(weight_data, (w_offset + i) * 8 + 4); afpvec4 k5 = buffer_ld4(weight_data, (w_offset + i) * 8 + 5); afpvec4 k6 = buffer_ld4(weight_data, (w_offset + i) * 8 + 6); afpvec4 k7 = buffer_ld4(weight_data, (w_offset + i) * 8 + 7); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st8(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader int wx = 0; for (int i = 0; i < psc(w); i++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, 0)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, gx, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, gx, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, gx, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, gx, 0)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(wx + 4, gx, 0)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(wx + 5, gx, 0)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(wx + 6, gx, 0)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(wx + 7, gx, 0)); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); wx += 8; } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afpvec8 v = buffer_ld8(bottom_blob_data, i); afpvec8 k0 = buffer_ld8(weight_data, (w_offset + i) * 8 + 0); afpvec8 k1 = buffer_ld8(weight_data, (w_offset + i) * 8 + 1); afpvec8 k2 = buffer_ld8(weight_data, (w_offset + i) * 8 + 2); afpvec8 k3 = buffer_ld8(weight_data, (w_offset + i) * 8 + 3); afpvec8 k4 = buffer_ld8(weight_data, (w_offset + i) * 8 + 4); afpvec8 k5 = buffer_ld8(weight_data, (w_offset + i) * 8 + 5); afpvec8 k6 = buffer_ld8(weight_data, (w_offset + i) * 8 + 6); afpvec8 k7 = buffer_ld8(weight_data, (w_offset + i) * 8 + 7); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st8(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, 0)); afpvec8 k = image3d_ld8(weight_blob, ivec3(i, gx, 0)); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afpvec8 v = buffer_ld8(bottom_blob_data, i); afpvec8 k = buffer_ld8(weight_data, w_offset + i); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st1(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader int wx = 0; for (int i = 0; i < psc(w); i++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, 0)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, gx, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, gx, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, gx, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, gx, 0)); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); wx += 4; } #else int w_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { afpvec8 v = buffer_ld8(bottom_blob_data, i); afpvec8 k0 = buffer_ld8(weight_data, (w_offset + i) * 4 + 0); afpvec8 k1 = buffer_ld8(weight_data, (w_offset + i) * 4 + 1); afpvec8 k2 = buffer_ld8(weight_data, (w_offset + i) * 4 + 2); afpvec8 k3 = buffer_ld8(weight_data, (w_offset + i) * 4 + 3); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st4(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfp bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int outw; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afp sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld1(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld1(bias_data, gx); #endif } else { sum = afp(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { sum += image3d_ld1(bottom_blob, ivec3(i, gx, 0)); } #else int v_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { sum += buffer_ld1(bottom_blob_data, v_offset + i); } #endif sum = activation_afp(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st1(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec4 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int outw; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec4 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld4(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld4(bias_data, gx); #endif } else { sum = afpvec4(0.f); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { sum += image3d_ld4(bottom_blob, ivec3(i, gx, 0)); } #else int v_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { sum += buffer_ld4(bottom_blob_data, v_offset + i); } #endif sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st4(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #extension GL_GOOGLE_include_directive: enable #include "vulkan_activation.comp" layout (constant_id = 0) const int bias_term = 0; layout (constant_id = 1) const int activation_type = 0; layout (constant_id = 2) const float activation_param_0 = 0; layout (constant_id = 3) const float activation_param_1 = 0; #define shape_constant_id_offset 4 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int outw = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D bias_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec8 bias_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int outw; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afpvec8 sum; if (bias_term == 1) { #if NCNN_image_shader sum = image3d_ld8(bias_blob, ivec3(gx, 0, 0)); #else sum = buffer_ld8(bias_data, gx); #endif } else { sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); } #if NCNN_image_shader for (int i = 0; i < psc(w); i++) { sum += image3d_ld8(bottom_blob, ivec3(i, gx, 0)); } #else int v_offset = gx * psc(w); for (int i = 0; i < psc(w); i++) { sum += buffer_ld8(bottom_blob_data, v_offset + i); } #endif sum = activation_afpvec8(sum, activation_type, activation_param_0, activation_param_1); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, 0), sum); #else buffer_st8(top_blob_data, gx, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfp weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afp sum = afp(0.f); #if NCNN_image_shader for (int i = start; i < end; i++) { sum += image3d_ld1(weight_blob, ivec3(i, gy, 0)) * image3d_ld1(bottom_blob, ivec3(i, 0, 0)); } #else int w_offset = gy * psc(w); for (int i = start; i < end; i++) { sum += buffer_ld1(weight_data, w_offset + i) * buffer_ld1(bottom_blob_data, i); } #endif #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afpvec4 sum = afpvec4(0.f); #if NCNN_image_shader for (int i = start; i < end; i++) { afp v = image3d_ld1(bottom_blob, ivec3(i, 0, 0)); afpvec4 k = image3d_ld4(weight_blob, ivec3(i, gy, 0)); sum += v * k; } #else int w_offset = gy * psc(w); for (int i = start; i < end; i++) { afp v = buffer_ld1(bottom_blob_data, i); afpvec4 k = buffer_ld4(weight_data, w_offset + i); sum += v * k; } #endif #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afpvec8 sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader for (int i = start; i < end; i++) { afp v = image3d_ld1(bottom_blob, ivec3(i, 0, 0)); afpvec8 k = image3d_ld8(weight_blob, ivec3(i, gy, 0)); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } #else int w_offset = gy * psc(w); for (int i = start; i < end; i++) { afp v = buffer_ld1(bottom_blob_data, i); afpvec8 k = buffer_ld8(weight_data, w_offset + i); // sum += v * k; sum[0] += v * k[0]; sum[1] += v * k[1]; } #endif #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #else layout (binding = 2) readonly buffer weight_blob { sfpmat4 weight_data[]; }; #endif #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afpvec4 sum = afpvec4(0.f); #if NCNN_image_shader int wx = start * 4; for (int i = start; i < end; i++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, 0)); afpmat4 k = afpmat4( image3d_ld4(weight_blob, ivec3(wx + 0, gy, 0)), image3d_ld4(weight_blob, ivec3(wx + 1, gy, 0)), image3d_ld4(weight_blob, ivec3(wx + 2, gy, 0)), image3d_ld4(weight_blob, ivec3(wx + 3, gy, 0)) ); sum += v * k; wx += 4; } #else int w_offset = gy * psc(w) + start; for (int i = start; i < end; i++) { afpvec4 v = buffer_ld4(bottom_blob_data, i); #if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic) // GL_EXT_shader_16bit_storage does not define f16mat4 type :( afpmat4 k = afpmat4( buffer_ld4(weight_data, w_offset * 4 + 0), buffer_ld4(weight_data, w_offset * 4 + 1), buffer_ld4(weight_data, w_offset * 4 + 2), buffer_ld4(weight_data, w_offset * 4 + 3) ); #else afpmat4 k = afpmat4(weight_data[w_offset]); #endif sum += v * k; w_offset += 1; } #endif #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afp sum = afp(0.f); #if NCNN_image_shader for (int i = start; i < end; i++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, 0)); afpvec4 k = image3d_ld4(weight_blob, ivec3(i, gy, 0)); sum += dot(v, k); } #else int w_offset = gy * psc(w); for (int i = start; i < end; i++) { afpvec4 v = buffer_ld4(bottom_blob_data, i); afpvec4 k = buffer_ld4(weight_data, w_offset + i); sum += dot(v, k); } #endif #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afpvec8 sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader int wx = start * 8; for (int i = start; i < end; i++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, 0)); afpvec4 k0 = image3d_ld4(weight_blob, ivec3(wx + 0, gy, 0)); afpvec4 k1 = image3d_ld4(weight_blob, ivec3(wx + 1, gy, 0)); afpvec4 k2 = image3d_ld4(weight_blob, ivec3(wx + 2, gy, 0)); afpvec4 k3 = image3d_ld4(weight_blob, ivec3(wx + 3, gy, 0)); afpvec4 k4 = image3d_ld4(weight_blob, ivec3(wx + 4, gy, 0)); afpvec4 k5 = image3d_ld4(weight_blob, ivec3(wx + 5, gy, 0)); afpvec4 k6 = image3d_ld4(weight_blob, ivec3(wx + 6, gy, 0)); afpvec4 k7 = image3d_ld4(weight_blob, ivec3(wx + 7, gy, 0)); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); wx += 8; } #else int w_offset = (gy * psc(w) + start) * 8; for (int i = start; i < end; i++) { afpvec4 v = buffer_ld4(bottom_blob_data, i); afpvec4 k0 = buffer_ld4(weight_data, w_offset + 0); afpvec4 k1 = buffer_ld4(weight_data, w_offset + 1); afpvec4 k2 = buffer_ld4(weight_data, w_offset + 2); afpvec4 k3 = buffer_ld4(weight_data, w_offset + 3); afpvec4 k4 = buffer_ld4(weight_data, w_offset + 4); afpvec4 k5 = buffer_ld4(weight_data, w_offset + 5); afpvec4 k6 = buffer_ld4(weight_data, w_offset + 6); afpvec4 k7 = buffer_ld4(weight_data, w_offset + 7); // sum += v * k; sum[0].r += dot(v, k0); sum[0].g += dot(v, k1); sum[0].b += dot(v, k2); sum[0].a += dot(v, k3); sum[1].r += dot(v, k4); sum[1].g += dot(v, k5); sum[1].b += dot(v, k6); sum[1].a += dot(v, k7); w_offset += 8; } #endif #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afpvec8 sum = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader int wx = start * 8; for (int i = start; i < end; i++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, 0)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, gy, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, gy, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, gy, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, gy, 0)); afpvec8 k4 = image3d_ld8(weight_blob, ivec3(wx + 4, gy, 0)); afpvec8 k5 = image3d_ld8(weight_blob, ivec3(wx + 5, gy, 0)); afpvec8 k6 = image3d_ld8(weight_blob, ivec3(wx + 6, gy, 0)); afpvec8 k7 = image3d_ld8(weight_blob, ivec3(wx + 7, gy, 0)); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); wx += 8; } #else int w_offset = (gy * psc(w) + start) * 8; for (int i = start; i < end; i++) { afpvec8 v = buffer_ld8(bottom_blob_data, i); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); afpvec8 k4 = buffer_ld8(weight_data, w_offset + 4); afpvec8 k5 = buffer_ld8(weight_data, w_offset + 5); afpvec8 k6 = buffer_ld8(weight_data, w_offset + 6); afpvec8 k7 = buffer_ld8(weight_data, w_offset + 7); // sum += v * k sum[0].r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum[0].g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum[0].b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum[0].a += dot(v[0], k3[0]) + dot(v[1], k3[1]); sum[1].r += dot(v[0], k4[0]) + dot(v[1], k4[1]); sum[1].g += dot(v[0], k5[0]) + dot(v[1], k5[1]); sum[1].b += dot(v[0], k6[0]) + dot(v[1], k6[1]); sum[1].a += dot(v[0], k7[0]) + dot(v[1], k7[1]); w_offset += 8; } #endif #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afp sum = afp(0.f); #if NCNN_image_shader for (int i = start; i < end; i++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, 0)); afpvec8 k = image3d_ld8(weight_blob, ivec3(i, gy, 0)); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } #else int w_offset = gy * psc(w); for (int i = start; i < end; i++) { afpvec8 v = buffer_ld8(bottom_blob_data, i); afpvec8 k = buffer_ld8(weight_data, w_offset + i); // sum += dot(v, k); sum += dot(v[0], k[0]) + dot(v[1], k[1]); } #endif #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (constant_id = shape_constant_id_offset + 2) const int outh = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D weight_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer weight_blob { sfpvec8 weight_data[]; }; #endif layout (push_constant) uniform parameter { int w; int outw; int outh; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= 1) return; const int start = gx * 8; const int end = min(gx * 8 + 8, psc(w)); afpvec4 sum = afpvec4(0.f); #if NCNN_image_shader int wx = start * 4; for (int i = start; i < end; i++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, 0)); afpvec8 k0 = image3d_ld8(weight_blob, ivec3(wx + 0, gy, 0)); afpvec8 k1 = image3d_ld8(weight_blob, ivec3(wx + 1, gy, 0)); afpvec8 k2 = image3d_ld8(weight_blob, ivec3(wx + 2, gy, 0)); afpvec8 k3 = image3d_ld8(weight_blob, ivec3(wx + 3, gy, 0)); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); wx += 4; } #else int w_offset = (gy * psc(w) + start) * 4; for (int i = start; i < end; i++) { afpvec8 v = buffer_ld8(bottom_blob_data, i); afpvec8 k0 = buffer_ld8(weight_data, w_offset + 0); afpvec8 k1 = buffer_ld8(weight_data, w_offset + 1); afpvec8 k2 = buffer_ld8(weight_data, w_offset + 2); afpvec8 k3 = buffer_ld8(weight_data, w_offset + 3); // sum += v * k sum.r += dot(v[0], k0[0]) + dot(v[1], k0[1]); sum.g += dot(v[0], k1[0]) + dot(v[1], k1[1]); sum.b += dot(v[0], k2[0]) + dot(v[1], k2[1]); sum.a += dot(v[0], k3[0]) + dot(v[1], k3[1]); w_offset += 4; } #endif #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, 0), sum); #else const int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, sum); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 layout (constant_id = 0) const int pooling_type = 0; layout (constant_id = 1) const int kernel_w = 1; layout (constant_id = 2) const int kernel_h = 1; layout (constant_id = 3) const int stride_w = 1; layout (constant_id = 4) const int stride_h = 1; layout (constant_id = 5) const int pad_left = 0; layout (constant_id = 6) const int pad_right = 0; layout (constant_id = 7) const int pad_top = 0; layout (constant_id = 8) const int pad_bottom = 0; layout (constant_id = 9) const int global_pooling = 0; layout (constant_id = 10) const int pad_mode = 0; layout (constant_id = 11) const int avgpool_count_include_pad = 0; #define shape_constant_id_offset 12 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int wtailpad; int htailpad; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp res; if (pooling_type == 0) { res = afp(-FLT_MAX); #if NCNN_image_shader int sx = gx * stride_w; int sy = gy * stride_h; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v = image3d_ld1(bottom_blob, ivec3(sx + x, sy + y, gz)); res = max(res, v); } } #else int v_offset = gz * psc(cstep) + gy * stride_h * psc(w) + gx * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v = buffer_ld1(bottom_blob_data, v_offset + x); res = max(res, v); } v_offset += psc(w); } #endif } if (pooling_type == 1 && avgpool_count_include_pad == 0) { res = afp(0.f); int area = 0; int sx = gx * stride_w; int sy = gy * stride_h; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { if (sy + y < pad_top) continue; if (sy + y >= psc(h) - pad_bottom - p.htailpad) break; for (int x = 0; x < kernel_w; x++) { if (sx + x < pad_left) continue; if (sx + x >= psc(w) - pad_right - p.wtailpad) break; res += image3d_ld1(bottom_blob, ivec3(sx + x, sy + y, gz)); area += 1; } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { if (sy + y < pad_top) { v_offset += psc(w); continue; } if (sy + y >= psc(h) - pad_bottom - p.htailpad) break; for (int x = 0; x < kernel_w; x++) { if (sx + x < pad_left) { continue; } if (sx + x >= psc(w) - pad_right - p.wtailpad) break; res += buffer_ld1(bottom_blob_data, v_offset + x); area += 1; } v_offset += psc(w); } #endif res /= afp(area); } if (pooling_type == 1 && avgpool_count_include_pad == 1) { res = afp(0.f); #if NCNN_image_shader int sx = gx * stride_w; int sy = gy * stride_h; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res += image3d_ld1(bottom_blob, ivec3(sx + x, sy + y, gz)); } } #else int v_offset = gz * psc(cstep) + gy * stride_h * psc(w) + gx * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res += buffer_ld1(bottom_blob_data, v_offset + x); } v_offset += psc(w); } #endif res /= afp(kernel_w * kernel_h); } #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 layout (constant_id = 0) const int pooling_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp res; // calculate adaptive kernel size const int sx = psc(w) * gx / psc(outw); const int ex = (psc(w) * (gx + 1) + psc(outw) - 1) / psc(outw); const int kernel_w = ex - sx; const int sy = psc(h) * gy / psc(outh); const int ey = (psc(h) * (gy + 1) + psc(outh) - 1) / psc(outh); const int kernel_h = ey - sy; if (pooling_type == 0) { res = afp(-FLT_MAX); #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v = image3d_ld1(bottom_blob, ivec3(sx + x, sy + y, gz)); res = max(res, v); } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afp v = buffer_ld1(bottom_blob_data, v_offset + x); res = max(res, v); } v_offset += psc(w); } #endif } if (pooling_type == 1) { float res_fp32 = 0.f; // force accumulation in fp32 #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res_fp32 += image3d_ld1(bottom_blob, ivec3(sx + x, sy + y, gz)); } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res_fp32 += buffer_ld1(bottom_blob_data, v_offset + x); } v_offset += psc(w); } #endif res_fp32 /= float(kernel_h * kernel_w); res = afp(res_fp32); // cast to fp16 if possible } #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 layout (constant_id = 0) const int pooling_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 res; // calculate adaptive kernel size const int sx = psc(w) * gx / psc(outw); const int ex = (psc(w) * (gx + 1) + psc(outw) - 1) / psc(outw); const int kernel_w = ex - sx; const int sy = psc(h) * gy / psc(outh); const int ey = (psc(h) * (gy + 1) + psc(outh) - 1) / psc(outh); const int kernel_h = ey - sy; if (pooling_type == 0) { res = afpvec4(-FLT_MAX); #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(sx + x, sy + y, gz)); res = max(res, v); } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v = buffer_ld4(bottom_blob_data, v_offset + x); res = max(res, v); } v_offset += psc(w); } #endif } else if (pooling_type == 1) { vec4 res_fp32 = vec4(0.f); // force accumulation in fp32 #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res_fp32 += image3d_ld4(bottom_blob, ivec3(sx + x, sy + y, gz)); } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res_fp32 += buffer_ld4(bottom_blob_data, v_offset + x); } v_offset += psc(w); } #endif res_fp32 /= float(kernel_h * kernel_w); res = afpvec4(res_fp32); // cast to fp16 if possible } #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 layout (constant_id = 0) const int pooling_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 res; // calculate adaptive kernel size const int sx = psc(w) * gx / psc(outw); const int ex = (psc(w) * (gx + 1) + psc(outw) - 1) / psc(outw); const int kernel_w = ex - sx; const int sy = psc(h) * gy / psc(outh); const int ey = (psc(h) * (gy + 1) + psc(outh) - 1) / psc(outh); const int kernel_h = ey - sy; if (pooling_type == 0) { res = afpvec8(afpvec4(-FLT_MAX), afpvec4(-FLT_MAX)); #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx + x, sy + y, gz)); res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + x); res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } v_offset += psc(w); } #endif } else if (pooling_type == 1) { mat2x4 res_fp32 = mat2x4(vec4(0.f), vec4(0.f)); // force accumulation in fp32 #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx + x, sy + y, gz)); res_fp32[0] += v[0]; res_fp32[1] += v[1]; } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + x); res_fp32[0] += v[0]; res_fp32[1] += v[1]; } v_offset += psc(w); } #endif int area = kernel_h * kernel_w; res_fp32[0] /= float(area); res_fp32[1] /= float(area); res = afpvec8(res_fp32); // cast to fp16 if possible } #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 3) const int outw = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int size_1 = psc(w) - 1; const int v_offset = gz * psc(cstep); afp res = afp(-FLT_MAX); for (int ii = 0; ii < 8; ii++) { int i = min(gx + ii * psc(outw), size_1); #if NCNN_image_shader afp v = image3d_ld1(bottom_blob, ivec3(i, 0, gz)); #else afp v = buffer_ld1(bottom_blob_data, v_offset + i); #endif res = max(res, v); } #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, gz), res); #else buffer_st1(top_blob_data, gz * psc(outcstep) + gx, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int size_1 = psc(w) * psc(h) - 1; const int v_offset = gz * psc(cstep); afp res = afp(-FLT_MAX); for (int ii = 0; ii < 8; ii++) { int i = min(gx + ii * psc(outw), size_1); #if NCNN_image_shader int y = i / psc(w); int x = i % psc(w); afp v = image3d_ld1(bottom_blob, ivec3(x, y, gz)); #else afp v = buffer_ld1(bottom_blob_data, v_offset + i); #endif res = max(res, v); } #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, gz), res); #else buffer_st1(top_blob_data, gz * psc(outcstep) + gx, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int size_1 = psc(w) * psc(h) - 1; const int v_offset = gz * psc(cstep); afpvec4 res = afpvec4(-FLT_MAX); for (int ii = 0; ii < 8; ii++) { int i = min(gx + ii * psc(outw), size_1); #if NCNN_image_shader int y = i / psc(w); int x = i % psc(w); afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, gz)); #else afpvec4 v = buffer_ld4(bottom_blob_data, v_offset + i); #endif res = max(res, v); } #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, gz), res); #else buffer_st4(top_blob_data, gz * psc(outcstep) + gx, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int size_1 = psc(w) * psc(h) - 1; const int v_offset = gz * psc(cstep); afpvec8 res = afpvec8(afpvec4(-FLT_MAX), afpvec4(-FLT_MAX)); for (int ii = 0; ii < 8; ii++) { int i = min(gx + ii * psc(outw), size_1); #if NCNN_image_shader int y = i / psc(w); int x = i % psc(w); afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, gz)); #else afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + i); #endif res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, gz), res); #else buffer_st8(top_blob_data, gz * psc(outcstep) + gx, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int size; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= 1 || gy >= 1 || gz >= psc(c)) return; const int v_offset = gz * psc(cstep); afp res = afp(-FLT_MAX); for (int i = 0; i < psc(w); i++) { #if NCNN_image_shader afp v = image3d_ld1(bottom_blob, ivec3(i, 0, gz)); #else afp v = buffer_ld1(bottom_blob_data, v_offset + i); #endif res = max(res, v); } #if NCNN_image_shader image3d_st1(top_blob, ivec3(gz, 0, 0), res); #else buffer_st1(top_blob_data, gz, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int size; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= 1 || gy >= 1 || gz >= psc(c)) return; const int v_offset = gz * psc(cstep); afpvec4 res = afpvec4(-FLT_MAX); for (int i = 0; i < psc(w); i++) { #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, gz)); #else afpvec4 v = buffer_ld4(bottom_blob_data, v_offset + i); #endif res = max(res, v); } #if NCNN_image_shader image3d_st4(top_blob, ivec3(gz, 0, 0), res); #else buffer_st4(top_blob_data, gz, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int size; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= 1 || gy >= 1 || gz >= psc(c)) return; const int v_offset = gz * psc(cstep); afpvec8 res = afpvec8(afpvec4(-FLT_MAX), afpvec4(-FLT_MAX)); for (int i = 0; i < psc(w); i++) { #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, gz)); #else afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + i); #endif res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } #if NCNN_image_shader image3d_st8(top_blob, ivec3(gz, 0, 0), res); #else buffer_st8(top_blob_data, gz, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 3) const int outw = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int size_1 = psc(w) - 1; const int v_offset = gz * psc(cstep); afpvec4 res = afpvec4(-FLT_MAX); for (int ii = 0; ii < 8; ii++) { int i = min(gx + ii * psc(outw), size_1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(i, 0, gz)); #else afpvec4 v = buffer_ld4(bottom_blob_data, v_offset + i); #endif res = max(res, v); } #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, gz), res); #else buffer_st4(top_blob_data, gz * psc(outcstep) + gx, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 3) const int outw = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int size_1 = psc(w) - 1; const int v_offset = gz * psc(cstep); afpvec8 res = afpvec8(afpvec4(-FLT_MAX), afpvec4(-FLT_MAX)); for (int ii = 0; ii < 8; ii++) { int i = min(gx + ii * psc(outw), size_1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(i, 0, gz)); #else afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + i); #endif res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, gz), res); #else buffer_st8(top_blob_data, gz * psc(outcstep) + gx, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 3) const int outw = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob; layout (binding = 1, r32f) writeonly uniform highp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { float bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { float top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int end = min(8, (psc(w) - gx - 1) / psc(outw) + 1); const int v_offset = gz * psc(cstep); float sum = 0.f; for (int ii = 0; ii < end; ii++) { int i = gx + ii * psc(outw); #if NCNN_image_shader float v = texelFetch(bottom_blob, ivec3(i, 0, gz), 0).r; #else float v = bottom_blob_data[v_offset + i]; #endif sum += v; } #if NCNN_image_shader imageStore(top_blob, ivec3(gx, 0, gz), vec4(sum)); #else top_blob_data[gz * psc(outcstep) + gx] = sum; #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, r32f) writeonly uniform highp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { float top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int end = min(8, (psc(w) * psc(h) - gx - 1) / psc(outw) + 1); const int v_offset = gz * psc(cstep); float sum = 0.f; for (int ii = 0; ii < end; ii++) { int i = gx + ii * psc(outw); #if NCNN_image_shader int y = i / psc(w); int x = i % psc(w); afp v = image3d_ld1(bottom_blob, ivec3(x, y, gz)); #else afp v = buffer_ld1(bottom_blob_data, v_offset + i); #endif sum += float(v); } #if NCNN_image_shader imageStore(top_blob, ivec3(gx, 0, gz), vec4(sum)); #else top_blob_data[gz * psc(outcstep) + gx] = sum; #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, rgba32f) writeonly uniform highp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { vec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int end = min(8, (psc(w) * psc(h) - gx - 1) / psc(outw) + 1); const int v_offset = gz * psc(cstep); vec4 sum = vec4(0.f); for (int ii = 0; ii < end; ii++) { int i = gx + ii * psc(outw); #if NCNN_image_shader int y = i / psc(w); int x = i % psc(w); afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, gz)); #else afpvec4 v = buffer_ld4(bottom_blob_data, v_offset + i); #endif sum += vec4(v); } #if NCNN_image_shader imageStore(top_blob, ivec3(gx, 0, gz), sum); #else top_blob_data[gz * psc(outcstep) + gx] = sum; #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int h = 0; layout (constant_id = shape_constant_id_offset + 2) const int c = 0; layout (constant_id = shape_constant_id_offset + 3) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 4) const int outw = 0; layout (constant_id = shape_constant_id_offset + 5) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, rgba32f) writeonly uniform highp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { mat2x4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int h; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int end = min(8, (psc(w) * psc(h) - gx - 1) / psc(outw) + 1); const int v_offset = gz * psc(cstep); mat2x4 sum = mat2x4(0.f); for (int ii = 0; ii < end; ii++) { int i = gx + ii * psc(outw); #if NCNN_image_shader int y = i / psc(w); int x = i % psc(w); afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, gz)); #else afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + i); #endif sum[0] += vec4(v[0]); sum[1] += vec4(v[1]); } #if NCNN_image_shader imageStore(top_blob, ivec3(gx * 2, 0, gz), sum[0]); imageStore(top_blob, ivec3(gx * 2 + 1, 0, gz), sum[1]); #else top_blob_data[gz * psc(outcstep) + gx] = sum; #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { float bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int size; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= 1 || gy >= 1 || gz >= psc(c)) return; const int v_offset = gz * psc(cstep); float sum = 0.f; for (int i = 0; i < psc(w); i++) { #if NCNN_image_shader float v = texelFetch(bottom_blob, ivec3(i, 0, gz), 0).r; #else float v = bottom_blob_data[v_offset + i]; #endif sum += v; } afp res = afp(sum / p.size); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gz, 0, 0), res); #else buffer_st1(top_blob_data, gz, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { vec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int size; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= 1 || gy >= 1 || gz >= psc(c)) return; const int v_offset = gz * psc(cstep); vec4 sum = vec4(0.f); for (int i = 0; i < psc(w); i++) { #if NCNN_image_shader vec4 v = texelFetch(bottom_blob, ivec3(i, 0, gz), 0); #else vec4 v = bottom_blob_data[v_offset + i]; #endif sum += v; } afpvec4 res = afpvec4(sum / p.size); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gz, 0, 0), res); #else buffer_st4(top_blob_data, gz, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { mat2x4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int size; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= 1 || gy >= 1 || gz >= psc(c)) return; const int v_offset = gz * psc(cstep); mat2x4 sum = mat2x4(0.f); for (int i = 0; i < psc(w); i++) { #if NCNN_image_shader mat2x4 v; v[0] = texelFetch(bottom_blob, ivec3(i * 2, 0, gz), 0); v[1] = texelFetch(bottom_blob, ivec3(i * 2 + 1, 0, gz), 0); #else mat2x4 v = bottom_blob_data[v_offset + i]; #endif sum[0] += v[0]; sum[1] += v[1]; } afpvec8 res; res[0] = afpvec4(sum[0] / p.size); res[1] = afpvec4(sum[1] / p.size); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gz, 0, 0), res); #else buffer_st8(top_blob_data, gz, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 3) const int outw = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob; layout (binding = 1, rgba32f) writeonly uniform highp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { vec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { vec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int end = min(8, (psc(w) - gx - 1) / psc(outw) + 1); const int v_offset = gz * psc(cstep); vec4 sum = vec4(0.f); for (int ii = 0; ii < end; ii++) { int i = gx + ii * psc(outw); #if NCNN_image_shader vec4 v = texelFetch(bottom_blob, ivec3(i, 0, gz), 0); #else vec4 v = bottom_blob_data[v_offset + i]; #endif sum += v; } #if NCNN_image_shader imageStore(top_blob, ivec3(gx, 0, gz), sum); #else top_blob_data[gz * psc(outcstep) + gx] = sum; #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int c = 0; layout (constant_id = shape_constant_id_offset + 2) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 3) const int outw = 0; layout (constant_id = shape_constant_id_offset + 4) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob; layout (binding = 1, rgba32f) writeonly uniform highp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { mat2x4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { mat2x4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int w; int c; int cstep; int outw; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= psc(c)) return; const int end = min(8, (psc(w) - gx - 1) / psc(outw) + 1); const int v_offset = gz * psc(cstep); mat2x4 sum = mat2x4(0.f); for (int ii = 0; ii < end; ii++) { int i = gx + ii * psc(outw); #if NCNN_image_shader mat2x4 v; v[0] = texelFetch(bottom_blob, ivec3(i * 2, 0, gz), 0); v[1] = texelFetch(bottom_blob, ivec3(i * 2 + 1, 0, gz), 0); #else mat2x4 v = bottom_blob_data[v_offset + i]; #endif sum[0] += v[0]; sum[1] += v[1]; } #if NCNN_image_shader imageStore(top_blob, ivec3(gx * 2, 0, gz), sum[0]); imageStore(top_blob, ivec3(gx * 2 + 1, 0, gz), sum[1]); #else top_blob_data[gz * psc(outcstep) + gx] = sum; #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 layout (constant_id = 0) const int pooling_type = 0; layout (constant_id = 1) const int kernel_w = 1; layout (constant_id = 2) const int kernel_h = 1; layout (constant_id = 3) const int stride_w = 1; layout (constant_id = 4) const int stride_h = 1; layout (constant_id = 5) const int pad_left = 0; layout (constant_id = 6) const int pad_right = 0; layout (constant_id = 7) const int pad_top = 0; layout (constant_id = 8) const int pad_bottom = 0; layout (constant_id = 9) const int global_pooling = 0; layout (constant_id = 10) const int pad_mode = 0; layout (constant_id = 11) const int avgpool_count_include_pad = 0; #define shape_constant_id_offset 12 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int wtailpad; int htailpad; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 res; if (pooling_type == 0) { res = afpvec4(-FLT_MAX); #if NCNN_image_shader int sx = gx * stride_w; int sy = gy * stride_h; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v = image3d_ld4(bottom_blob, ivec3(sx + x, sy + y, gz)); res = max(res, v); } } #else int v_offset = gz * psc(cstep) + gy * stride_h * psc(w) + gx * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec4 v = buffer_ld4(bottom_blob_data, v_offset + x); res = max(res, v); } v_offset += psc(w); } #endif } else if (pooling_type == 1 && avgpool_count_include_pad == 0) { res = afpvec4(0.f); int area = 0; int sx = gx * stride_w; int sy = gy * stride_h; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { if (sy + y < pad_top) continue; if (sy + y >= psc(h) - pad_bottom - p.htailpad) break; for (int x = 0; x < kernel_w; x++) { if (sx + x < pad_left) continue; if (sx + x >= psc(w) - pad_right - p.wtailpad) break; res += image3d_ld4(bottom_blob, ivec3(sx + x, sy + y, gz)); area += 1; } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { if (sy + y < pad_top) { v_offset += psc(w); continue; } if (sy + y >= psc(h) - pad_bottom - p.htailpad) break; for (int x = 0; x < kernel_w; x++) { if (sx + x < pad_left) { continue; } if (sx + x >= psc(w) - pad_right - p.wtailpad) break; res += buffer_ld4(bottom_blob_data, v_offset + x); area += 1; } v_offset += psc(w); } #endif res /= afp(area); } else if (pooling_type == 1 && avgpool_count_include_pad == 1) { res = afpvec4(0.f); #if NCNN_image_shader int sx = gx * stride_w; int sy = gy * stride_h; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res += image3d_ld4(bottom_blob, ivec3(sx + x, sy + y, gz)); } } #else int v_offset = gz * psc(cstep) + gy * stride_h * psc(w) + gx * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { res += buffer_ld4(bottom_blob_data, v_offset + x); } v_offset += psc(w); } #endif res /= afp(kernel_w * kernel_h); } #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define FLT_MAX 3.402823466e+38 layout (constant_id = 0) const int pooling_type = 0; layout (constant_id = 1) const int kernel_w = 1; layout (constant_id = 2) const int kernel_h = 1; layout (constant_id = 3) const int stride_w = 1; layout (constant_id = 4) const int stride_h = 1; layout (constant_id = 5) const int pad_left = 0; layout (constant_id = 6) const int pad_right = 0; layout (constant_id = 7) const int pad_top = 0; layout (constant_id = 8) const int pad_bottom = 0; layout (constant_id = 9) const int global_pooling = 0; layout (constant_id = 10) const int pad_mode = 0; layout (constant_id = 11) const int avgpool_count_include_pad = 0; #define shape_constant_id_offset 12 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int wtailpad; int htailpad; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 res; if (pooling_type == 0) { res = afpvec8(afpvec4(-FLT_MAX), afpvec4(-FLT_MAX)); #if NCNN_image_shader int sx = gx * stride_w; int sy = gy * stride_h; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx + x, sy + y, gz)); res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } } #else int v_offset = gz * psc(cstep) + gy * stride_h * psc(w) + gx * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + x); res[0] = max(res[0], v[0]); res[1] = max(res[1], v[1]); } v_offset += psc(w); } #endif } else if (pooling_type == 1 && avgpool_count_include_pad == 0) { res = afpvec8(afpvec4(0.f), afpvec4(0.f)); int area = 0; int sx = gx * stride_w; int sy = gy * stride_h; #if NCNN_image_shader for (int y = 0; y < kernel_h; y++) { if (sy + y < pad_top) continue; if (sy + y >= psc(h) - pad_bottom - p.htailpad) break; for (int x = 0; x < kernel_w; x++) { if (sx + x < pad_left) continue; if (sx + x >= psc(w) - pad_right - p.wtailpad) break; afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx + x, sy + y, gz)); res[0] += v[0]; res[1] += v[1]; area += 1; } } #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; for (int y = 0; y < kernel_h; y++) { if (sy + y < pad_top) { v_offset += psc(w); continue; } if (sy + y >= psc(h) - pad_bottom - p.htailpad) break; for (int x = 0; x < kernel_w; x++) { if (sx + x < pad_left) { continue; } if (sx + x >= psc(w) - pad_right - p.wtailpad) break; afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + x); res[0] += v[0]; res[1] += v[1]; area += 1; } v_offset += psc(w); } #endif res[0] /= afp(area); res[1] /= afp(area); } else if (pooling_type == 1 && avgpool_count_include_pad == 1) { res = afpvec8(afpvec4(0.f), afpvec4(0.f)); #if NCNN_image_shader int sx = gx * stride_w; int sy = gy * stride_h; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = image3d_ld8(bottom_blob, ivec3(sx + x, sy + y, gz)); res[0] += v[0]; res[1] += v[1]; } } #else int v_offset = gz * psc(cstep) + gy * stride_h * psc(w) + gx * stride_w; for (int y = 0; y < kernel_h; y++) { for (int x = 0; x < kernel_w; x++) { afpvec8 v = buffer_ld8(bottom_blob_data, v_offset + x); res[0] += v[0]; res[1] += v[1]; } v_offset += psc(w); } #endif afp area = afp(kernel_w * kernel_h); res[0] /= area; res[1] /= area; } #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int num_slope = 0; layout (constant_id = 1) const float slope_value = 1.f; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; layout (binding = 2) uniform unfp sampler3D slope_blob; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; layout (binding = 1) readonly buffer slope_blob { sfp slope_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif afp slope; if (num_slope == 1) { slope = afp(slope_value); } else { const ivec3 gxyz = ivec3(gx, gy, gz); const int abi = gxyz[psc(dims) - 1]; #if NCNN_image_shader slope = image3d_ld1(slope_blob, ivec3(abi, 0, 0)); #else slope = buffer_ld1(slope_blob_data, abi); #endif } v = v < afp(0.f) ? v * slope : v; #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int num_slope = 0; layout (constant_id = 1) const float slope_value = 1.f; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; layout (binding = 2) uniform unfp sampler3D slope_blob; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; layout (binding = 1) readonly buffer slope_blob { sfpvec4 slope_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif afpvec4 slope; if (num_slope == 1) { slope = afpvec4(slope_value); } else { const ivec3 gxyz = ivec3(gx, gy, gz); const int abi = gxyz[psc(dims) - 1]; #if NCNN_image_shader slope = image3d_ld4(slope_blob, ivec3(abi, 0, 0)); #else slope = buffer_ld4(slope_blob_data, abi); #endif } v = mix(v, v * slope, lessThan(v, afpvec4(0.f))); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int num_slope = 0; layout (constant_id = 1) const float slope_value = 1.f; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; layout (binding = 2) uniform unfp sampler3D slope_blob; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; layout (binding = 1) readonly buffer slope_blob { sfpvec8 slope_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif afpvec8 slope; if (num_slope == 1) { slope = afpvec8(afpvec4(slope_value), afpvec4(slope_value)); } else { const ivec3 gxyz = ivec3(gx, gy, gz); const int abi = gxyz[psc(dims) - 1]; #if NCNN_image_shader slope = image3d_ld8(slope_blob, ivec3(abi, 0, 0)); #else slope = buffer_ld8(slope_blob_data, abi); #endif } v[0] = mix(v[0], v[0] * slope[0], lessThan(v[0], afpvec4(0.f))); v[1] = mix(v[1], v[1] * slope[1], lessThan(v[1], afpvec4(0.f))); #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float slope = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif if (slope == 0) v = max(v, afp(0.f)); else v = v < afp(0.f) ? v * afp(slope) : v; #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float slope = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif if (slope == 0) v = max(v, afp(0.f)); else v = mix(v, v * afp(slope), lessThan(v, afpvec4(0.f))); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float slope = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif if (slope == 0) { v[0] = max(v[0], afp(0.f)); v[1] = max(v[1], afp(0.f)); } else { v[0] = mix(v[0], v[0] * afp(slope), lessThan(v[0], afpvec4(0.f))); v[1] = mix(v[1], v[1] * afp(slope), lessThan(v[1], afpvec4(0.f))); } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int i; if (ndim == 1) i = gx; if (ndim == 2) i = gy * psc(outw) + gx; if (ndim == 3) i = gz * psc(outh) * psc(outw) + gy * psc(outw) + gx; if (ndim == 4) i = gz * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx; int x; int y; int z; if (psc(dims) == 1) { z = 0; y = 0; x = i; } else if (psc(dims) == 2) { z = 0; y = i / psc(w); x = i % psc(w); } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z = i / size; y = i % size / psc(w); x = i % size % psc(w); } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z = i / size; int yd = i % size / dsize; int yh = i % size % dsize / psc(w); x = i % size % dsize % psc(w); y = yd * psc(h) + yh; } #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(x, y, z)); if (ndim == 1) image3d_st1(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st1(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else int v_offset = z * psc(cstep) + y * psc(w) + x; int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; ivec4 i4; if (ndim == 1) i4 = gx * 4 + ivec4(0, 1, 2, 3); if (ndim == 2) i4 = (gy * 4) * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outw); if (ndim == 3) i4 = (gz * 4) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outh) * psc(outw); if (ndim == 4) i4 = (gz * 4) * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outd) * psc(outh) * psc(outw); ivec4 x4; ivec4 y4; ivec4 z4; if (psc(dims) == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; } else if (psc(dims) == 2) { z4 = ivec4(0); y4 = i4 / psc(w); x4 = i4 % psc(w); } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z4 = i4 / size; y4 = i4 % size / psc(w); x4 = i4 % size % psc(w); } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(w); x4 = i4 % size % dsize % psc(w); y4 = yd4 * psc(h) + yh4; } #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); v.g = image3d_ld1(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); v.b = image3d_ld1(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); v.a = image3d_ld1(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); if (ndim == 1) image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st4(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else ivec4 v_offset = z4 * psc(cstep) + y4 * psc(w) + x4; int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; ivec4 i4; ivec4 ii4; if (ndim == 1) { i4 = gx * 8 + ivec4(0, 1, 2, 3); ii4 = i4 + 4; } if (ndim == 2) { i4 = (gy * 8) * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outw); ii4 = i4 + 4 * psc(outw); } if (ndim == 3) { i4 = (gz * 8) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outh) * psc(outw); ii4 = i4 + 4 * psc(outh) * psc(outw); } if (ndim == 4) { i4 = (gz * 8) * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outd) * psc(outh) * psc(outw); ii4 = i4 + 4 * psc(outd) * psc(outh) * psc(outw); } ivec4 x4; ivec4 xx4; ivec4 y4; ivec4 yy4; ivec4 z4; ivec4 zz4; if (psc(dims) == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; zz4 = ivec4(0); yy4 = ivec4(0); xx4 = ii4; } else if (psc(dims) == 2) { z4 = ivec4(0); y4 = i4 / psc(w); x4 = i4 % psc(w); zz4 = ivec4(0); yy4 = ii4 / psc(w); xx4 = ii4 % psc(w); } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z4 = i4 / size; y4 = i4 % size / psc(w); x4 = i4 % size % psc(w); zz4 = ii4 / size; yy4 = ii4 % size / psc(w); xx4 = ii4 % size % psc(w); } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(w); x4 = i4 % size % dsize % psc(w); zz4 = ii4 / size; ivec4 yyd4 = ii4 % size / dsize; ivec4 yyh4 = ii4 % size % dsize / psc(w); xx4 = ii4 % size % dsize % psc(w); y4 = yd4 * psc(h) + yh4; yy4 = yyd4 * psc(h) + yyh4; } #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(xx4.r, yy4.r, zz4.r)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(xx4.g, yy4.g, zz4.g)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(xx4.b, yy4.b, zz4.b)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(xx4.a, yy4.a, zz4.a)); if (ndim == 1) image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else ivec4 v_offset = z4 * psc(cstep) + y4 * psc(w) + x4; ivec4 vv_offset = zz4 * psc(cstep) + yy4 * psc(w) + xx4; int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; ivec4 i4; if (ndim == 1) i4 = gx * 4 + ivec4(0, 1, 2, 3); if (ndim == 2) i4 = (gy * 4) * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outw); if (ndim == 3) i4 = (gz * 4) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outh) * psc(outw); if (ndim == 4) i4 = (gz * 4) * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outd) * psc(outh) * psc(outw); ivec4 x4; ivec4 y4; ivec4 z4; #if NCNN_image_shader ivec4 lane4; #else ivec4 v_offset; #if NCNN_fp16_packed ivec4 lane2; #endif #endif if (psc(dims) == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; #if NCNN_image_shader lane4 = x4 % 4; x4 = x4 / 4; #else #if NCNN_fp16_packed v_offset = i4 / 2; lane2 = i4 % 2; #else v_offset = i4; #endif #endif } else if (psc(dims) == 2) { z4 = ivec4(0); y4 = i4 / psc(w); x4 = i4 % psc(w); #if NCNN_image_shader lane4 = y4 % 4; y4 = y4 / 4; #else #if NCNN_fp16_packed v_offset = ((y4 / 4) * psc(w) + x4) * 2 + (y4 % 4) / 2; lane2 = y4 % 2; #else v_offset = ((y4 / 4) * psc(w) + x4) * 4 + y4 % 4; #endif #endif } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z4 = i4 / size; y4 = i4 % size / psc(w); x4 = i4 % size % psc(w); #if NCNN_image_shader lane4 = z4 % 4; z4 = z4 / 4; #else #if NCNN_fp16_packed v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 2 + (z4 % 4) / 2; lane2 = z4 % 2; #else v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 4 + z4 % 4; #endif #endif } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(w); x4 = i4 % size % dsize % psc(w); y4 = yd4 * psc(h) + yh4; #if NCNN_image_shader lane4 = z4 % 4; z4 = z4 / 4; #else #if NCNN_fp16_packed v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 2 + (z4 % 4) / 2; lane2 = z4 % 2; #else v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 4 + z4 % 4; #endif #endif } #if NCNN_image_shader afpvec4 vr = image3d_ld4(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); afpvec4 vg = image3d_ld4(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); afpvec4 vb = image3d_ld4(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); afpvec4 va = image3d_ld4(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); afpvec4 v = afpvec4(vr[lane4.r], vg[lane4.g], vb[lane4.b], va[lane4.a]); if (ndim == 1) image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st4(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; ivec4 i4; if (psc(dims) == 1) { i4 = gx * 4 + ivec4(0, 1, 2, 3); } else if (psc(dims) == 2) { i4 = (gy * 4) * psc(w) + gx + ivec4(0, 1, 2, 3) * psc(w); } else if (psc(dims) == 3) { i4 = (gz * 4) * psc(h) * psc(w) + gy * psc(w) + gx + ivec4(0, 1, 2, 3) * psc(h) * psc(w); } else // if (psc(dims) == 4) { i4 = (gz * 4) * psc(d) * psc(h) * psc(w) + gy * psc(w) + gx + ivec4(0, 1, 2, 3) * psc(d) * psc(h) * psc(w); } #if NCNN_image_shader ivec4 x4; ivec4 y4; ivec4 z4; if (ndim == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; } if (ndim == 2) { z4 = ivec4(0); y4 = i4 / psc(outw); x4 = i4 % psc(outw); } if (ndim == 3) { int size = psc(outw) * psc(outh); z4 = i4 / size; y4 = i4 % size / psc(outw); x4 = i4 % size % psc(outw); } if (ndim == 4) { int size = psc(outw) * psc(outh) * psc(outd); int dsize = psc(outw) * psc(outh); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(outw); x4 = i4 % size % dsize % psc(outw); y4 = yd4 * psc(outh) + yh4; } afpvec4 v; if (psc(dims) == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, 0, 0)); } else if (psc(dims) == 2) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0)); } else // if (psc(dims) == 3 || psc(dims) == 4) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); } image3d_st1(top_blob_3d, ivec3(x4.r, y4.r, z4.r), v.r); image3d_st1(top_blob_3d, ivec3(x4.g, y4.g, z4.g), v.g); image3d_st1(top_blob_3d, ivec3(x4.b, y4.b, z4.b), v.b); image3d_st1(top_blob_3d, ivec3(x4.a, y4.a, z4.a), v.a); #else ivec4 v_offset; if (ndim == 1) { v_offset = i4; } if (ndim == 2) { ivec4 y4 = i4 / psc(outw); ivec4 x4 = i4 % psc(outw); v_offset = y4 * psc(outw) + x4; } if (ndim == 3) { int size = psc(outw) * psc(outh); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(outw); ivec4 x4 = i4 % size % psc(outw); v_offset = z4 * psc(outcstep) + y4 * psc(outw) + x4; } if (ndim == 4) { int size = psc(outw) * psc(outh) * psc(outd); int dsize = psc(outw) * psc(outh); ivec4 z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(outw); ivec4 x4 = i4 % size % dsize % psc(outw); ivec4 y4 = yd4 * psc(outh) + yh4; v_offset = z4 * psc(outcstep) + y4 * psc(outw) + x4; } int gi = gz * psc(cstep) + gy * psc(w) + gx; buffer_cp4to1(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; ivec4 i4; ivec4 ii4; if (ndim == 1) { i4 = gx * 8 + ivec4(0, 1, 2, 3); ii4 = i4 + 4; } if (ndim == 2) { i4 = (gy * 8) * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outw); ii4 = i4 + 4 * psc(outw); } if (ndim == 3) { i4 = (gz * 8) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outh) * psc(outw); ii4 = i4 + 4 * psc(outh) * psc(outw); } if (ndim == 4) { i4 = (gz * 8) * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outd) * psc(outh) * psc(outw); ii4 = i4 + 4 * psc(outd) * psc(outh) * psc(outw); } ivec4 x4; ivec4 xx4; ivec4 y4; ivec4 yy4; ivec4 z4; ivec4 zz4; #if NCNN_image_shader ivec4 lane4; ivec4 lane4_1; #else ivec4 v_offset; ivec4 vv_offset; #if NCNN_fp16_packed ivec4 lane2; ivec4 lane4; #endif #endif if (psc(dims) == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; zz4 = ivec4(0); yy4 = ivec4(0); xx4 = ii4; #if NCNN_image_shader lane4 = x4 % 4; lane4_1 = xx4 % 4; x4 = x4 / 4; xx4 = xx4 / 4; #else #if NCNN_fp16_packed v_offset = i4 / 2; lane2 = i4 % 2; vv_offset = ii4 / 2; lane4 = ii4 % 2; #else v_offset = i4; vv_offset = ii4; #endif #endif } else if (psc(dims) == 2) { z4 = ivec4(0); y4 = i4 / psc(w); x4 = i4 % psc(w); zz4 = ivec4(0); yy4 = ii4 / psc(w); xx4 = ii4 % psc(w); #if NCNN_image_shader lane4 = y4 % 4; lane4_1 = yy4 % 4; y4 = y4 / 4; yy4 = yy4 / 4; #else #if NCNN_fp16_packed v_offset = ((y4 / 4) * psc(w) + x4) * 2 + (y4 % 4) / 2; lane2 = y4 % 2; vv_offset = ((yy4 / 4) * psc(w) + xx4) * 2 + (yy4 % 4) / 2; lane4 = yy4 % 2; #else v_offset = ((y4 / 4) * psc(w) + x4) * 4 + y4 % 4; vv_offset = ((yy4 / 4) * psc(w) + xx4) * 4 + yy4 % 4; #endif #endif } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z4 = i4 / size; y4 = i4 % size / psc(w); x4 = i4 % size % psc(w); zz4 = ii4 / size; yy4 = ii4 % size / psc(w); xx4 = ii4 % size % psc(w); #if NCNN_image_shader lane4 = z4 % 4; lane4_1 = zz4 % 4; z4 = z4 / 4; zz4 = zz4 / 4; #else #if NCNN_fp16_packed v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 2 + (z4 % 4) / 2; lane2 = z4 % 2; vv_offset = ((zz4 / 4) * psc(cstep) + yy4 * psc(w) + xx4) * 2 + (zz4 % 4) / 2; lane4 = zz4 % 2; #else v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 4 + z4 % 4; vv_offset = ((zz4 / 4) * psc(cstep) + yy4 * psc(w) + xx4) * 4 + zz4 % 4; #endif #endif } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(w); x4 = i4 % size % dsize % psc(w); zz4 = ii4 / size; ivec4 yyd4 = ii4 % size / dsize; ivec4 yyh4 = ii4 % size % dsize / psc(w); xx4 = ii4 % size % dsize % psc(w); y4 = yd4 * psc(h) + yh4; yy4 = yyd4 * psc(h) + yyh4; #if NCNN_image_shader lane4 = z4 % 4; lane4_1 = zz4 % 4; z4 = z4 / 4; zz4 = zz4 / 4; #else #if NCNN_fp16_packed v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 2 + (z4 % 4) / 2; lane2 = z4 % 2; vv_offset = ((zz4 / 4) * psc(cstep) + yy4 * psc(w) + xx4) * 2 + (zz4 % 4) / 2; lane4 = zz4 % 2; #else v_offset = ((z4 / 4) * psc(cstep) + y4 * psc(w) + x4) * 4 + z4 % 4; vv_offset = ((zz4 / 4) * psc(cstep) + yy4 * psc(w) + xx4) * 4 + zz4 % 4; #endif #endif } #if NCNN_image_shader afpvec4 v0 = image3d_ld4(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); afpvec4 v1 = image3d_ld4(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); afpvec4 v2 = image3d_ld4(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); afpvec4 v3 = image3d_ld4(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); afpvec4 v4 = image3d_ld4(bottom_blob_3d, ivec3(xx4.r, yy4.r, zz4.r)); afpvec4 v5 = image3d_ld4(bottom_blob_3d, ivec3(xx4.g, yy4.g, zz4.g)); afpvec4 v6 = image3d_ld4(bottom_blob_3d, ivec3(xx4.b, yy4.b, zz4.b)); afpvec4 v7 = image3d_ld4(bottom_blob_3d, ivec3(xx4.a, yy4.a, zz4.a)); afpvec8 v; v[0].r = v0[lane4.r]; v[0].g = v1[lane4.g]; v[0].b = v2[lane4.b]; v[0].a = v3[lane4.a]; v[1].r = v4[lane4_1.r]; v[1].g = v5[lane4_1.g]; v[1].b = v6[lane4_1.b]; v[1].a = v7[lane4_1.a]; if (ndim == 1) image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gi, v); #else buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; ivec4 i4; ivec4 ii4; if (ndim == 1) { i4 = gx * 8 + ivec4(0, 1, 2, 3); ii4 = i4 + 4; } if (ndim == 2) { i4 = (gy * 8) * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outw); ii4 = i4 + 4 * psc(outw); } if (ndim == 3) { i4 = (gz * 8) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outh) * psc(outw); ii4 = i4 + 4 * psc(outh) * psc(outw); } if (ndim == 4) { i4 = (gz * 8) * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outd) * psc(outh) * psc(outw); ii4 = i4 + 4 * psc(outd) * psc(outh) * psc(outw); } ivec4 x4; ivec4 xx4; ivec4 y4; ivec4 yy4; ivec4 z4; ivec4 zz4; #if NCNN_image_shader ivec4 lane2; ivec4 lane2_1; ivec4 lane4; ivec4 lane4_1; #else ivec4 v_offset; ivec4 vv_offset; #if NCNN_fp16_packed ivec4 lane2; ivec4 lane4; #endif #endif if (psc(dims) == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; zz4 = ivec4(0); yy4 = ivec4(0); xx4 = ii4; #if NCNN_image_shader lane2 = (x4 % 8) / 4; lane2_1 = (xx4 % 8) / 4; lane4 = x4 % 4; lane4_1 = xx4 % 4; x4 = x4 / 8; xx4 = xx4 / 8; #else #if NCNN_fp16_packed v_offset = i4 / 2; lane2 = i4 % 2; vv_offset = ii4 / 2; lane4 = ii4 % 2; #else v_offset = i4; vv_offset = ii4; #endif #endif } else if (psc(dims) == 2) { z4 = ivec4(0); y4 = i4 / psc(w); x4 = i4 % psc(w); zz4 = ivec4(0); yy4 = ii4 / psc(w); xx4 = ii4 % psc(w); #if NCNN_image_shader lane2 = (y4 % 8) / 4; lane2_1 = (yy4 % 8) / 4; lane4 = y4 % 4; lane4_1 = yy4 % 4; y4 = y4 / 8; yy4 = yy4 / 8; #else #if NCNN_fp16_packed v_offset = ((y4 / 8) * psc(w) + x4) * 4 + (y4 % 8) / 2; lane2 = y4 % 2; vv_offset = ((yy4 / 8) * psc(w) + xx4) * 4 + (yy4 % 8) / 2; lane4 = yy4 % 2; #else v_offset = ((y4 / 8) * psc(w) + x4) * 8 + y4 % 8; vv_offset = ((yy4 / 8) * psc(w) + xx4) * 8 + yy4 % 8; #endif #endif } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z4 = i4 / size; y4 = i4 % size / psc(w); x4 = i4 % size % psc(w); zz4 = ii4 / size; yy4 = ii4 % size / psc(w); xx4 = ii4 % size % psc(w); #if NCNN_image_shader lane2 = (z4 % 8) / 4; lane2_1 = (zz4 % 8) / 4; lane4 = z4 % 4; lane4_1 = zz4 % 4; z4 = z4 / 8; zz4 = zz4 / 8; #else #if NCNN_fp16_packed v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 4 + (z4 % 8) / 2; lane2 = z4 % 2; vv_offset = ((zz4 / 8) * psc(cstep) + yy4 * psc(w) + xx4) * 4 + (zz4 % 8) / 2; lane4 = zz4 % 2; #else v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 8 + z4 % 8; vv_offset = ((zz4 / 8) * psc(cstep) + yy4 * psc(w) + xx4) * 8 + zz4 % 8; #endif #endif } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(w); x4 = i4 % size % dsize % psc(w); zz4 = ii4 / size; ivec4 yyd4 = ii4 % size / dsize; ivec4 yyh4 = ii4 % size % dsize / psc(w); xx4 = ii4 % size % dsize % psc(w); y4 = yd4 * psc(h) + yh4; yy4 = yyd4 * psc(h) + yyh4; #if NCNN_image_shader lane2 = (z4 % 8) / 4; lane2_1 = (zz4 % 8) / 4; lane4 = z4 % 4; lane4_1 = zz4 % 4; z4 = z4 / 8; zz4 = zz4 / 8; #else #if NCNN_fp16_packed v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 4 + (z4 % 8) / 2; lane2 = z4 % 2; vv_offset = ((zz4 / 8) * psc(cstep) + yy4 * psc(w) + xx4) * 4 + (zz4 % 8) / 2; lane4 = zz4 % 2; #else v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 8 + z4 % 8; vv_offset = ((zz4 / 8) * psc(cstep) + yy4 * psc(w) + xx4) * 8 + zz4 % 8; #endif #endif } #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); afpvec8 v1 = image3d_ld8(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); afpvec8 v2 = image3d_ld8(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); afpvec8 v3 = image3d_ld8(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); afpvec8 v4 = image3d_ld8(bottom_blob_3d, ivec3(xx4.r, yy4.r, zz4.r)); afpvec8 v5 = image3d_ld8(bottom_blob_3d, ivec3(xx4.g, yy4.g, zz4.g)); afpvec8 v6 = image3d_ld8(bottom_blob_3d, ivec3(xx4.b, yy4.b, zz4.b)); afpvec8 v7 = image3d_ld8(bottom_blob_3d, ivec3(xx4.a, yy4.a, zz4.a)); afpvec8 v; v[0].r = v0[lane2.r][lane4.r]; v[0].g = v1[lane2.g][lane4.g]; v[0].b = v2[lane2.b][lane4.b]; v[0].a = v3[lane2.a][lane4.a]; v[1].r = v4[lane2_1.r][lane4_1.r]; v[1].g = v5[lane2_1.g][lane4_1.g]; v[1].b = v6[lane2_1.b][lane4_1.b]; v[1].a = v7[lane2_1.a][lane4_1.a]; if (ndim == 1) image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gi, v); #else buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) * psc(d) || gz >= psc(c)) return; ivec4 i4; ivec4 ii4; if (psc(dims) == 1) { i4 = gx * 8 + ivec4(0, 1, 2, 3); ii4 = i4 + 4; } else if (psc(dims) == 2) { i4 = (gy * 8) * psc(w) + gx + ivec4(0, 1, 2, 3) * psc(w); ii4 = i4 + 4 * psc(w); } else if (psc(dims) == 3) { i4 = (gz * 8) * psc(h) * psc(w) + gy * psc(w) + gx + ivec4(0, 1, 2, 3) * psc(h) * psc(w); ii4 = i4 + 4 * psc(h) * psc(w); } else // if (psc(dims) == 4) { i4 = (gz * 8) * psc(d) * psc(h) * psc(w) + gy * psc(w) + gx + ivec4(0, 1, 2, 3) * psc(d) * psc(h) * psc(w); ii4 = i4 + 4 * psc(d) * psc(h) * psc(w); } #if NCNN_image_shader ivec4 x4; ivec4 xx4; ivec4 y4; ivec4 yy4; ivec4 z4; ivec4 zz4; if (ndim == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; zz4 = ivec4(0); yy4 = ivec4(0); xx4 = ii4; } if (ndim == 2) { z4 = ivec4(0); y4 = i4 / psc(outw); x4 = i4 % psc(outw); zz4 = ivec4(0); yy4 = ii4 / psc(outw); xx4 = ii4 % psc(outw); } if (ndim == 3) { int size = psc(outw) * psc(outh); z4 = i4 / size; y4 = i4 % size / psc(outw); x4 = i4 % size % psc(outw); zz4 = ii4 / size; yy4 = ii4 % size / psc(outw); xx4 = ii4 % size % psc(outw); } if (ndim == 4) { int size = psc(outw) * psc(outh) * psc(outd); int dsize = psc(outw) * psc(outh); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(outw); x4 = i4 % size % dsize % psc(outw); zz4 = ii4 / size; ivec4 yyd4 = ii4 % size / dsize; ivec4 yyh4 = ii4 % size % dsize / psc(outw); xx4 = ii4 % size % dsize % psc(outw); y4 = yd4 * psc(outh) + yh4; yy4 = yyd4 * psc(outh) + yyh4; } afpvec8 v; if (psc(dims) == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } else if (psc(dims) == 2) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } else // if (psc(dims) == 3 || psc(dims) == 4) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } image3d_st1(top_blob_3d, ivec3(x4.r, y4.r, z4.r), v[0].r); image3d_st1(top_blob_3d, ivec3(x4.g, y4.g, z4.g), v[0].g); image3d_st1(top_blob_3d, ivec3(x4.b, y4.b, z4.b), v[0].b); image3d_st1(top_blob_3d, ivec3(x4.a, y4.a, z4.a), v[0].a); image3d_st1(top_blob_3d, ivec3(xx4.r, yy4.r, zz4.r), v[1].r); image3d_st1(top_blob_3d, ivec3(xx4.g, yy4.g, zz4.g), v[1].g); image3d_st1(top_blob_3d, ivec3(xx4.b, yy4.b, zz4.b), v[1].b); image3d_st1(top_blob_3d, ivec3(xx4.a, yy4.a, zz4.a), v[1].a); #else ivec4 v_offset; ivec4 vv_offset; if (ndim == 1) { v_offset = i4; vv_offset = ii4; } if (ndim == 2) { ivec4 y4 = i4 / psc(outw); ivec4 x4 = i4 % psc(outw); ivec4 yy4 = ii4 / psc(outw); ivec4 xx4 = ii4 % psc(outw); v_offset = y4 * psc(outw) + x4; vv_offset = yy4 * psc(outw) + xx4; } if (ndim == 3) { int size = psc(outw) * psc(outh); ivec4 z4 = i4 / size; ivec4 y4 = i4 % size / psc(outw); ivec4 x4 = i4 % size % psc(outw); ivec4 zz4 = ii4 / size; ivec4 yy4 = ii4 % size / psc(outw); ivec4 xx4 = ii4 % size % psc(outw); v_offset = z4 * psc(outcstep) + y4 * psc(outw) + x4; vv_offset = zz4 * psc(outcstep) + yy4 * psc(outw) + xx4; } if (ndim == 4) { int size = psc(outw) * psc(outh) * psc(outd); int dsize = psc(outw) * psc(outh); ivec4 z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(outw); ivec4 x4 = i4 % size % dsize % psc(outw); ivec4 zz4 = ii4 / size; ivec4 yyd4 = ii4 % size / dsize; ivec4 yyh4 = ii4 % size % dsize / psc(outw); ivec4 xx4 = ii4 % size % dsize % psc(outw); ivec4 y4 = yd4 * psc(outh) + yh4; ivec4 yy4 = yyd4 * psc(outh) + yyh4; v_offset = z4 * psc(outcstep) + y4 * psc(outw) + x4; vv_offset = zz4 * psc(outcstep) + yy4 * psc(outw) + xx4; } int gi = gz * psc(cstep) + gy * psc(w) + gx; buffer_cp8to1(top_blob_data, v_offset, vv_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int ndim = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; ivec4 i4; if (ndim == 1) i4 = gx * 4 + ivec4(0, 1, 2, 3); if (ndim == 2) i4 = (gy * 4) * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outw); if (ndim == 3) i4 = (gz * 4) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outh) * psc(outw); if (ndim == 4) i4 = (gz * 4) * psc(outd) * psc(outh) * psc(outw) + gy * psc(outw) + gx + ivec4(0, 1, 2, 3) * psc(outd) * psc(outh) * psc(outw); ivec4 x4; ivec4 y4; ivec4 z4; #if NCNN_image_shader ivec4 lane2; ivec4 lane4; #else ivec4 v_offset; #if NCNN_fp16_packed ivec4 lane2; #endif #endif if (psc(dims) == 1) { z4 = ivec4(0); y4 = ivec4(0); x4 = i4; #if NCNN_image_shader lane2 = (x4 % 8) / 4; lane4 = x4 % 4; x4 = x4 / 8; #else #if NCNN_fp16_packed v_offset = i4 / 2; lane2 = i4 % 2; #else v_offset = i4; #endif #endif } else if (psc(dims) == 2) { z4 = ivec4(0); y4 = i4 / psc(w); x4 = i4 % psc(w); #if NCNN_image_shader lane2 = (y4 % 8) / 4; lane4 = y4 % 4; y4 = y4 / 8; #else #if NCNN_fp16_packed v_offset = ((y4 / 8) * psc(w) + x4) * 4 + (y4 % 8) / 2; lane2 = y4 % 2; #else v_offset = ((y4 / 8) * psc(w) + x4) * 8 + y4 % 8; #endif #endif } else if (psc(dims) == 3) { int size = psc(w) * psc(h); z4 = i4 / size; y4 = i4 % size / psc(w); x4 = i4 % size % psc(w); #if NCNN_image_shader lane2 = (z4 % 8) / 4; lane4 = z4 % 4; z4 = z4 / 8; #else #if NCNN_fp16_packed v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 4 + (z4 % 8) / 2; lane2 = z4 % 2; #else v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 8 + z4 % 8; #endif #endif } else // if (psc(dims) == 4) { int size = psc(w) * psc(h) * psc(d); int dsize = psc(w) * psc(h); z4 = i4 / size; ivec4 yd4 = i4 % size / dsize; ivec4 yh4 = i4 % size % dsize / psc(w); x4 = i4 % size % dsize % psc(w); y4 = yd4 * psc(h) + yh4; #if NCNN_image_shader lane2 = (z4 % 8) / 4; lane4 = z4 % 4; z4 = z4 / 8; #else #if NCNN_fp16_packed v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 4 + (z4 % 8) / 2; lane2 = z4 % 2; #else v_offset = ((z4 / 8) * psc(cstep) + y4 * psc(w) + x4) * 8 + z4 % 8; #endif #endif } #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob_3d, ivec3(x4.r, y4.r, z4.r)); afpvec8 v1 = image3d_ld8(bottom_blob_3d, ivec3(x4.g, y4.g, z4.g)); afpvec8 v2 = image3d_ld8(bottom_blob_3d, ivec3(x4.b, y4.b, z4.b)); afpvec8 v3 = image3d_ld8(bottom_blob_3d, ivec3(x4.a, y4.a, z4.a)); afpvec4 v; v.r = v0[lane2.r][lane4.r]; v.g = v1[lane2.g][lane4.g]; v.b = v2[lane2.b][lane4.b]; v.a = v3[lane2.a][lane4.a]; if (ndim == 1) image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); if (ndim == 2) image3d_st4(top_blob_3d, ivec3(gx, gy, 0), v); if (ndim == 3 || ndim == 4) image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else int gi; if (ndim == 1) gi = gx; if (ndim == 2) gi = gy * psc(outw) + gx; if (ndim == 3 || ndim == 4) gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bias_term = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; layout (binding = 2) uniform unfp sampler3D scale_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; layout (binding = 1) readonly buffer scale_blob { sfp scale_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfp bias_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif const ivec3 gxyz = ivec3(gx, gy, gz); const int abi = gxyz[psc(dims) - 1]; #if NCNN_image_shader if (bias_term == 1) v = image3d_ld1(scale_blob, ivec3(abi, 0, 0)) * v + image3d_ld1(bias_blob, ivec3(abi, 0, 0)); else v = image3d_ld1(scale_blob, ivec3(abi, 0, 0)) * v; #else if (bias_term == 1) v = buffer_ld1(scale_blob_data, abi) * v + buffer_ld1(bias_blob_data, abi); else v = buffer_ld1(scale_blob_data, abi) * v; #endif #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bias_term = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; layout (binding = 2) uniform unfp sampler3D scale_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; layout (binding = 1) readonly buffer scale_blob { sfpvec4 scale_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec4 bias_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif const ivec3 gxyz = ivec3(gx, gy, gz); const int abi = gxyz[psc(dims) - 1]; #if NCNN_image_shader if (bias_term == 1) v = image3d_ld4(scale_blob, ivec3(abi, 0, 0)) * v + image3d_ld4(bias_blob, ivec3(abi, 0, 0)); else v = image3d_ld4(scale_blob, ivec3(abi, 0, 0)) * v; #else if (bias_term == 1) v = buffer_ld4(scale_blob_data, abi) * v + buffer_ld4(bias_blob_data, abi); else v = buffer_ld4(scale_blob_data, abi) * v; #endif #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int bias_term = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; layout (binding = 2) uniform unfp sampler3D scale_blob; layout (binding = 3) uniform unfp sampler3D bias_blob; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; layout (binding = 1) readonly buffer scale_blob { sfpvec8 scale_blob_data[]; }; layout (binding = 2) readonly buffer bias_blob { sfpvec8 bias_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif const ivec3 gxyz = ivec3(gx, gy, gz); const int abi = gxyz[psc(dims) - 1]; #if NCNN_image_shader afpvec8 scale = image3d_ld8(scale_blob, ivec3(abi, 0, 0)); #else afpvec8 scale = buffer_ld8(scale_blob_data, abi); #endif if (bias_term == 1) { #if NCNN_image_shader afpvec8 bias = image3d_ld8(bias_blob, ivec3(abi, 0, 0)); #else afpvec8 bias = buffer_ld8(bias_blob_data, abi); #endif v[0] = scale[0] * v[0] + bias[0]; v[1] = scale[1] * v[1] + bias[1]; } else { v[0] = scale[0] * v[0]; v[1] = scale[1] * v[1]; } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif v = afp(1.f) / (afp(1.f) + exp(-v)); #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif v = afp(1.f) / (afp(1.f) + exp(-v)); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif v[0] = afp(1.f) / (afp(1.f) + exp(-v[0])); v[1] = afp(1.f) / (afp(1.f) + exp(-v[1])); #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(h), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader image3d_cp1(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, gxyz); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = gxyz.z * psc(cstep) + gxyz.y * psc(w) + gxyz.x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1] *= 4; gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(h), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1] *= 4; gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader afpvec4 v; if (psc(dims) == 1) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, 0, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, 0, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, 0, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, 0, 0)); } else if (psc(dims) == 2) { if (positive_axis == 0) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3, 0)); } if (positive_axis == 1) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, gxyz.y, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, gxyz.y, 0)); } } else if (psc(dims) == 3) { if (positive_axis == 0) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 2)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 3)); } if (positive_axis == 1) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2, gxyz.z)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3, gxyz.z)); } if (positive_axis == 2) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, gxyz.y, gxyz.z)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, gxyz.y, gxyz.z)); } } else // if (psc(dims) == 4) { if (positive_axis == 0) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 2)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 3)); } if (positive_axis == 1) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0 * psc(outh), gxyz.z)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1 * psc(outh), gxyz.z)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2 * psc(outh), gxyz.z)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3 * psc(outh), gxyz.z)); } if (positive_axis == 2) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2, gxyz.z)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3, gxyz.z)); } if (positive_axis == 3) { v.r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, gxyz.y, gxyz.z)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, gxyz.y, gxyz.z)); } } image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset_0 = gxyz.z * psc(cstep) + gxyz.y * psc(w) + gxyz.x; ivec4 gxydz4; if (psc(dims) == 4) { gxydz4 = ivec4(1, psc(w), psc(w) * psc(h), psc(cstep)); } else { gxydz4 = ivec4(1, psc(w), psc(cstep), 0); } ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * gxydz4[psc(dims) - 1 - positive_axis]; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1] *= 8; gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(h), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1] *= 8; gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader afpvec8 v; if (psc(dims) == 1) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, 0, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, 0, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, 0, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, 0, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 4, 0, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 5, 0, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 6, 0, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 7, 0, 0)); } else if (psc(dims) == 2) { if (positive_axis == 0) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 4, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 5, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 6, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 7, 0)); } if (positive_axis == 1) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, gxyz.y, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, gxyz.y, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 4, gxyz.y, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 5, gxyz.y, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 6, gxyz.y, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 7, gxyz.y, 0)); } } else if (psc(dims) == 3) { if (positive_axis == 0) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 2)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 3)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 4)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 5)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 6)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 7)); } if (positive_axis == 1) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2, gxyz.z)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3, gxyz.z)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 4, gxyz.z)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 5, gxyz.z)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 6, gxyz.z)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 7, gxyz.z)); } if (positive_axis == 2) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, gxyz.y, gxyz.z)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, gxyz.y, gxyz.z)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 4, gxyz.y, gxyz.z)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 5, gxyz.y, gxyz.z)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 6, gxyz.y, gxyz.z)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 7, gxyz.y, gxyz.z)); } } else // if (psc(dims) == 4) { if (positive_axis == 0) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 2)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 3)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 4)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 5)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 6)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 7)); } if (positive_axis == 1) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0 * psc(outh), gxyz.z)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1 * psc(outh), gxyz.z)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2 * psc(outh), gxyz.z)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3 * psc(outh), gxyz.z)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 4 * psc(outh), gxyz.z)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 5 * psc(outh), gxyz.z)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 6 * psc(outh), gxyz.z)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 7 * psc(outh), gxyz.z)); } if (positive_axis == 2) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 2, gxyz.z)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 3, gxyz.z)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 4, gxyz.z)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 5, gxyz.z)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 6, gxyz.z)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 7, gxyz.z)); } if (positive_axis == 3) { v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 2, gxyz.y, gxyz.z)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 3, gxyz.y, gxyz.z)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 4, gxyz.y, gxyz.z)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 5, gxyz.y, gxyz.z)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 6, gxyz.y, gxyz.z)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gxyz.x + 7, gxyz.y, gxyz.z)); } } image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset_0 = gxyz.z * psc(cstep) + gxyz.y * psc(w) + gxyz.x; ivec4 gxydz4; if (psc(dims) == 4) { gxydz4 = ivec4(1, psc(w), psc(w) * psc(h), psc(cstep)); } else { gxydz4 = ivec4(1, psc(w), psc(cstep), 0); } ivec4 v_offset = v_offset_0 + ivec4(0, 1, 2, 3) * gxydz4[psc(dims) - 1 - positive_axis]; ivec4 vv_offset = v_offset + 4 * gxydz4[psc(dims) - 1 - positive_axis]; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(h), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader image3d_cp4(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, gxyz); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = gxyz.z * psc(cstep) + gxyz.y * psc(w) + gxyz.x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1] *= 2; gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(h), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1] *= 2; gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader afpvec8 v; if (psc(dims) == 1) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 0, 0, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 1, 0, 0)); } else if (psc(dims) == 2) { if (positive_axis == 0) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, 0)); } if (positive_axis == 1) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, 0)); } } else if (psc(dims) == 3) { if (positive_axis == 0) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1)); } if (positive_axis == 1) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z)); } if (positive_axis == 2) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z)); } } else // if (psc(dims) == 4) { if (positive_axis == 0) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y, gxyz.z + 1)); } if (positive_axis == 1) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0 * psc(outh), gxyz.z)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1 * psc(outh), gxyz.z)); } if (positive_axis == 2) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 0, gxyz.z)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x, gxyz.y + 1, gxyz.z)); } if (positive_axis == 3) { v[0] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 0, gxyz.y, gxyz.z)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gxyz.x + 1, gxyz.y, gxyz.z)); } } image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset_0 = gxyz.z * psc(cstep) + gxyz.y * psc(w) + gxyz.x; ivec4 gxydz4; if (psc(dims) == 4) { gxydz4 = ivec4(1, psc(w), psc(w) * psc(h), psc(cstep)); } else { gxydz4 = ivec4(1, psc(w), psc(cstep), 0); } ivec2 v_offset = v_offset_0 + ivec2(0, 1) * gxydz4[psc(dims) - 1 - positive_axis]; buffer_cp4to8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int axis = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int offset; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int positive_axis = axis < 0 ? psc(dims) + axis : axis; ivec3 gxyz; if (psc(dims) == 4) { int yd = gy / psc(outh); int yh = gy % psc(outh); ivec4 gxydz = ivec4(gx, yh, yd, gz); gxydz[psc(dims) - 1 - positive_axis] += p.offset; gxyz = ivec3(gxydz.r, gxydz.g + gxydz.b * psc(h), gxydz.a); } else { gxyz = ivec3(gx, gy, gz); gxyz[psc(dims) - 1 - positive_axis] += p.offset; } #if NCNN_image_shader image3d_cp8(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, gxyz); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int v_offset = gxyz.z * psc(cstep) + gxyz.y * psc(w) + gxyz.x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; layout (constant_id = 1) const int with_scalar = 0; layout (constant_id = 2) const float const_b = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ac = 0; layout (constant_id = shape_constant_id_offset + 4) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int bw = 0; layout (constant_id = shape_constant_id_offset + 7) const int bh = 0; layout (constant_id = shape_constant_id_offset + 8) const int bc = 0; layout (constant_id = shape_constant_id_offset + 9) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 10) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 11) const int outw = 0; layout (constant_id = shape_constant_id_offset + 12) const int outh = 0; layout (constant_id = shape_constant_id_offset + 13) const int outc = 0; layout (constant_id = shape_constant_id_offset + 14) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer a_blob { sfp a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfp b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ac; int acstep; int bdims; int bw; int bh; int bc; int bcstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; #if NCNN_image_shader afp v1 = image3d_ld1(a_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; afp v1 = buffer_ld1(a_blob_data, gi); #endif afp v2; if (with_scalar == 1) { // scalar v2 = afp(const_b); } else if (psc(bdims) == 1 && psc(bw) == 1) { // scalar-like #if NCNN_image_shader v2 = image3d_ld1(b_blob_3d, ivec3(0, 0, 0)); #else v2 = buffer_ld1(b_blob_data, 0); #endif } else { // no broadcast #if NCNN_image_shader v2 = image3d_ld1(b_blob_3d, ivec3(gx, gy, gz)); #else v2 = buffer_ld1(b_blob_data, gi); #endif } afp res; if (op_type == 0) res = v1 + v2; if (op_type == 1) res = v1 - v2; if (op_type == 2) res = v1 * v2; if (op_type == 3) res = v1 / v2; if (op_type == 4) res = max(v1, v2); if (op_type == 5) res = min(v1, v2); if (op_type == 6) res = pow(v1, v2); if (op_type == 7) res = v2 - v1; if (op_type == 8) res = v2 / v1; if (op_type == 9) res = pow(v2, v1); #if NCNN_moltenvk if (op_type == 10) res = afp(atan(float(v1), float(v2))); if (op_type == 11) res = afp(atan(float(v2), float(v1))); #else if (op_type == 10) res = atan(v1, v2); if (op_type == 11) res = atan(v2, v1); #endif #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st1(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ad = 0; layout (constant_id = shape_constant_id_offset + 4) const int ac = 0; layout (constant_id = shape_constant_id_offset + 5) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int bw = 0; layout (constant_id = shape_constant_id_offset + 8) const int bh = 0; layout (constant_id = shape_constant_id_offset + 9) const int bd = 0; layout (constant_id = shape_constant_id_offset + 10) const int bc = 0; layout (constant_id = shape_constant_id_offset + 11) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 12) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 13) const int outw = 0; layout (constant_id = shape_constant_id_offset + 14) const int outh = 0; layout (constant_id = shape_constant_id_offset + 15) const int outd = 0; layout (constant_id = shape_constant_id_offset + 16) const int outc = 0; layout (constant_id = shape_constant_id_offset + 17) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer a_blob { sfp a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfp b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ad; int ac; int acstep; int bdims; int bw; int bh; int bd; int bc; int bcstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int yd = gy / psc(outh); int yh = gy % psc(outh); int ax = gx; int ay = gy; int az = gz; int bx = gx; int by = gy; int bz = gz; if (psc(adims) == psc(bdims)) { // explicit broadcast ax = min(gx, psc(aw) - 1); ay = min(yd, psc(ad) - 1) * psc(ah) + min(yh, psc(ah) - 1); az = min(gz, psc(ac) - 1); bx = min(gx, psc(bw) - 1); by = min(yd, psc(bd) - 1) * psc(bh) + min(yh, psc(bh) - 1); bz = min(gz, psc(bc) - 1); } else { // implicit broadcast if (psc(adims) == 4) { if (psc(bdims) == 3) { // type 13 bx = yh; by = yd; bz = gz; } if (psc(bdims) == 2) { // type 12 bx = yd; by = gz; bz = 0; } if (psc(bdims) == 1) { // type 11 bx = gz; by = 0; bz = 0; } } else if (psc(adims) == 3) { if (psc(bdims) == 2) { // type 10 bx = gy; by = gz; bz = 0; } if (psc(bdims) == 1) { // type 9 bx = gz; by = 0; bz = 0; } } else // if (psc(adims) == 2) { // if (psc(bdims) == 1) { // type 8 bx = gy; by = 0; bz = 0; } } } #if NCNN_image_shader afp v1 = image3d_ld1(a_blob_3d, ivec3(ax, ay, az)); afp v2 = image3d_ld1(b_blob_3d, ivec3(bx, by, bz)); #else int ai = az * psc(acstep) + ay * psc(aw) + ax; int bi = bz * psc(bcstep) + by * psc(bw) + bx; afp v1 = buffer_ld1(a_blob_data, ai); afp v2 = buffer_ld1(b_blob_data, bi); #endif afp res; if (op_type == 0) res = v1 + v2; if (op_type == 1) res = v1 - v2; if (op_type == 2) res = v1 * v2; if (op_type == 3) res = v1 / v2; if (op_type == 4) res = max(v1, v2); if (op_type == 5) res = min(v1, v2); if (op_type == 6) res = pow(v1, v2); if (op_type == 7) res = v2 - v1; if (op_type == 8) res = v2 / v1; if (op_type == 9) res = pow(v2, v1); #if NCNN_moltenvk if (op_type == 10) res = afp(atan(float(v1), float(v2))); if (op_type == 11) res = afp(atan(float(v2), float(v1))); #else if (op_type == 10) res = atan(v1, v2); if (op_type == 11) res = atan(v2, v1); #endif #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), res); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ad = 0; layout (constant_id = shape_constant_id_offset + 4) const int ac = 0; layout (constant_id = shape_constant_id_offset + 5) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int bw = 0; layout (constant_id = shape_constant_id_offset + 8) const int bh = 0; layout (constant_id = shape_constant_id_offset + 9) const int bd = 0; layout (constant_id = shape_constant_id_offset + 10) const int bc = 0; layout (constant_id = shape_constant_id_offset + 11) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 12) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 13) const int outw = 0; layout (constant_id = shape_constant_id_offset + 14) const int outh = 0; layout (constant_id = shape_constant_id_offset + 15) const int outd = 0; layout (constant_id = shape_constant_id_offset + 16) const int outc = 0; layout (constant_id = shape_constant_id_offset + 17) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer a_blob { sfpvec4 a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfp b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ad; int ac; int acstep; int bdims; int bw; int bh; int bd; int bc; int bcstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int yd = gy / psc(outh); int yh = gy % psc(outh); // explicit broadcast int ax = min(gx, psc(aw) - 1); int ay = min(yd, psc(ad) - 1) * psc(ah) + min(yh, psc(ah) - 1); int az = min(gz, psc(ac) - 1); int bx = min(gx, psc(bw) - 1); int by = min(yd, psc(bd) - 1) * psc(bh) + min(yh, psc(bh) - 1); int bz = min(gz, psc(bc) - 1); #if NCNN_image_shader afpvec4 v1 = image3d_ld4(a_blob_3d, ivec3(ax, ay, az)); afpvec4 v2 = afpvec4(image3d_ld1(b_blob_3d, ivec3(bx, by, bz))); #else int ai = az * psc(acstep) + ay * psc(aw) + ax; int bi = bz * psc(bcstep) + by * psc(bw) + bx; afpvec4 v1 = buffer_ld4(a_blob_data, ai); afpvec4 v2 = afpvec4(buffer_ld1(b_blob_data, bi)); #endif afpvec4 res; if (op_type == 0) res = v1 + v2; if (op_type == 1) res = v1 - v2; if (op_type == 2) res = v1 * v2; if (op_type == 3) res = v1 / v2; if (op_type == 4) res = max(v1, v2); if (op_type == 5) res = min(v1, v2); if (op_type == 6) res = pow(v1, v2); if (op_type == 7) res = v2 - v1; if (op_type == 8) res = v2 / v1; if (op_type == 9) res = pow(v2, v1); #if NCNN_moltenvk if (op_type == 10) res = afpvec4(atan(vec4(v1), vec4(v2))); if (op_type == 11) res = afpvec4(atan(vec4(v2), vec4(v1))); #else if (op_type == 10) res = atan(v1, v2); if (op_type == 11) res = atan(v2, v1); #endif #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), res); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ad = 0; layout (constant_id = shape_constant_id_offset + 4) const int ac = 0; layout (constant_id = shape_constant_id_offset + 5) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int bw = 0; layout (constant_id = shape_constant_id_offset + 8) const int bh = 0; layout (constant_id = shape_constant_id_offset + 9) const int bd = 0; layout (constant_id = shape_constant_id_offset + 10) const int bc = 0; layout (constant_id = shape_constant_id_offset + 11) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 12) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 13) const int outw = 0; layout (constant_id = shape_constant_id_offset + 14) const int outh = 0; layout (constant_id = shape_constant_id_offset + 15) const int outd = 0; layout (constant_id = shape_constant_id_offset + 16) const int outc = 0; layout (constant_id = shape_constant_id_offset + 17) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer a_blob { sfpvec8 a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfp b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ad; int ac; int acstep; int bdims; int bw; int bh; int bd; int bc; int bcstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int yd = gy / psc(outh); int yh = gy % psc(outh); // explicit broadcast int ax = min(gx, psc(aw) - 1); int ay = min(yd, psc(ad) - 1) * psc(ah) + min(yh, psc(ah) - 1); int az = min(gz, psc(ac) - 1); int bx = min(gx, psc(bw) - 1); int by = min(yd, psc(bd) - 1) * psc(bh) + min(yh, psc(bh) - 1); int bz = min(gz, psc(bc) - 1); #if NCNN_image_shader afpvec8 v1 = image3d_ld8(a_blob_3d, ivec3(ax, ay, az)); afp b = image3d_ld1(b_blob_3d, ivec3(bx, by, bz)); #else int ai = az * psc(acstep) + ay * psc(aw) + ax; int bi = bz * psc(bcstep) + by * psc(bw) + bx; afpvec8 v1 = buffer_ld8(a_blob_data, ai); afp b = buffer_ld1(b_blob_data, bi); #endif afpvec8 v2; v2[0] = afpvec4(b); v2[1] = afpvec4(b); afpvec8 res; if (op_type == 0) { res[0] = v1[0] + v2[0]; res[1] = v1[1] + v2[1]; } if (op_type == 1) { res[0] = v1[0] - v2[0]; res[1] = v1[1] - v2[1]; } if (op_type == 2) { res[0] = v1[0] * v2[0]; res[1] = v1[1] * v2[1]; } if (op_type == 3) { res[0] = v1[0] / v2[0]; res[1] = v1[1] / v2[1]; } if (op_type == 4) { res[0] = max(v1[0], v2[0]); res[1] = max(v1[1], v2[1]); } if (op_type == 5) { res[0] = min(v1[0], v2[0]); res[1] = min(v1[1], v2[1]); } if (op_type == 6) { res[0] = pow(v1[0], v2[0]); res[1] = pow(v1[1], v2[1]); } if (op_type == 7) { res[0] = v2[0] - v1[0]; res[1] = v2[1] - v1[1]; } if (op_type == 8) { res[0] = v2[0] / v1[0]; res[1] = v2[1] / v1[1]; } if (op_type == 9) { res[0] = pow(v2[0], v1[0]); res[1] = pow(v2[1], v1[1]); } if (op_type == 10) { #if NCNN_moltenvk res[0] = afpvec4(atan(vec4(v1[0]), vec4(v2[0]))); res[1] = afpvec4(atan(vec4(v1[1]), vec4(v2[1]))); #else res[0] = atan(v1[0], v2[0]); res[1] = atan(v1[1], v2[1]); #endif } if (op_type == 11) { #if NCNN_moltenvk res[0] = afpvec4(atan(vec4(v2[0]), vec4(v1[0]))); res[1] = afpvec4(atan(vec4(v2[1]), vec4(v1[1]))); #else res[0] = atan(v2[0], v1[0]); res[1] = atan(v2[1], v1[1]); #endif } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), res); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ad = 0; layout (constant_id = shape_constant_id_offset + 4) const int ac = 0; layout (constant_id = shape_constant_id_offset + 5) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int bw = 0; layout (constant_id = shape_constant_id_offset + 8) const int bh = 0; layout (constant_id = shape_constant_id_offset + 9) const int bd = 0; layout (constant_id = shape_constant_id_offset + 10) const int bc = 0; layout (constant_id = shape_constant_id_offset + 11) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 12) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 13) const int outw = 0; layout (constant_id = shape_constant_id_offset + 14) const int outh = 0; layout (constant_id = shape_constant_id_offset + 15) const int outd = 0; layout (constant_id = shape_constant_id_offset + 16) const int outc = 0; layout (constant_id = shape_constant_id_offset + 17) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer a_blob { sfpvec4 a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfpvec4 b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ad; int ac; int acstep; int bdims; int bw; int bh; int bd; int bc; int bcstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int yd = gy / psc(outh); int yh = gy % psc(outh); int ax = gx; int ay = gy; int az = gz; int bx = gx; int by = gy; int bz = gz; if (psc(adims) == psc(bdims)) { // explicit broadcast ax = min(gx, psc(aw) - 1); ay = min(yd, psc(ad) - 1) * psc(ah) + min(yh, psc(ah) - 1); az = min(gz, psc(ac) - 1); bx = min(gx, psc(bw) - 1); by = min(yd, psc(bd) - 1) * psc(bh) + min(yh, psc(bh) - 1); bz = min(gz, psc(bc) - 1); } else { // implicit broadcast if (psc(adims) == 4) { if (psc(bdims) == 3) { // type 13 bx = yh; by = yd; bz = gz; } if (psc(bdims) == 2) { // type 12 bx = yd; by = gz; bz = 0; } if (psc(bdims) == 1) { // type 11 bx = gz; by = 0; bz = 0; } } else if (psc(adims) == 3) { if (psc(bdims) == 2) { // type 10 bx = gy; by = gz; bz = 0; } if (psc(bdims) == 1) { // type 9 bx = gz; by = 0; bz = 0; } } else // if (psc(adims) == 2) { // if (psc(bdims) == 1) { // type 8 bx = gy; by = 0; bz = 0; } } } #if NCNN_image_shader afpvec4 v1 = image3d_ld4(a_blob_3d, ivec3(ax, ay, az)); afpvec4 v2 = image3d_ld4(b_blob_3d, ivec3(bx, by, bz)); #else int ai = az * psc(acstep) + ay * psc(aw) + ax; int bi = bz * psc(bcstep) + by * psc(bw) + bx; afpvec4 v1 = buffer_ld4(a_blob_data, ai); afpvec4 v2 = buffer_ld4(b_blob_data, bi); #endif afpvec4 res; if (op_type == 0) res = v1 + v2; if (op_type == 1) res = v1 - v2; if (op_type == 2) res = v1 * v2; if (op_type == 3) res = v1 / v2; if (op_type == 4) res = max(v1, v2); if (op_type == 5) res = min(v1, v2); if (op_type == 6) res = pow(v1, v2); if (op_type == 7) res = v2 - v1; if (op_type == 8) res = v2 / v1; if (op_type == 9) res = pow(v2, v1); #if NCNN_moltenvk if (op_type == 10) res = afpvec4(atan(vec4(v1), vec4(v2))); if (op_type == 11) res = afpvec4(atan(vec4(v2), vec4(v1))); #else if (op_type == 10) res = atan(v1, v2); if (op_type == 11) res = atan(v2, v1); #endif #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), res); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ad = 0; layout (constant_id = shape_constant_id_offset + 4) const int ac = 0; layout (constant_id = shape_constant_id_offset + 5) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int bw = 0; layout (constant_id = shape_constant_id_offset + 8) const int bh = 0; layout (constant_id = shape_constant_id_offset + 9) const int bd = 0; layout (constant_id = shape_constant_id_offset + 10) const int bc = 0; layout (constant_id = shape_constant_id_offset + 11) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 12) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 13) const int outw = 0; layout (constant_id = shape_constant_id_offset + 14) const int outh = 0; layout (constant_id = shape_constant_id_offset + 15) const int outd = 0; layout (constant_id = shape_constant_id_offset + 16) const int outc = 0; layout (constant_id = shape_constant_id_offset + 17) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer a_blob { sfpvec8 a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfpvec8 b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ad; int ac; int acstep; int bdims; int bw; int bh; int bd; int bc; int bcstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; int yd = gy / psc(outh); int yh = gy % psc(outh); int ax = gx; int ay = gy; int az = gz; int bx = gx; int by = gy; int bz = gz; if (psc(adims) == psc(bdims)) { // explicit broadcast ax = min(gx, psc(aw) - 1); ay = min(yd, psc(ad) - 1) * psc(ah) + min(yh, psc(ah) - 1); az = min(gz, psc(ac) - 1); bx = min(gx, psc(bw) - 1); by = min(yd, psc(bd) - 1) * psc(bh) + min(yh, psc(bh) - 1); bz = min(gz, psc(bc) - 1); } else { // implicit broadcast if (psc(adims) == 4) { if (psc(bdims) == 3) { // type 13 bx = yh; by = yd; bz = gz; } if (psc(bdims) == 2) { // type 12 bx = yd; by = gz; bz = 0; } if (psc(bdims) == 1) { // type 11 bx = gz; by = 0; bz = 0; } } else if (psc(adims) == 3) { if (psc(bdims) == 2) { // type 10 bx = gy; by = gz; bz = 0; } if (psc(bdims) == 1) { // type 9 bx = gz; by = 0; bz = 0; } } else // if (psc(adims) == 2) { // if (psc(bdims) == 1) { // type 8 bx = gy; by = 0; bz = 0; } } } #if NCNN_image_shader afpvec8 v1 = image3d_ld8(a_blob_3d, ivec3(ax, ay, az)); afpvec8 v2 = image3d_ld8(b_blob_3d, ivec3(bx, by, bz)); #else int ai = az * psc(acstep) + ay * psc(aw) + ax; int bi = bz * psc(bcstep) + by * psc(bw) + bx; afpvec8 v1 = buffer_ld8(a_blob_data, ai); afpvec8 v2 = buffer_ld8(b_blob_data, bi); #endif afpvec8 res; if (op_type == 0) { res[0] = v1[0] + v2[0]; res[1] = v1[1] + v2[1]; } if (op_type == 1) { res[0] = v1[0] - v2[0]; res[1] = v1[1] - v2[1]; } if (op_type == 2) { res[0] = v1[0] * v2[0]; res[1] = v1[1] * v2[1]; } if (op_type == 3) { res[0] = v1[0] / v2[0]; res[1] = v1[1] / v2[1]; } if (op_type == 4) { res[0] = max(v1[0], v2[0]); res[1] = max(v1[1], v2[1]); } if (op_type == 5) { res[0] = min(v1[0], v2[0]); res[1] = min(v1[1], v2[1]); } if (op_type == 6) { res[0] = pow(v1[0], v2[0]); res[1] = pow(v1[1], v2[1]); } if (op_type == 7) { res[0] = v2[0] - v1[0]; res[1] = v2[1] - v1[1]; } if (op_type == 8) { res[0] = v2[0] / v1[0]; res[1] = v2[1] / v1[1]; } if (op_type == 9) { res[0] = pow(v2[0], v1[0]); res[1] = pow(v2[1], v1[1]); } if (op_type == 10) { #if NCNN_moltenvk res[0] = afpvec4(atan(vec4(v1[0]), vec4(v2[0]))); res[1] = afpvec4(atan(vec4(v1[1]), vec4(v2[1]))); #else res[0] = atan(v1[0], v2[0]); res[1] = atan(v1[1], v2[1]); #endif } if (op_type == 11) { #if NCNN_moltenvk res[0] = afpvec4(atan(vec4(v2[0]), vec4(v1[0]))); res[1] = afpvec4(atan(vec4(v2[1]), vec4(v1[1]))); #else res[0] = atan(v2[0], v1[0]); res[1] = atan(v2[1], v1[1]); #endif } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), res); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; layout (constant_id = 1) const int with_scalar = 0; layout (constant_id = 2) const float const_b = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ac = 0; layout (constant_id = shape_constant_id_offset + 4) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int bw = 0; layout (constant_id = shape_constant_id_offset + 7) const int bh = 0; layout (constant_id = shape_constant_id_offset + 8) const int bc = 0; layout (constant_id = shape_constant_id_offset + 9) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 10) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 11) const int outw = 0; layout (constant_id = shape_constant_id_offset + 12) const int outh = 0; layout (constant_id = shape_constant_id_offset + 13) const int outc = 0; layout (constant_id = shape_constant_id_offset + 14) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer a_blob { sfpvec4 a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfpvec4 b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ac; int acstep; int bdims; int bw; int bh; int bc; int bcstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; #if NCNN_image_shader afpvec4 v1 = image3d_ld4(a_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; afpvec4 v1 = buffer_ld4(a_blob_data, gi); #endif afpvec4 v2; if (with_scalar == 1) { // scalar v2 = afpvec4(afp(const_b)); } else { // no broadcast #if NCNN_image_shader v2 = image3d_ld4(b_blob_3d, ivec3(gx, gy, gz)); #else v2 = buffer_ld4(b_blob_data, gi); #endif } afpvec4 res; if (op_type == 0) res = v1 + v2; if (op_type == 1) res = v1 - v2; if (op_type == 2) res = v1 * v2; if (op_type == 3) res = v1 / v2; if (op_type == 4) res = max(v1, v2); if (op_type == 5) res = min(v1, v2); if (op_type == 6) res = pow(v1, v2); if (op_type == 7) res = v2 - v1; if (op_type == 8) res = v2 / v1; if (op_type == 9) res = pow(v2, v1); #if NCNN_moltenvk if (op_type == 10) res = afpvec4(atan(vec4(v1), vec4(v2))); if (op_type == 11) res = afpvec4(atan(vec4(v2), vec4(v1))); #else if (op_type == 10) res = atan(v1, v2); if (op_type == 11) res = atan(v2, v1); #endif #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st4(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; layout (constant_id = 1) const int with_scalar = 0; layout (constant_id = 2) const float const_b = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int adims = 0; layout (constant_id = shape_constant_id_offset + 1) const int aw = 0; layout (constant_id = shape_constant_id_offset + 2) const int ah = 0; layout (constant_id = shape_constant_id_offset + 3) const int ac = 0; layout (constant_id = shape_constant_id_offset + 4) const int acstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int bdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int bw = 0; layout (constant_id = shape_constant_id_offset + 7) const int bh = 0; layout (constant_id = shape_constant_id_offset + 8) const int bc = 0; layout (constant_id = shape_constant_id_offset + 9) const int bcstep = 0; layout (constant_id = shape_constant_id_offset + 10) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 11) const int outw = 0; layout (constant_id = shape_constant_id_offset + 12) const int outh = 0; layout (constant_id = shape_constant_id_offset + 13) const int outc = 0; layout (constant_id = shape_constant_id_offset + 14) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D a_blob_3d; layout (binding = 1) uniform unfp sampler3D b_blob_3d; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer a_blob { sfpvec8 a_blob_data[]; }; layout (binding = 1) readonly buffer b_blob { sfpvec8 b_blob_data[]; }; layout (binding = 2) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int adims; int aw; int ah; int ac; int acstep; int bdims; int bw; int bh; int bc; int bcstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; #if NCNN_image_shader afpvec8 v1 = image3d_ld8(a_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; afpvec8 v1 = buffer_ld8(a_blob_data, gi); #endif afpvec8 v2; if (with_scalar == 1) { // scalar v2[0] = afpvec4(afp(const_b)); v2[1] = afpvec4(afp(const_b)); } else { // no broadcast #if NCNN_image_shader v2 = image3d_ld8(b_blob_3d, ivec3(gx, gy, gz)); #else v2 = buffer_ld8(b_blob_data, gi); #endif } afpvec8 res; if (op_type == 0) { res[0] = v1[0] + v2[0]; res[1] = v1[1] + v2[1]; } if (op_type == 1) { res[0] = v1[0] - v2[0]; res[1] = v1[1] - v2[1]; } if (op_type == 2) { res[0] = v1[0] * v2[0]; res[1] = v1[1] * v2[1]; } if (op_type == 3) { res[0] = v1[0] / v2[0]; res[1] = v1[1] / v2[1]; } if (op_type == 4) { res[0] = max(v1[0], v2[0]); res[1] = max(v1[1], v2[1]); } if (op_type == 5) { res[0] = min(v1[0], v2[0]); res[1] = min(v1[1], v2[1]); } if (op_type == 6) { res[0] = pow(v1[0], v2[0]); res[1] = pow(v1[1], v2[1]); } if (op_type == 7) { res[0] = v2[0] - v1[0]; res[1] = v2[1] - v1[1]; } if (op_type == 8) { res[0] = v2[0] / v1[0]; res[1] = v2[1] / v1[1]; } if (op_type == 9) { res[0] = pow(v2[0], v1[0]); res[1] = pow(v2[1], v1[1]); } if (op_type == 10) { #if NCNN_moltenvk res[0] = afpvec4(atan(vec4(v1[0]), vec4(v2[0]))); res[1] = afpvec4(atan(vec4(v1[1]), vec4(v2[1]))); #else res[0] = atan(v1[0], v2[0]); res[1] = atan(v1[1], v2[1]); #endif } if (op_type == 11) { #if NCNN_moltenvk res[0] = afpvec4(atan(vec4(v2[0]), vec4(v1[0]))); res[1] = afpvec4(atan(vec4(v2[1]), vec4(v1[1]))); #else res[0] = atan(v2[0], v1[0]); res[1] = atan(v2[1], v1[1]); #endif } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st8(top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif afp res; if (op_type == 0) res = abs(v); if (op_type == 1) res = -v; if (op_type == 2) res = floor(v); if (op_type == 3) res = ceil(v); if (op_type == 4) res = v * v; if (op_type == 5) res = sqrt(v); if (op_type == 6) res = inversesqrt(v); if (op_type == 7) res = exp(v); if (op_type == 8) res = log(v); if (op_type == 9) res = sin(v); if (op_type == 10) res = cos(v); if (op_type == 11) res = tan(v); if (op_type == 12) res = asin(v); if (op_type == 13) res = acos(v); if (op_type == 14) res = atan(v); if (op_type == 15) res = afp(1.f) / v; #if NCNN_moltenvk if (op_type == 16) res = afp(tanh(float(v))); #else if (op_type == 16) res = tanh(v); #endif if (op_type == 17) res = log(v) * afp(0.434294481903); if (op_type == 18) res = round(v); if (op_type == 19) res = trunc(v); #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st1(bottom_top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif afpvec4 res; if (op_type == 0) res = abs(v); if (op_type == 1) res = -v; if (op_type == 2) res = floor(v); if (op_type == 3) res = ceil(v); if (op_type == 4) res = v * v; if (op_type == 5) res = sqrt(v); if (op_type == 6) res = inversesqrt(v); if (op_type == 7) res = exp(v); if (op_type == 8) res = log(v); if (op_type == 9) res = sin(v); if (op_type == 10) res = cos(v); if (op_type == 11) res = tan(v); if (op_type == 12) res = asin(v); if (op_type == 13) res = acos(v); if (op_type == 14) res = atan(v); if (op_type == 15) res = afp(1.f) / v; #if NCNN_moltenvk if (op_type == 16) res = afpvec4(tanh(vec4(v))); #else if (op_type == 16) res = tanh(v); #endif if (op_type == 17) res = log(v) * afp(0.434294481903); if (op_type == 18) res = round(v); if (op_type == 19) res = trunc(v); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st4(bottom_top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int op_type = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif afpvec8 res; if (op_type == 0) { res[0] = abs(v[0]); res[1] = abs(v[1]); } if (op_type == 1) { res[0] = -v[0]; res[1] = -v[1]; } if (op_type == 2) { res[0] = floor(v[0]); res[1] = floor(v[1]); } if (op_type == 3) { res[0] = ceil(v[0]); res[1] = ceil(v[1]); } if (op_type == 4) { res[0] = v[0] * v[0]; res[1] = v[1] * v[1]; } if (op_type == 5) { res[0] = sqrt(v[0]); res[1] = sqrt(v[1]); } if (op_type == 6) { res[0] = inversesqrt(v[0]); res[1] = inversesqrt(v[1]); } if (op_type == 7) { res[0] = exp(v[0]); res[1] = exp(v[1]); } if (op_type == 8) { res[0] = log(v[0]); res[1] = log(v[1]); } if (op_type == 9) { res[0] = sin(v[0]); res[1] = sin(v[1]); } if (op_type == 10) { res[0] = cos(v[0]); res[1] = cos(v[1]); } if (op_type == 11) { res[0] = tan(v[0]); res[1] = tan(v[1]); } if (op_type == 12) { res[0] = asin(v[0]); res[1] = asin(v[1]); } if (op_type == 13) { res[0] = acos(v[0]); res[1] = acos(v[1]); } if (op_type == 14) { res[0] = atan(v[0]); res[1] = atan(v[1]); } if (op_type == 15) { res[0] = afp(1.f) / v[0]; res[1] = afp(1.f) / v[1]; } if (op_type == 16) { #if NCNN_moltenvk res[0] = afpvec4(tanh(vec4(v[0]))); res[1] = afpvec4(tanh(vec4(v[1]))); #else res[0] = tanh(v[0]); res[1] = tanh(v[1]); #endif } if (op_type == 17) { res[0] = log(v[0]) * afp(0.434294481903); res[1] = log(v[1]) * afp(0.434294481903); } if (op_type == 18) { res[0] = round(v[0]); res[1] = round(v[1]); } if (op_type == 19) { res[0] = trunc(v[0]); res[1] = trunc(v[1]); } #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), res); #else buffer_st8(bottom_top_blob_data, gi, res); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfp per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx - p.left; if (type == 0) { if (x >= 0 && x < psc(w)) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp1(top_blob_data, gx, bottom_blob_data, x); #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), v); #else buffer_st1(top_blob_data, gx, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp1(top_blob_data, gx, bottom_blob_data, x); #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp1(top_blob_data, gx, bottom_blob_data, x); #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h)) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else int v_offset = y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), v); #else buffer_st1(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else int v_offset = y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else int v_offset = y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; int z = gz - p.front; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c)) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp1(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), v); #else buffer_st1(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z = clamp(z, 0, psc(c) - 1); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (type == 2) { x = abs(x); y = abs(y); z = abs(z); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z = (p.c - 1) - abs(z - (p.c - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z = (psc(c) - 1) - abs(z - (psc(c) - 1)); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfp per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; // if (psc(dims) == 4) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int yh = gy % psc(outh) - p.top; int yd = gy / psc(outh) - p.front; int y = yd * psc(h) + yh; int z = gz; if (type == 0) { if (x >= 0 && x < psc(w) && yh >= 0 && yh < psc(h) && yd >= 0 && yd < psc(d) && z >= 0 && z < psc(c)) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp1(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), v); #else buffer_st1(top_blob_data, gi, v); #endif } } // TODO implement type 1 and 2 } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec4 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; // if (psc(dims) == 4) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int yh = gy % psc(outh) - p.top; int yd = gy / psc(outh) - p.front; int y = yd * psc(h) + yh; int z = gz; if (type == 0) { if (x >= 0 && x < psc(w) && yh >= 0 && yh < psc(h) && yd >= 0 && yd < psc(d) && z >= 0 && z < psc(c)) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp4(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afpvec4 v = afpvec4(value); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else buffer_st4(top_blob_data, gi, v); #endif } } // TODO implement type 1 and 2 } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int d = 0; layout (constant_id = shape_constant_id_offset + 4) const int c = 0; layout (constant_id = shape_constant_id_offset + 5) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 6) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 7) const int outw = 0; layout (constant_id = shape_constant_id_offset + 8) const int outh = 0; layout (constant_id = shape_constant_id_offset + 9) const int outd = 0; layout (constant_id = shape_constant_id_offset + 10) const int outc = 0; layout (constant_id = shape_constant_id_offset + 11) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec8 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int d; int c; int cstep; int outdims; int outw; int outh; int outd; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) * psc(outd) || gz >= psc(outc)) return; // if (psc(dims) == 4) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int yh = gy % psc(outh) - p.top; int yd = gy / psc(outh) - p.front; int y = yd * psc(h) + yh; int z = gz; if (type == 0) { if (x >= 0 && x < psc(w) && yh >= 0 && yh < psc(h) && yd >= 0 && yd < psc(d) && z >= 0 && z < psc(c)) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp8(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afpvec8 v = afpvec8(afpvec4(value), afpvec4(value)); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else buffer_st8(top_blob_data, gi, v); #endif } } // TODO implement type 1 and 2 } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec4 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { ivec4 x4 = gx * 4 - p.left + ivec4(0, 1, 2, 3); if (type == 0) { bvec4 mask = bvec4(uvec4(greaterThanEqual(x4, ivec4(0))) & uvec4(lessThan(x4, ivec4(psc(w))))); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x4.r, 0, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x4.g, 0, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x4.b, 0, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x4.a, 0, 0)); v = mix(afpvec4(value), v, mask); image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else afpvec4 v; // buffer_ld1 x4 index on vec returns zero on radv driver :( // this is an ineffiecnt workaround --- nihui if (x4.r < 0 && x4.a >= 0) { v.r = x4.r >= 0 ? buffer_ld1(bottom_blob_data, x4.r) : afp(value); v.g = x4.g >= 0 ? buffer_ld1(bottom_blob_data, x4.g) : afp(value); v.b = x4.b >= 0 ? buffer_ld1(bottom_blob_data, x4.b) : afp(value); v.a = x4.a >= 0 ? buffer_ld1(bottom_blob_data, x4.a) : afp(value); } else { v.r = buffer_ld1(bottom_blob_data, x4.r); v.g = buffer_ld1(bottom_blob_data, x4.g); v.b = buffer_ld1(bottom_blob_data, x4.b); v.a = buffer_ld1(bottom_blob_data, x4.a); v = mix(afpvec4(value), v, mask); } buffer_st4(top_blob_data, gx, v); #endif } if (type == 1) { x4 = clamp(x4, 0, psc(w) - 1); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x4.r, 0, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x4.g, 0, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x4.b, 0, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x4.a, 0, 0)); image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else buffer_cp1to4(top_blob_data, gx, bottom_blob_data, x4); #endif } if (type == 2) { x4 = abs(x4); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x4 = (p.w - 1) - abs(x4 - (p.w - 1)); // x4 = (psc(w) - 1) - abs(x4 - (psc(w) - 1)); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x4.r, 0, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x4.g, 0, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x4.b, 0, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x4.a, 0, 0)); image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else buffer_cp1to4(top_blob_data, gx, bottom_blob_data, x4); #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; ivec4 y4 = gy * 4 - p.top + ivec4(0, 1, 2, 3); if (type == 0) { bvec4 mask = bvec4(uvec4(x >= 0 && x < psc(w)) & (uvec4(greaterThanEqual(y4, ivec4(0))) & uvec4(lessThan(y4, ivec4(psc(h)))))); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y4.r, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x, y4.g, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x, y4.b, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x, y4.a, 0)); v = mix(afpvec4(value), v, mask); image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else ivec4 v_offset = y4 * psc(w) + x; afpvec4 v; v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); v = mix(afpvec4(value), v, mask); buffer_st4(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y4 = clamp(y4, 0, psc(h) - 1); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y4.r, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x, y4.g, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x, y4.b, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x, y4.a, 0)); image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else ivec4 v_offset = y4 * psc(w) + x; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (type == 2) { x = abs(x); y4 = abs(y4); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y4 = (p.h - 1) - abs(y4 - (p.h - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y4 = (psc(h) - 1) - abs(y4 - (psc(h) - 1)); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y4.r, 0)); v.g = image3d_ld1(bottom_blob, ivec3(x, y4.g, 0)); v.b = image3d_ld1(bottom_blob, ivec3(x, y4.b, 0)); v.a = image3d_ld1(bottom_blob, ivec3(x, y4.a, 0)); image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else ivec4 v_offset = y4 * psc(w) + x; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; ivec4 z4 = gz * 4 - p.front + ivec4(0, 1, 2, 3); if (type == 0) { bvec4 mask = bvec4(uvec4(x >= 0 && x < psc(w) && y >= 0 && y < psc(h)) & (uvec4(greaterThanEqual(z4, ivec4(0))) & uvec4(lessThan(z4, ivec4(psc(c)))))); #if NCNN_image_shader afpvec4 pad_value = per_channel_pad == 1 ? image3d_ld4(per_channel_pad_blob, ivec3(gz, 0, 0)) : afpvec4(value); afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y, z4.r)); v.g = image3d_ld1(bottom_blob, ivec3(x, y, z4.g)); v.b = image3d_ld1(bottom_blob, ivec3(x, y, z4.b)); v.a = image3d_ld1(bottom_blob, ivec3(x, y, z4.a)); v = mix(pad_value, v, mask); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else afpvec4 pad_value = per_channel_pad == 1 ? buffer_ld4(per_channel_pad_blob_data, gz) : afpvec4(value); ivec4 v_offset = z4 * psc(cstep) + y * psc(w) + x; afpvec4 v; v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); v = mix(pad_value, v, mask); buffer_st4(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z4 = clamp(z4, 0, psc(c) - 1); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y, z4.r)); v.g = image3d_ld1(bottom_blob, ivec3(x, y, z4.g)); v.b = image3d_ld1(bottom_blob, ivec3(x, y, z4.b)); v.a = image3d_ld1(bottom_blob, ivec3(x, y, z4.a)); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else ivec4 v_offset = z4 * psc(cstep) + y * psc(w) + x; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (type == 2) { x = abs(x); y = abs(y); z4 = abs(z4); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z4 = (p.c - 1) - abs(z4 - (p.c - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z4 = (psc(c) - 1) - abs(z4 - (psc(c) - 1)); #if NCNN_image_shader afpvec4 v; v.r = image3d_ld1(bottom_blob, ivec3(x, y, z4.r)); v.g = image3d_ld1(bottom_blob, ivec3(x, y, z4.g)); v.b = image3d_ld1(bottom_blob, ivec3(x, y, z4.b)); v.a = image3d_ld1(bottom_blob, ivec3(x, y, z4.a)); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else ivec4 v_offset = z4 * psc(cstep) + y * psc(w) + x; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec8 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { ivec4 x4 = gx * 8 - p.left + ivec4(0, 1, 2, 3); ivec4 xx4 = x4 + 4; if (type == 0) { bvec4 mask = bvec4(uvec4(greaterThanEqual(x4, ivec4(0))) & uvec4(lessThan(x4, ivec4(psc(w))))); bvec4 mask2 = bvec4(uvec4(greaterThanEqual(xx4, ivec4(0))) & uvec4(lessThan(xx4, ivec4(psc(w))))); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x4.r, 0, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x4.g, 0, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x4.b, 0, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x4.a, 0, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(xx4.r, 0, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(xx4.g, 0, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(xx4.b, 0, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(xx4.a, 0, 0)); v[0] = mix(afpvec4(value), v[0], mask); v[1] = mix(afpvec4(value), v[1], mask2); image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else afpvec8 v; // buffer_ld1 x4/xx4 index on vec returns zero on radv driver :( // this is an ineffiecnt workaround --- nihui if (x4.r < 0 && xx4.a >= 0) { v[0].r = x4.r >= 0 ? buffer_ld1(bottom_blob_data, x4.r) : afp(value); v[0].g = x4.g >= 0 ? buffer_ld1(bottom_blob_data, x4.g) : afp(value); v[0].b = x4.b >= 0 ? buffer_ld1(bottom_blob_data, x4.b) : afp(value); v[0].a = x4.a >= 0 ? buffer_ld1(bottom_blob_data, x4.a) : afp(value); v[1].r = xx4.r >= 0 ? buffer_ld1(bottom_blob_data, xx4.r) : afp(value); v[1].g = xx4.g >= 0 ? buffer_ld1(bottom_blob_data, xx4.g) : afp(value); v[1].b = xx4.b >= 0 ? buffer_ld1(bottom_blob_data, xx4.b) : afp(value); v[1].a = xx4.a >= 0 ? buffer_ld1(bottom_blob_data, xx4.a) : afp(value); } else { v[0].r = buffer_ld1(bottom_blob_data, x4.r); v[0].g = buffer_ld1(bottom_blob_data, x4.g); v[0].b = buffer_ld1(bottom_blob_data, x4.b); v[0].a = buffer_ld1(bottom_blob_data, x4.a); v[1].r = buffer_ld1(bottom_blob_data, xx4.r); v[1].g = buffer_ld1(bottom_blob_data, xx4.g); v[1].b = buffer_ld1(bottom_blob_data, xx4.b); v[1].a = buffer_ld1(bottom_blob_data, xx4.a); v[0] = mix(afpvec4(value), v[0], mask); v[1] = mix(afpvec4(value), v[1], mask2); } buffer_st8(top_blob_data, gx, v); #endif } if (type == 1) { x4 = clamp(x4, 0, psc(w) - 1); xx4 = clamp(xx4, 0, psc(w) - 1); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x4.r, 0, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x4.g, 0, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x4.b, 0, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x4.a, 0, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(xx4.r, 0, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(xx4.g, 0, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(xx4.b, 0, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(xx4.a, 0, 0)); image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else buffer_cp1to8(top_blob_data, gx, bottom_blob_data, x4, xx4); #endif } if (type == 2) { x4 = abs(x4); xx4 = abs(xx4); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x4 = (p.w - 1) - abs(x4 - (p.w - 1)); xx4 = (p.w - 1) - abs(xx4 - (p.w - 1)); // x4 = (psc(w) - 1) - abs(x4 - (psc(w) - 1)); // xx4 = (psc(w) - 1) - abs(xx4 - (psc(w) - 1)); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x4.r, 0, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x4.g, 0, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x4.b, 0, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x4.a, 0, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(xx4.r, 0, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(xx4.g, 0, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(xx4.b, 0, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(xx4.a, 0, 0)); image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else buffer_cp1to8(top_blob_data, gx, bottom_blob_data, x4, xx4); #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; ivec4 y4 = gy * 8 - p.top + ivec4(0, 1, 2, 3); ivec4 yy4 = y4 + 4; if (type == 0) { bvec4 mask = bvec4(uvec4(x >= 0 && x < psc(w)) & (uvec4(greaterThanEqual(y4, ivec4(0))) & uvec4(lessThan(y4, ivec4(psc(h)))))); bvec4 mask2 = bvec4(uvec4(x >= 0 && x < psc(w)) & (uvec4(greaterThanEqual(yy4, ivec4(0))) & uvec4(lessThan(yy4, ivec4(psc(h)))))); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y4.r, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y4.g, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y4.b, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y4.a, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, yy4.r, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, yy4.g, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, yy4.b, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, yy4.a, 0)); v[0] = mix(afpvec4(value), v[0], mask); v[1] = mix(afpvec4(value), v[1], mask2); image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else ivec4 v_offset = y4 * psc(w) + x; ivec4 v_offset2 = yy4 * psc(w) + x; afpvec8 v; v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, v_offset2.r); v[1].g = buffer_ld1(bottom_blob_data, v_offset2.g); v[1].b = buffer_ld1(bottom_blob_data, v_offset2.b); v[1].a = buffer_ld1(bottom_blob_data, v_offset2.a); v[0] = mix(afpvec4(value), v[0], mask); v[1] = mix(afpvec4(value), v[1], mask2); buffer_st8(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y4 = clamp(y4, 0, psc(h) - 1); yy4 = clamp(yy4, 0, psc(h) - 1); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y4.r, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y4.g, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y4.b, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y4.a, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, yy4.r, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, yy4.g, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, yy4.b, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, yy4.a, 0)); image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else ivec4 v_offset = y4 * psc(w) + x; ivec4 v_offset2 = yy4 * psc(w) + x; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, v_offset2); #endif } if (type == 2) { x = abs(x); y4 = abs(y4); yy4 = abs(yy4); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y4 = (p.h - 1) - abs(y4 - (p.h - 1)); yy4 = (p.h - 1) - abs(yy4 - (p.h - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y4 = (psc(h) - 1) - abs(y4 - (psc(h) - 1)); // yy4 = (psc(h) - 1) - abs(yy4 - (psc(h) - 1)); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y4.r, 0)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y4.g, 0)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y4.b, 0)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y4.a, 0)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, yy4.r, 0)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, yy4.g, 0)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, yy4.b, 0)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, yy4.a, 0)); image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else ivec4 v_offset = y4 * psc(w) + x; ivec4 v_offset2 = yy4 * psc(w) + x; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, v_offset2); #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; ivec4 z4 = gz * 8 - p.front + ivec4(0, 1, 2, 3); ivec4 zz4 = z4 + 4; if (type == 0) { bvec4 mask = bvec4(uvec4(x >= 0 && x < psc(w) && y >= 0 && y < psc(h)) & (uvec4(greaterThanEqual(z4, ivec4(0))) & uvec4(lessThan(z4, ivec4(psc(c)))))); bvec4 mask2 = bvec4(uvec4(x >= 0 && x < psc(w) && y >= 0 && y < psc(h)) & (uvec4(greaterThanEqual(zz4, ivec4(0))) & uvec4(lessThan(zz4, ivec4(psc(c)))))); #if NCNN_image_shader afpvec8 pad_value = per_channel_pad == 1 ? image3d_ld8(per_channel_pad_blob, ivec3(gz, 0, 0)) : afpvec8(afpvec4(value), afpvec4(value)); afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y, z4.r)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y, z4.g)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y, z4.b)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y, z4.a)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, y, zz4.r)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, y, zz4.g)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, y, zz4.b)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, y, zz4.a)); v[0] = mix(pad_value[0], v[0], mask); v[1] = mix(pad_value[1], v[1], mask2); image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else afpvec8 pad_value = per_channel_pad == 1 ? buffer_ld8(per_channel_pad_blob_data, gz) : afpvec8(afpvec4(value), afpvec4(value)); ivec4 v_offset = z4 * psc(cstep) + y * psc(w) + x; ivec4 v_offset2 = zz4 * psc(cstep) + y * psc(w) + x; afpvec8 v; v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, v_offset2.r); v[1].g = buffer_ld1(bottom_blob_data, v_offset2.g); v[1].b = buffer_ld1(bottom_blob_data, v_offset2.b); v[1].a = buffer_ld1(bottom_blob_data, v_offset2.a); v[0] = mix(pad_value[0], v[0], mask); v[1] = mix(pad_value[1], v[1], mask2); buffer_st8(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z4 = clamp(z4, 0, psc(c) - 1); zz4 = clamp(zz4, 0, psc(c) - 1); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y, z4.r)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y, z4.g)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y, z4.b)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y, z4.a)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, y, zz4.r)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, y, zz4.g)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, y, zz4.b)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, y, zz4.a)); image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else ivec4 v_offset = z4 * psc(cstep) + y * psc(w) + x; ivec4 v_offset2 = zz4 * psc(cstep) + y * psc(w) + x; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, v_offset2); #endif } if (type == 2) { x = abs(x); y = abs(y); z4 = abs(z4); zz4 = abs(zz4); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z4 = (p.c - 1) - abs(z4 - (p.c - 1)); zz4 = (p.c - 1) - abs(zz4 - (p.c - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z4 = (psc(c) - 1) - abs(z4 - (psc(c) - 1)); // zz4 = (psc(c) - 1) - abs(zz4 - (psc(c) - 1)); #if NCNN_image_shader afpvec8 v; v[0].r = image3d_ld1(bottom_blob, ivec3(x, y, z4.r)); v[0].g = image3d_ld1(bottom_blob, ivec3(x, y, z4.g)); v[0].b = image3d_ld1(bottom_blob, ivec3(x, y, z4.b)); v[0].a = image3d_ld1(bottom_blob, ivec3(x, y, z4.a)); v[1].r = image3d_ld1(bottom_blob, ivec3(x, y, zz4.r)); v[1].g = image3d_ld1(bottom_blob, ivec3(x, y, zz4.g)); v[1].b = image3d_ld1(bottom_blob, ivec3(x, y, zz4.b)); v[1].a = image3d_ld1(bottom_blob, ivec3(x, y, zz4.a)); image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else ivec4 v_offset = z4 * psc(cstep) + y * psc(w) + x; ivec4 v_offset2 = zz4 * psc(cstep) + y * psc(w) + x; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, v_offset2); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec4 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx - p.left / 4; if (type == 0) { if (x >= 0 && x < psc(w)) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp4(top_blob_data, gx, bottom_blob_data, x); #endif } else { afpvec4 v = afpvec4(value); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else buffer_st4(top_blob_data, gx, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, 0, 0)); if (gx < p.left / 4) v = afpvec4(v.r); else if (gx >= psc(w) + p.left / 4) v = afpvec4(v.a); image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else afpvec4 v = buffer_ld4(bottom_blob_data, x); if (gx < p.left / 4) v = afpvec4(v.r); else if (gx >= psc(w) + p.left / 4) v = afpvec4(v.a); buffer_st4(top_blob_data, gx, v); #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, 0, 0)); if (gx < p.left / 4) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x - 1, 0, 0)); v = afpvec4(v.r, v0.a, v0.b, v0.g); } else if (gx >= psc(w) + p.left / 4) { afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x + 1, 0, 0)); v = afpvec4(v1.b, v1.g, v1.r, v.a); } image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else afpvec4 v = buffer_ld4(bottom_blob_data, x); if (gx < p.left / 4) { afpvec4 v0 = buffer_ld4(bottom_blob_data, x - 1); v = afpvec4(v.r, v0.a, v0.b, v0.g); } else if (gx >= psc(w) + p.left / 4) { afpvec4 v1 = buffer_ld4(bottom_blob_data, x + 1); v = afpvec4(v1.b, v1.g, v1.r, v.a); } buffer_st4(top_blob_data, gx, v); #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top / 4; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h)) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else int v_offset = y * psc(w) + x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else { afpvec4 v = afpvec4(value); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else buffer_st4(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, 0)); if (gy < p.top / 4) v = afpvec4(v.r); else if (gy >= psc(h) + p.top / 4) v = afpvec4(v.a); image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else int v_offset = y * psc(w) + x; afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); if (gy < p.top / 4) v = afpvec4(v.r); else if (gy >= psc(h) + p.top / 4) v = afpvec4(v.a); buffer_st4(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, 0)); if (gy < p.top / 4) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y - 1, 0)); v = afpvec4(v.r, v0.a, v0.b, v0.g); } else if (gy >= psc(h) + p.top / 4) { afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y + 1, 0)); v = afpvec4(v1.b, v1.g, v1.r, v.a); } image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else int v_offset = y * psc(w) + x; afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); if (gy < p.top / 4) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset - psc(w)); v = afpvec4(v.r, v0.a, v0.b, v0.g); } else if (gy >= psc(h) + p.top / 4) { afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + psc(w)); v = afpvec4(v1.b, v1.g, v1.r, v.a); } buffer_st4(top_blob_data, gi, v); #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; int z = gz - p.front / 4; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c)) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp4(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afpvec4 v = afpvec4(value); #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else buffer_st4(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z = clamp(z, 0, psc(c) - 1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z)); if (gz < p.front / 4) v = afpvec4(v.r); else if (gz >= psc(c) + p.front / 4) v = afpvec4(v.a); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int v_offset = z * psc(cstep) + y * psc(w) + x; afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); if (gz < p.front / 4) v = afpvec4(v.r); else if (gz >= psc(c) + p.front / 4) v = afpvec4(v.a); buffer_st4(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); y = abs(y); z = abs(z); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z = (p.c - 1) - abs(z - (p.c - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z = (psc(c) - 1) - abs(z - (psc(c) - 1)); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z)); if (gz < p.front / 4) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, z - 1)); v = afpvec4(v.r, v0.a, v0.b, v0.g); } else if (gz >= psc(c) + p.front / 4) { afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, z + 1)); v = afpvec4(v1.b, v1.g, v1.r, v.a); } image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int v_offset = z * psc(cstep) + y * psc(w) + x; afpvec4 v = buffer_ld4(bottom_blob_data, v_offset); if (gz < p.front / 4) { afpvec4 v0 = buffer_ld4(bottom_blob_data, v_offset - psc(cstep)); v = afpvec4(v.r, v0.a, v0.b, v0.g); } else if (gz >= psc(c) + p.front / 4) { afpvec4 v1 = buffer_ld4(bottom_blob_data, v_offset + psc(cstep)); v = afpvec4(v1.b, v1.g, v1.r, v.a); } buffer_st4(top_blob_data, gi, v); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfp per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx - p.left; if (type == 0) { if (x >= 0 && x < psc(w) * 4) { #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x / 4, 0, 0)); image3d_st1(top_blob, ivec3(gx, 0, 0), v[x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 4) * 2 + (x % 4) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 4) * 4 + x % 4; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), v); #else buffer_st1(top_blob_data, gx, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) * 4 - 1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x / 4, 0, 0)); image3d_st1(top_blob, ivec3(gx, 0, 0), v[x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 4) * 2 + (x % 4) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 4) * 4 + x % 4; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w * 4 - 1) - abs(x - (p.w * 4 - 1)); // x = (psc(w) * 4 - 1) - abs(x - (psc(w) * 4 - 1)); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x / 4, 0, 0)); image3d_st1(top_blob, ivec3(gx, 0, 0), v[x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 4) * 2 + (x % 4) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 4) * 4 + x % 4; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) * 4) { #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y / 4, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[y % 4]); #else #if NCNN_fp16_packed int v_offset = ((y / 4) * psc(w) + x) * 2 + (y % 4) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 4) * psc(w) + x) * 4 + y % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), v); #else buffer_st1(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) * 4 - 1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y / 4, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[y % 4]); #else #if NCNN_fp16_packed int v_offset = ((y / 4) * psc(w) + x) * 2 + (y % 4) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 4) * psc(w) + x) * 4 + y % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h * 4 - 1) - abs(y - (p.h * 4 - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) * 4 - 1) - abs(y - (psc(h) * 4 - 1)); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y / 4, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[y % 4]); #else #if NCNN_fp16_packed int v_offset = ((y / 4) * psc(w) + x) * 2 + (y % 4) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 4) * psc(w) + x) * 4 + y % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; int z = gz - p.front; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c) * 4) { #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z / 4)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[z % 4]); #else #if NCNN_fp16_packed int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z % 4) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 4 + z % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp1(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), v); #else buffer_st1(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z = clamp(z, 0, psc(c) * 4 - 1); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z / 4)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[z % 4]); #else #if NCNN_fp16_packed int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z % 4) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 4 + z % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } if (type == 2) { x = abs(x); y = abs(y); z = abs(z); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z = (p.c * 4 - 1) - abs(z - (p.c * 4 - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z = (psc(c) * 4 - 1) - abs(z - (psc(c) * 4 - 1)); #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(x, y, z / 4)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[z % 4]); #else #if NCNN_fp16_packed int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z % 4) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 4) * psc(cstep) + y * psc(w) + x) * 4 + z % 4; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec4 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { ivec2 x2 = gx * 2 - p.left / 4 + ivec2(0, 1); if (type == 0) { #if NCNN_image_shader if (x2.x >= 0 && x2.x < psc(w)) { v[0] = image3d_ld4(bottom_blob, ivec3(x2.x, 0, 0)); } else { v[0] = afpvec4(value); } if (x2.y >= 0 && x2.y < psc(w)) { v[1] = image3d_ld4(bottom_blob, ivec3(x2.y, 0, 0)); } else { v[1] = afpvec4(value); } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else if (x2.x >= 0 && x2.x < psc(w)) { v[0] = buffer_ld4(bottom_blob_data, x2.x); } else { v[0] = afpvec4(value); } if (x2.y >= 0 && x2.y < psc(w)) { v[1] = buffer_ld4(bottom_blob_data, x2.y); } else { v[1] = afpvec4(value); } buffer_st8(top_blob_data, gx, v); #endif } if (type == 1) { #if NCNN_image_shader if (x2.x < 0) { v[0] = afpvec4(image3d_ld4(bottom_blob, ivec3(0, 0, 0)).r); } else if (x2.x >= psc(w)) { v[0] = afpvec4(image3d_ld4(bottom_blob, ivec3(psc(w) - 1, 0, 0)).a); } else { v[0] = image3d_ld4(bottom_blob, ivec3(x2.x, 0, 0)); } if (x2.y < 0) { v[1] = afpvec4(image3d_ld4(bottom_blob, ivec3(0, 0, 0)).r); } else if (x2.y >= psc(w)) { v[1] = afpvec4(image3d_ld4(bottom_blob, ivec3(psc(w) - 1, 0, 0)).a); } else { v[1] = image3d_ld4(bottom_blob, ivec3(x2.y, 0, 0)); } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else if (x2.x < 0) { v[0] = afpvec4(buffer_ld4(bottom_blob_data, 0).r); } else if (x2.x >= psc(w)) { v[0] = afpvec4(buffer_ld4(bottom_blob_data, psc(w) - 1).a); } else { v[0] = buffer_ld4(bottom_blob_data, x2.x); } if (x2.y < 0) { v[1] = afpvec4(buffer_ld4(bottom_blob_data, 0).r); } else if (x2.y >= psc(w)) { v[1] = afpvec4(buffer_ld4(bottom_blob_data, psc(w) - 1).a); } else { v[1] = buffer_ld4(bottom_blob_data, x2.y); } buffer_st8(top_blob_data, gx, v); #endif } if (type == 2) { #if NCNN_image_shader if (x2.x < 0) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(-x2.x + 1, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(-x2.x, 0, 0)); v[0] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (x2.x >= psc(w)) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(psc(w) - x2.x + psc(w) - 2, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(psc(w) - x2.x + psc(w) - 1, 0, 0)); v[0] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[0] = image3d_ld4(bottom_blob, ivec3(x2.x, 0, 0)); } if (x2.y < 0) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(-x2.y + 1, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(-x2.y, 0, 0)); v[1] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (x2.y >= psc(w)) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(psc(w) - x2.y + psc(w) - 2, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(psc(w) - x2.y + psc(w) - 1, 0, 0)); v[1] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[1] = image3d_ld4(bottom_blob, ivec3(x2.y, 0, 0)); } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else if (x2.x < 0) { afpvec4 v0 = buffer_ld4(bottom_blob_data, -x2.x + 1); afpvec4 v1 = buffer_ld4(bottom_blob_data, -x2.x); v[0] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (x2.x >= psc(w)) { afpvec4 v0 = buffer_ld4(bottom_blob_data, psc(w) - x2.x + psc(w) - 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, psc(w) - x2.x + psc(w) - 1); v[0] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[0] = buffer_ld4(bottom_blob_data, x2.x); } if (x2.y < 0) { afpvec4 v0 = buffer_ld4(bottom_blob_data, -x2.y + 1); afpvec4 v1 = buffer_ld4(bottom_blob_data, -x2.y); v[1] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (x2.y >= psc(w)) { afpvec4 v0 = buffer_ld4(bottom_blob_data, psc(w) - x2.y + psc(w) - 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, psc(w) - x2.y + psc(w) - 1); v[1] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[1] = buffer_ld4(bottom_blob_data, x2.y); } buffer_st8(top_blob_data, gx, v); #endif } } else if (psc(dims) == 2) { int x = gx - p.left; ivec2 y2 = gy * 2 - p.top / 4 + ivec2(0, 1); if (type == 0) { #if NCNN_image_shader if (x >= 0 && x < psc(w) && y2.x >= 0 && y2.x < psc(h)) { v[0] = image3d_ld4(bottom_blob, ivec3(x, y2.x, 0)); } else { v[0] = afpvec4(value); } if (x >= 0 && x < psc(w) && y2.y >= 0 && y2.y < psc(h)) { v[1] = image3d_ld4(bottom_blob, ivec3(x, y2.y, 0)); } else { v[1] = afpvec4(value); } image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else ivec2 v_offset = y2 * psc(w) + x; if (x >= 0 && x < psc(w) && y2.x >= 0 && y2.x < psc(h)) { v[0] = buffer_ld4(bottom_blob_data, v_offset.x); } else { v[0] = afpvec4(value); } if (x >= 0 && x < psc(w) && y2.y >= 0 && y2.y < psc(h)) { v[1] = buffer_ld4(bottom_blob_data, v_offset.y); } else { v[1] = afpvec4(value); } const int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) - 1); #if NCNN_image_shader if (y2.x < 0) { v[0] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, 0, 0)).r); } else if (y2.x >= psc(h)) { v[0] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, psc(h) - 1, 0)).a); } else { v[0] = image3d_ld4(bottom_blob, ivec3(x, y2.x, 0)); } if (y2.y < 0) { v[1] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, 0, 0)).r); } else if (y2.y >= psc(h)) { v[1] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, psc(h) - 1, 0)).a); } else { v[1] = image3d_ld4(bottom_blob, ivec3(x, y2.y, 0)); } image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else if (y2.x < 0) { v[0] = afpvec4(buffer_ld4(bottom_blob_data, x).r); } else if (y2.x >= psc(h)) { v[0] = afpvec4(buffer_ld4(bottom_blob_data, (psc(h) - 1) * psc(w) + x).a); } else { v[0] = buffer_ld4(bottom_blob_data, y2.x * psc(w) + x); } if (y2.y < 0) { v[1] = afpvec4(buffer_ld4(bottom_blob_data, x).r); } else if (y2.y >= psc(h)) { v[1] = afpvec4(buffer_ld4(bottom_blob_data, (psc(h) - 1) * psc(w) + x).a); } else { v[1] = buffer_ld4(bottom_blob_data, y2.y * psc(w) + x); } const int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); #if NCNN_image_shader if (y2.x < 0) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, -y2.x + 1, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, -y2.x, 0)); v[0] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (y2.x >= psc(h)) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, psc(h) - y2.x + psc(h) - 2, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, psc(h) - y2.x + psc(h) - 1, 0)); v[0] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[0] = image3d_ld4(bottom_blob, ivec3(x, y2.x, 0)); } if (y2.y < 0) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, -y2.y + 1, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, -y2.y, 0)); v[1] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (y2.y >= psc(h)) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, psc(h) - y2.y + psc(h) - 2, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, psc(h) - y2.y + psc(h) - 1, 0)); v[1] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[1] = image3d_ld4(bottom_blob, ivec3(x, y2.y, 0)); } image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else if (y2.x < 0) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (-y2.x + 1) * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (-y2.x) * psc(w) + x); v[0] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (y2.x >= psc(h)) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (psc(h) - y2.x + psc(h) - 2) * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (psc(h) - y2.x + psc(h) - 1) * psc(w) + x); v[0] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[0] = buffer_ld4(bottom_blob_data, y2.x * psc(w) + x); } if (y2.y < 0) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (-y2.y + 1) * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (-y2.y) * psc(w) + x); v[1] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (y2.y >= psc(h)) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (psc(h) - y2.y + psc(h) - 2) * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (psc(h) - y2.y + psc(h) - 1) * psc(w) + x); v[1] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[1] = buffer_ld4(bottom_blob_data, y2.y * psc(w) + x); } const int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } } else // if (psc(dims) == 3) { int x = gx - p.left; int y = gy - p.top; ivec2 z2 = gz * 2 - p.front / 4 + ivec2(0, 1); if (type == 0) { #if NCNN_image_shader if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z2.x >= 0 && z2.x < psc(c)) { v[0] = image3d_ld4(bottom_blob, ivec3(x, y, z2.x)); } else { v[0] = per_channel_pad == 1 ? image3d_ld4(per_channel_pad_blob, ivec3(gz * 2, 0, 0)) : afpvec4(value); } if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z2.y >= 0 && z2.y < psc(c)) { v[1] = image3d_ld4(bottom_blob, ivec3(x, y, z2.y)); } else { v[1] = per_channel_pad == 1 ? image3d_ld4(per_channel_pad_blob, ivec3(gz * 2 + 1, 0, 0)) : afpvec4(value); } image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else ivec2 v_offset = z2 * psc(cstep) + y * psc(w) + x; if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z2.x >= 0 && z2.x < psc(c)) { v[0] = buffer_ld4(bottom_blob_data, v_offset.x); } else { v[0] = per_channel_pad == 1 ? buffer_ld4(per_channel_pad_blob_data, gz * 2) : afpvec4(value); } if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z2.y >= 0 && z2.y < psc(c)) { v[1] = buffer_ld4(bottom_blob_data, v_offset.y); } else { v[1] = per_channel_pad == 1 ? buffer_ld4(per_channel_pad_blob_data, gz * 2 + 1) : afpvec4(value); } const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); #if NCNN_image_shader if (z2.x < 0) { v[0] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, y, 0)).r); } else if (z2.x >= psc(c)) { v[0] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, y, psc(c) - 1)).a); } else { v[0] = image3d_ld4(bottom_blob, ivec3(x, y, z2.x)); } if (z2.y < 0) { v[1] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, y, 0)).r); } else if (z2.y >= psc(c)) { v[1] = afpvec4(image3d_ld4(bottom_blob, ivec3(x, y, psc(c) - 1)).a); } else { v[1] = image3d_ld4(bottom_blob, ivec3(x, y, z2.y)); } image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else if (z2.x < 0) { v[0] = afpvec4(buffer_ld4(bottom_blob_data, y * psc(w) + x).r); } else if (z2.x >= psc(c)) { v[0] = afpvec4(buffer_ld4(bottom_blob_data, (psc(c) - 1) * psc(cstep) + y * psc(w) + x).a); } else { v[0] = buffer_ld4(bottom_blob_data, z2.x * psc(cstep) + y * psc(w) + x); } if (z2.y < 0) { v[1] = afpvec4(buffer_ld4(bottom_blob_data, y * psc(w) + x).r); } else if (z2.y >= psc(c)) { v[1] = afpvec4(buffer_ld4(bottom_blob_data, (psc(c) - 1) * psc(cstep) + y * psc(w) + x).a); } else { v[1] = buffer_ld4(bottom_blob_data, z2.y * psc(cstep) + y * psc(w) + x); } const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); #if NCNN_image_shader if (z2.x < 0) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, -z2.x + 1)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, -z2.x)); v[0] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (z2.x >= psc(c)) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, psc(c) - z2.x + psc(c) - 2)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, psc(c) - z2.x + psc(c) - 1)); v[0] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[0] = image3d_ld4(bottom_blob, ivec3(x, y, z2.x)); } if (z2.y < 0) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, -z2.y + 1)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, -z2.y)); v[1] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (z2.y >= psc(c)) { afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x, y, psc(c) - z2.y + psc(c) - 2)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x, y, psc(c) - z2.y + psc(c) - 1)); v[1] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[1] = image3d_ld4(bottom_blob, ivec3(x, y, z2.y)); } image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else if (z2.x < 0) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (-z2.x + 1) * psc(cstep) + y * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (-z2.x) * psc(cstep) + y * psc(w) + x); v[0] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (z2.x >= psc(c)) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (psc(c) - z2.x + psc(c) - 2) * psc(cstep) + y * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (psc(c) - z2.x + psc(c) - 1) * psc(cstep) + y * psc(w) + x); v[0] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[0] = buffer_ld4(bottom_blob_data, z2.x * psc(cstep) + y * psc(w) + x); } if (z2.y < 0) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (-z2.y + 1) * psc(cstep) + y * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (-z2.y) * psc(cstep) + y * psc(w) + x); v[1] = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (z2.y >= psc(c)) { afpvec4 v0 = buffer_ld4(bottom_blob_data, (psc(c) - z2.y + psc(c) - 2) * psc(cstep) + y * psc(w) + x); afpvec4 v1 = buffer_ld4(bottom_blob_data, (psc(c) - z2.y + psc(c) - 1) * psc(cstep) + y * psc(w) + x); v[1] = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v[1] = buffer_ld4(bottom_blob_data, z2.y * psc(cstep) + y * psc(w) + x); } const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec8 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx - p.left / 8; if (type == 0) { if (x >= 0 && x < psc(w)) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); #else buffer_cp8(top_blob_data, gx, bottom_blob_data, x); #endif } else { afpvec8 v = afpvec8(afpvec4(value), afpvec4(value)); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else buffer_st8(top_blob_data, gx, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, 0, 0)); if (gx < p.left / 8) v = afpvec8(afpvec4(v[0].r), afpvec4(v[0].r)); else if (gx >= psc(w) + p.left / 8) v = afpvec8(afpvec4(v[1].a), afpvec4(v[1].a)); image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else afpvec8 v = buffer_ld8(bottom_blob_data, x); if (gx < p.left / 8) v = afpvec8(afpvec4(v[0].r), afpvec4(v[0].r)); else if (gx >= psc(w) + p.left / 8) v = afpvec8(afpvec4(v[1].a), afpvec4(v[1].a)); buffer_st8(top_blob_data, gx, v); #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, 0, 0)); if (gx < p.left / 8) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x - 1, 0, 0)); v = afpvec8(afpvec4(v[0].r, v0[1].a, v0[1].b, v0[1].g), afpvec4(v0[1].r, v0[0].a, v0[0].b, v0[0].g)); } else if (gx >= psc(w) + p.left / 8) { afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x + 1, 0, 0)); v = afpvec8(afpvec4(v1[1].b, v1[1].g, v1[1].r, v1[0].a), afpvec4(v1[0].b, v1[0].g, v1[0].r, v[1].a)); } image3d_st8(top_blob, ivec3(gx, 0, 0), v); #else afpvec8 v = buffer_ld8(bottom_blob_data, x); if (gx < p.left / 8) { afpvec8 v0 = buffer_ld8(bottom_blob_data, x - 1); v = afpvec8(afpvec4(v[0].r, v0[1].a, v0[1].b, v0[1].g), afpvec4(v0[1].r, v0[0].a, v0[0].b, v0[0].g)); } else if (gx >= psc(w) + p.left / 8) { afpvec8 v1 = buffer_ld8(bottom_blob_data, x + 1); v = afpvec8(afpvec4(v1[1].b, v1[1].g, v1[1].r, v1[0].a), afpvec4(v1[0].b, v1[0].g, v1[0].r, v[1].a)); } buffer_st8(top_blob_data, gx, v); #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top / 8; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h)) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, 0), bottom_blob, ivec3(x, y, 0)); #else int v_offset = y * psc(w) + x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else { afpvec8 v = afpvec8(afpvec4(value), afpvec4(value)); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else buffer_st8(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, 0)); if (gy < p.top / 8) v = afpvec8(afpvec4(v[0].r), afpvec4(v[0].r)); else if (gz >= psc(h) + p.top / 8) v = afpvec8(afpvec4(v[1].a), afpvec4(v[1].a)); image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else int v_offset = y * psc(w) + x; afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); if (gy < p.top / 8) v = afpvec8(afpvec4(v[0].r), afpvec4(v[0].r)); else if (gz >= psc(h) + p.top / 8) v = afpvec8(afpvec4(v[1].a), afpvec4(v[1].a)); buffer_st8(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, 0)); if (gy < p.top / 8) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y - 1, 0)); v = afpvec8(afpvec4(v[0].r, v0[1].a, v0[1].b, v0[1].g), afpvec4(v0[1].r, v0[0].a, v0[0].b, v0[0].g)); } else if (gy >= psc(h) + p.top / 8) { afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y + 1, 0)); v = afpvec8(afpvec4(v1[1].b, v1[1].g, v1[1].r, v1[0].a), afpvec4(v1[0].b, v1[0].g, v1[0].r, v[1].a)); } image3d_st8(top_blob, ivec3(gx, gy, 0), v); #else int v_offset = y * psc(w) + x; afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); if (gy < p.top / 8) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset - psc(w)); v = afpvec8(afpvec4(v[0].r, v0[1].a, v0[1].b, v0[1].g), afpvec4(v0[1].r, v0[0].a, v0[0].b, v0[0].g)); } else if (gy >= psc(h) + p.top / 8) { afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + psc(w)); v = afpvec8(afpvec4(v1[1].b, v1[1].g, v1[1].r, v1[0].a), afpvec4(v1[0].b, v1[0].g, v1[0].r, v[1].a)); } buffer_st8(top_blob_data, gi, v); #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; int z = gz - p.front / 8; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c)) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp8(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afpvec8 v = afpvec8(afpvec4(value), afpvec4(value)); #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else buffer_st8(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z = clamp(z, 0, psc(c) - 1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z)); if (gz < p.front / 8) v = afpvec8(afpvec4(v[0].r), afpvec4(v[0].r)); else if (gz >= psc(c) + p.front / 8) v = afpvec8(afpvec4(v[1].a), afpvec4(v[1].a)); image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int v_offset = z * psc(cstep) + y * psc(w) + x; afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); if (gz < p.front / 8) v = afpvec8(afpvec4(v[0].r), afpvec4(v[0].r)); else if (gz >= psc(c) + p.front / 8) v = afpvec8(afpvec4(v[1].a), afpvec4(v[1].a)); buffer_st8(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); y = abs(y); z = abs(z); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z = (p.c - 1) - abs(z - (p.c - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z = (psc(c) - 1) - abs(z - (psc(c) - 1)); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z)); if (gz < p.front / 8) { afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y, z - 1)); v = afpvec8(afpvec4(v[0].r, v0[1].a, v0[1].b, v0[1].g), afpvec4(v0[1].r, v0[0].a, v0[0].b, v0[0].g)); } else if (gz >= psc(c) + p.front / 8) { afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y, z + 1)); v = afpvec8(afpvec4(v1[1].b, v1[1].g, v1[1].r, v1[0].a), afpvec4(v1[0].b, v1[0].g, v1[0].r, v[1].a)); } image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int v_offset = z * psc(cstep) + y * psc(w) + x; afpvec8 v = buffer_ld8(bottom_blob_data, v_offset); if (gz < p.front / 8) { afpvec8 v0 = buffer_ld8(bottom_blob_data, v_offset - psc(cstep)); v = afpvec8(afpvec4(v[0].r, v0[1].a, v0[1].b, v0[1].g), afpvec4(v0[1].r, v0[0].a, v0[0].b, v0[0].g)); } else if (gz >= psc(c) + p.front / 8) { afpvec8 v1 = buffer_ld8(bottom_blob_data, v_offset + psc(cstep)); v = afpvec8(afpvec4(v1[1].b, v1[1].g, v1[1].r, v1[0].a), afpvec4(v1[0].b, v1[0].g, v1[0].r, v[1].a)); } buffer_st8(top_blob_data, gi, v); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfp per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { int x = gx - p.left; if (type == 0) { if (x >= 0 && x < psc(w) * 8) { #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x / 8, 0, 0)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(x % 8) / 4][x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 8) * 4 + (x % 8) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 8) * 8 + x % 8; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, 0, 0), v); #else buffer_st1(top_blob_data, gx, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) * 8 - 1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x / 8, 0, 0)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(x % 8) / 4][x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 8) * 4 + (x % 8) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 8) * 8 + x % 8; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w * 8 - 1) - abs(x - (p.w * 8 - 1)); // x = (psc(w) * 8 - 1) - abs(x - (psc(w) * 8 - 1)); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x / 8, 0, 0)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(x % 8) / 4][x % 4]); #else #if NCNN_fp16_packed int v_offset = (x / 8) * 4 + (x % 8) / 2; int lane2 = x % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gx, v[lane2]); #else int v_offset = (x / 8) * 8 + x % 8; buffer_cp1(top_blob_data, gx, bottom_blob_data, v_offset); #endif #endif } } else if (psc(dims) == 2) { const int gi = gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) * 8) { #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y / 8, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[(y % 8) / 4][y % 4]); #else #if NCNN_fp16_packed int v_offset = ((y / 8) * psc(w) + x) * 4 + (y % 8) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 8) * psc(w) + x) * 8 + y % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, 0), v); #else buffer_st1(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) * 8 - 1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y / 8, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[(y % 8) / 4][y % 4]); #else #if NCNN_fp16_packed int v_offset = ((y / 8) * psc(w) + x) * 4 + (y % 8) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 8) * psc(w) + x) * 8 + y % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h * 8 - 1) - abs(y - (p.h * 8 - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) * 8 - 1) - abs(y - (psc(h) * 8 - 1)); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y / 8, 0)); image3d_st1(top_blob, ivec3(gx, gy, 0), v[(y % 8) / 4][y % 4]); #else #if NCNN_fp16_packed int v_offset = ((y / 8) * psc(w) + x) * 4 + (y % 8) / 2; int lane2 = y % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((y / 8) * psc(w) + x) * 8 + y % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } else // if (psc(dims) == 3) { const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; int x = gx - p.left; int y = gy - p.top; int z = gz - p.front; if (type == 0) { if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c) * 8) { #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z / 8)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(z % 8) / 4][z % 4]); #else #if NCNN_fp16_packed int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z % 8) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 8 + z % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } else if (per_channel_pad == 1) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), per_channel_pad_blob, ivec3(gz, 0, 0)); #else buffer_cp1(top_blob_data, gi, per_channel_pad_blob_data, gz); #endif } else { afp v = afp(value); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), v); #else buffer_st1(top_blob_data, gi, v); #endif } } if (type == 1) { x = clamp(x, 0, psc(w) - 1); y = clamp(y, 0, psc(h) - 1); z = clamp(z, 0, psc(c) * 8 - 1); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z / 8)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(z % 8) / 4][z % 4]); #else #if NCNN_fp16_packed int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z % 8) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 8 + z % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } if (type == 2) { x = abs(x); y = abs(y); z = abs(z); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w - 1) - abs(x - (p.w - 1)); y = (p.h - 1) - abs(y - (p.h - 1)); z = (p.c * 8 - 1) - abs(z - (p.c * 8 - 1)); // x = (psc(w) - 1) - abs(x - (psc(w) - 1)); // y = (psc(h) - 1) - abs(y - (psc(h) - 1)); // z = (psc(c) * 8 - 1) - abs(z - (psc(c) * 8 - 1)); #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(x, y, z / 8)); image3d_st1(top_blob, ivec3(gx, gy, gz), v[(z % 8) / 4][z % 4]); #else #if NCNN_fp16_packed int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z % 8) / 2; int lane2 = z % 2; afpvec2 v = buffer_ld2(bottom_blob_data, v_offset); buffer_st1(top_blob_data, gi, v[lane2]); #else int v_offset = ((z / 8) * psc(cstep) + y * psc(w) + x) * 8 + z % 8; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int type = 1; layout (constant_id = 1) const float value = 0; layout (constant_id = 2) const int per_channel_pad = 0; #define shape_constant_id_offset 3 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; layout (binding = 2) uniform unfp sampler3D per_channel_pad_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; layout (binding = 2) readonly buffer per_channel_pad_blob { sfpvec4 per_channel_pad_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; int left; int top; int front; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { int x = gx - p.left / 4; if (type == 0) { // nvidia driver crash when using load and store pair :( // copy is the workaround --- nihui #if NCNN_image_shader if (x >= 0 && x < psc(w) * 2) { image3d_cp4(top_blob, ivec3(gx, 0, 0), bottom_blob, ivec3(x, 0, 0)); } else { v = afpvec4(value); image3d_st4(top_blob, ivec3(gx, 0, 0), v); } #else if (x >= 0 && x < psc(w) * 2) { buffer_cp4(top_blob_data, gx, bottom_blob_data, x); } else { // nvidia driver is unhappy if we do not touch the v variable here :< v = afpvec4(value); buffer_st4(top_blob_data, gx, v); // buffer_st4(top_blob_data, gx, afpvec4(value)); } #endif } if (type == 1) { #if NCNN_image_shader if (x < 0) { v = afpvec4(image3d_ld4(bottom_blob, ivec3(0, 0, 0)).r); } else if (x >= psc(w) * 2) { v = afpvec4(image3d_ld4(bottom_blob, ivec3(psc(w) * 2 - 1, 0, 0)).a); } else { v = image3d_ld4(bottom_blob, ivec3((x / 2) * 2 + x % 2, 0, 0)); } image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else if (x < 0) { v = afpvec4(buffer_ld4(bottom_blob_data, 0).r); } else if (x >= psc(w) * 2) { v = afpvec4(buffer_ld4(bottom_blob_data, psc(w) * 2 - 1).a); } else { v = buffer_ld4(bottom_blob_data, (x / 2) * 2 + x % 2); } buffer_st4(top_blob_data, gx, v); #endif } if (type == 2) { #if NCNN_image_shader if (x < 0) { ivec2 x01 = -x + ivec2(1, 0); afpvec4 v0 = image3d_ld4(bottom_blob, ivec3((x01.x / 2) * 2 + x01.x % 2, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3((x01.y / 2) * 2 + x01.y % 2, 0, 0)); v = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (x >= psc(w) * 2) { ivec2 x01 = psc(w) * 2 - x + psc(w) * 2 - 1 - ivec2(1, 0); afpvec4 v0 = image3d_ld4(bottom_blob, ivec3((x01.x / 2) * 2 + x01.x % 2, 0, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3((x01.y / 2) * 2 + x01.y % 2, 0, 0)); v = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v = image3d_ld4(bottom_blob, ivec3((x / 2) * 2 + x % 2, 0, 0)); } image3d_st4(top_blob, ivec3(gx, 0, 0), v); #else if (x < 0) { ivec2 x01 = -x + ivec2(1, 0); afpvec4 v0 = buffer_ld4(bottom_blob_data, (x01.x / 2) * 2 + x01.x % 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, (x01.y / 2) * 2 + x01.y % 2); v = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (x >= psc(w) * 2) { ivec2 x01 = psc(w) * 2 - x + psc(w) * 2 - 1 - ivec2(1, 0); afpvec4 v0 = buffer_ld4(bottom_blob_data, (x01.x / 2) * 2 + x01.x % 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, (x01.y / 2) * 2 + x01.y % 2); v = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v = buffer_ld4(bottom_blob_data, (x / 2) * 2 + x % 2); } buffer_st4(top_blob_data, gx, v); #endif } } else if (psc(dims) == 2) { int x = gx - p.left; int y = gy - p.top / 4; if (type == 0) { #if NCNN_image_shader if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) * 2) { v = image3d_ld4(bottom_blob, ivec3(x * 2 + y % 2, y / 2, 0)); } else { v = afpvec4(value); } image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) * 2) { v = buffer_ld4(bottom_blob_data, (y / 2) * psc(w) * 2 + x * 2 + y % 2); } else { v = afpvec4(value); } const int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) * 2 - 1); #if NCNN_image_shader if (y < 0) { v = afpvec4(image3d_ld4(bottom_blob, ivec3(x * 2, 0, 0)).r); } else if (y >= psc(h) * 2) { v = afpvec4(image3d_ld4(bottom_blob, ivec3(x * 2 + 1, psc(h) * 2 - 1, 0)).a); } else { v = image3d_ld4(bottom_blob, ivec3(x * 2 + y % 2, y / 2, 0)); } image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else if (y < 0) { v = afpvec4(buffer_ld4(bottom_blob_data, x * 2).r); } else if (y >= psc(h) * 2) { v = afpvec4(buffer_ld4(bottom_blob_data, (psc(h) * 2 - 1) * psc(w) * 2 + x * 2 + 1).a); } else { v = buffer_ld4(bottom_blob_data, (y / 2) * psc(w) * 2 + x * 2 + y % 2); } const int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w * 2 - 1) - abs(x - (p.w * 2 - 1)); // x = (psc(w) * 2 - 1) - abs(x - (psc(w) * 2 - 1)); #if NCNN_image_shader if (y < 0) { ivec2 y01 = -y + ivec2(1, 0); afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x * 2 + y01.x % 2, y01.x / 2, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x * 2 + y01.y % 2, y01.y / 2, 0)); v = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (y >= psc(h) * 2) { ivec2 y01 = psc(h) * 2 - y + psc(h) * 2 - 1 - ivec2(1, 0); afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x * 2 + y01.x % 2, y01.x / 2, 0)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x * 2 + y01.y % 2, y01.y / 2, 0)); v = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v = image3d_ld4(bottom_blob, ivec3(x * 2 + y % 2, y / 2, 0)); } image3d_st4(top_blob, ivec3(gx, gy, 0), v); #else if (y < 0) { ivec2 y01 = -y + ivec2(1, 0); afpvec4 v0 = buffer_ld4(bottom_blob_data, (y01.x / 2) * psc(w) * 2 + x * 2 + y01.x % 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, (y01.y / 2) * psc(w) * 2 + x * 2 + y01.y % 2); v = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (y >= psc(h) * 2) { ivec2 y01 = psc(h) * 2 - y + psc(h) * 2 - 1 - ivec2(1, 0); afpvec4 v0 = buffer_ld4(bottom_blob_data, (y01.x / 2) * psc(w) * 2 + x * 2 + y01.x % 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, (y01.y / 2) * psc(w) * 2 + x * 2 + y01.y % 2); v = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v = buffer_ld4(bottom_blob_data, (y / 2) * psc(w) + x * 2 + y % 2); } const int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } } else // if (psc(dims) == 3) { int x = gx - p.left; int y = gy - p.top; int z = gz - p.front / 4; if (type == 0) { #if NCNN_image_shader if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c) * 2) { v = image3d_ld4(bottom_blob, ivec3(x * 2 + z % 2, y, z / 2)); } else { v = per_channel_pad == 1 ? image3d_ld4(per_channel_pad_blob, ivec3(gz, 0, 0)) : afpvec4(value); } image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else if (x >= 0 && x < psc(w) && y >= 0 && y < psc(h) && z >= 0 && z < psc(c) * 2) { v = buffer_ld4(bottom_blob_data, ((z / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + z % 2); } else { v = per_channel_pad == 1 ? buffer_ld4(per_channel_pad_blob_data, gz) : afpvec4(value); } const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } if (type == 1) { x = clamp(x, 0, psc(w) * 2 - 1); y = clamp(y, 0, psc(h) * 2 - 1); #if NCNN_image_shader if (z < 0) { v = afpvec4(image3d_ld4(bottom_blob, ivec3(x * 2, y, 0)).r); } else if (z >= psc(c) * 2) { v = afpvec4(image3d_ld4(bottom_blob, ivec3(x * 2 + 1, y, psc(c) * 2 - 1)).a); } else { v = image3d_ld4(bottom_blob, ivec3(x * 2 + z % 2, y, z / 2)); } image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else if (z < 0) { v = afpvec4(buffer_ld4(bottom_blob_data, y * psc(w) * 2 + x * 2).r); } else if (z >= psc(c) * 2) { v = afpvec4(buffer_ld4(bottom_blob_data, ((psc(c) * 2 - 1) * psc(cstep) + y * psc(w)) * 2 + x * 2 + 1).a); } else { v = buffer_ld4(bottom_blob_data, ((z / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + y % 2); } const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } if (type == 2) { x = abs(x); y = abs(y); // NOTE psc(X) get zeros on nvidia // TODO only enable this workaround for some nvidia driver x = (p.w * 2 - 1) - abs(x - (p.w * 2 - 1)); y = (p.h * 2 - 1) - abs(y - (p.h * 2 - 1)); // x = (psc(w) * 2 - 1) - abs(x - (psc(w) * 2 - 1)); // y = (psc(h) * 2 - 1) - abs(y - (psc(h) * 2 - 1)); #if NCNN_image_shader if (z < 0) { ivec2 z01 = -z + ivec2(1, 0); afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x * 2 + z01.x % 2, y, z01.x / 2)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x * 2 + z01.y % 2, y, z01.y / 2)); v = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (z >= psc(c) * 2) { ivec2 z01 = psc(c) * 2 - z + psc(c) * 2 - 1 - ivec2(1, 0); afpvec4 v0 = image3d_ld4(bottom_blob, ivec3(x * 2 + z01.x % 2, y, z01.x / 2)); afpvec4 v1 = image3d_ld4(bottom_blob, ivec3(x * 2 + z01.y % 2, y, z01.y / 2)); v = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v = image3d_ld4(bottom_blob, ivec3(x * 2 + z % 2, y, z / 2)); } image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else if (z < 0) { ivec2 z01 = -y + ivec2(1, 0); afpvec4 v0 = buffer_ld4(bottom_blob_data, ((z01.x / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + z01.x % 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, ((z01.y / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + z01.y % 2); v = afpvec4(v1.r, v0.a, v0.b, v0.g); } else if (z >= psc(c) * 2) { ivec2 z01 = psc(c) * 2 - z + psc(c) * 2 - 1 - ivec2(1, 0); afpvec4 v0 = buffer_ld4(bottom_blob_data, ((z01.x / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + z01.x % 2); afpvec4 v1 = buffer_ld4(bottom_blob_data, ((z01.y / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + z01.y % 2); v = afpvec4(v1.b, v1.g, v1.r, v0.a); } else { v = buffer_ld4(bottom_blob_data, ((z / 2) * psc(cstep) + y * psc(w)) * 2 + x * 2 + y % 2); } const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int resize_type = 0; layout (constant_id = 1) const int align_corner = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; float scale_x; float scale_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(gz, 0, 0)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1(top_blob_data, gi, bottom_blob_data, gz); #endif return; } if (psc(dims) == 2) { if (resize_type == 1) // nearest { int sx = min(int(floor(afp(gx) * afp(p.scale_x))), psc(w) - 1); #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, gy, gz)); #else int v_offset = gz * psc(cstep) + gy * psc(w) + sx; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (resize_type == 2) // bilinear { afp fx; if (align_corner == 1) { fx = afp(gx) * afp(p.scale_x); } else { fx = (afp(gx) + afp(0.5f)) * afp(p.scale_x) - afp(0.5f); } int sx = int(floor(fx)); fx -= afp(sx); int sx_max = psc(w) - 2; if (sx < 0) { sx = 0; fx = afp(0.f); } else if (sx > sx_max) { sx = sx_max; fx = afp(1.f); } #if NCNN_image_shader afp a0 = image3d_ld1(bottom_blob, ivec3(sx, gy, gz)); afp a1 = image3d_ld1(bottom_blob, ivec3(sx + 1, gy, gz)); #else int v_offset_0 = gz * psc(cstep) + gy * psc(w) + sx; afp a0 = buffer_ld1(bottom_blob_data, v_offset_0); afp a1 = buffer_ld1(bottom_blob_data, v_offset_0 + 1); #endif afp res = a0 * (afp(1.f) - fx) + a1 * fx; #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, res); #endif } return; } if (resize_type == 1) // nearest { afpvec2 gxy = afpvec2(gx, gy); ivec2 sxy_max = ivec2(psc(w) - 1, psc(h) - 1); ivec2 sxy = min(ivec2(floor(gxy * afpvec2(p.scale_x, p.scale_y))), sxy_max); int sx = sxy.r; int sy = sxy.g; #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, sy, gz)); #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (resize_type == 2) // bilinear { afpvec2 gxy = afpvec2(gx, gy); afpvec2 fxy; if (align_corner == 1) { fxy = gxy * afpvec2(p.scale_x, p.scale_y); } else { fxy = (gxy + afp(0.5f)) * afpvec2(p.scale_x, p.scale_y) - afp(0.5f); } ivec2 sxy = ivec2(floor(fxy)); fxy -= afpvec2(sxy); ivec2 sxy_max = ivec2(psc(w) - 2, psc(h) - 2); bvec2 underflow = lessThan(sxy, ivec2(0)); bvec2 overflow = greaterThan(sxy, sxy_max); sxy = clamp(sxy, ivec2(0), sxy_max); fxy = mix(fxy, afpvec2(0.f), underflow); fxy = mix(fxy, afpvec2(1.f), overflow); int sx = sxy.r; int sy = sxy.g; #if NCNN_image_shader afp a0 = image3d_ld1(bottom_blob, ivec3(sx, sy, gz)); afp a1 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy, gz)); afp b0 = image3d_ld1(bottom_blob, ivec3(sx, sy + 1, gz)); afp b1 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 1, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; int v_offset_1 = gz * psc(cstep) + (sy + 1) * psc(w) + sx; afp a0 = buffer_ld1(bottom_blob_data, v_offset_0); afp a1 = buffer_ld1(bottom_blob_data, v_offset_0 + 1); afp b0 = buffer_ld1(bottom_blob_data, v_offset_1); afp b1 = buffer_ld1(bottom_blob_data, v_offset_1 + 1); #endif afp fx = fxy.r; afp fy = fxy.g; afpvec2 ab = afpvec2(a0, b0) * (afp(1.f) - fx) + afpvec2(a1, b1) * fx; afp res = ab.r * (afp(1.f) - fy) + ab.g * fy; #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, res); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (binding = 2) readonly buffer alpha_blob { sfpvec4 alpha_blob_data[]; }; layout (binding = 3) readonly buffer xofs_blob { int xofs_blob_data[]; }; layout (binding = 4) readonly buffer beta_blob { sfpvec4 beta_blob_data[]; }; layout (binding = 5) readonly buffer yofs_blob { int yofs_blob_data[]; }; layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 2) { int sx = xofs_blob_data[gx]; #if NCNN_image_shader afp b0 = image3d_ld1(bottom_blob, ivec3(sx - 1, gy, gz)); afp b1 = image3d_ld1(bottom_blob, ivec3(sx + 0, gy, gz)); afp b2 = image3d_ld1(bottom_blob, ivec3(sx + 1, gy, gz)); afp b3 = image3d_ld1(bottom_blob, ivec3(sx + 2, gy, gz)); #else int v_offset_1 = gz * psc(cstep) + gy * psc(w) + sx; afp b0 = buffer_ld1(bottom_blob_data, v_offset_1 - 1); afp b1 = buffer_ld1(bottom_blob_data, v_offset_1 + 0); afp b2 = buffer_ld1(bottom_blob_data, v_offset_1 + 1); afp b3 = buffer_ld1(bottom_blob_data, v_offset_1 + 2); #endif afpvec4 alpha = buffer_ld4(alpha_blob_data, gx); afpvec4 abcd = afpvec4(b0, b1, b2, b3); afp v = dot(abcd, alpha); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, v); #endif return; } int sx = xofs_blob_data[gx]; int sy = yofs_blob_data[gy]; #if NCNN_image_shader afp a0 = image3d_ld1(bottom_blob, ivec3(sx - 1, sy - 1, gz)); afp a1 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy - 1, gz)); afp a2 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy - 1, gz)); afp a3 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy - 1, gz)); afp b0 = image3d_ld1(bottom_blob, ivec3(sx - 1, sy + 0, gz)); afp b1 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afp b2 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afp b3 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afp c0 = image3d_ld1(bottom_blob, ivec3(sx - 1, sy + 1, gz)); afp c1 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afp c2 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afp c3 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afp d0 = image3d_ld1(bottom_blob, ivec3(sx - 1, sy + 2, gz)); afp d1 = image3d_ld1(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afp d2 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afp d3 = image3d_ld1(bottom_blob, ivec3(sx + 2, sy + 2, gz)); #else int v_offset_0 = gz * psc(cstep) + (sy - 1) * psc(w) + sx; int v_offset_1 = gz * psc(cstep) + (sy + 0) * psc(w) + sx; int v_offset_2 = gz * psc(cstep) + (sy + 1) * psc(w) + sx; int v_offset_3 = gz * psc(cstep) + (sy + 2) * psc(w) + sx; afp a0 = buffer_ld1(bottom_blob_data, v_offset_0 - 1); afp a1 = buffer_ld1(bottom_blob_data, v_offset_0 + 0); afp a2 = buffer_ld1(bottom_blob_data, v_offset_0 + 1); afp a3 = buffer_ld1(bottom_blob_data, v_offset_0 + 2); afp b0 = buffer_ld1(bottom_blob_data, v_offset_1 - 1); afp b1 = buffer_ld1(bottom_blob_data, v_offset_1 + 0); afp b2 = buffer_ld1(bottom_blob_data, v_offset_1 + 1); afp b3 = buffer_ld1(bottom_blob_data, v_offset_1 + 2); afp c0 = buffer_ld1(bottom_blob_data, v_offset_2 - 1); afp c1 = buffer_ld1(bottom_blob_data, v_offset_2 + 0); afp c2 = buffer_ld1(bottom_blob_data, v_offset_2 + 1); afp c3 = buffer_ld1(bottom_blob_data, v_offset_2 + 2); afp d0 = buffer_ld1(bottom_blob_data, v_offset_3 - 1); afp d1 = buffer_ld1(bottom_blob_data, v_offset_3 + 0); afp d2 = buffer_ld1(bottom_blob_data, v_offset_3 + 1); afp d3 = buffer_ld1(bottom_blob_data, v_offset_3 + 2); #endif afpmat4 abcd0123 = afpmat4( a0, a1, a2, a3, b0, b1, b2, b3, c0, c1, c2, c3, d0, d1, d2, d3 ); afpvec4 alpha = buffer_ld4(alpha_blob_data, gx); afpvec4 abcd = alpha * abcd0123; afpvec4 beta = buffer_ld4(beta_blob_data, gy); afp v = dot(abcd, beta); #if NCNN_image_shader image3d_st1(top_blob, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int align_corner = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int w = 0; layout (constant_id = shape_constant_id_offset + 1) const int outw = 0; layout (binding = 0) writeonly buffer alpha_blob { sfpvec4 alpha_blob_data[]; }; layout (binding = 1) writeonly buffer xofs_blob { int xofs_blob_data[]; }; layout (push_constant) uniform parameter { int w; int outw; float scale; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= 1 || gz >= 1) return; afp fx; if (align_corner == 1) { fx = afp(gx) * afp(p.scale); } else { fx = (afp(gx) + afp(0.5f)) * afp(p.scale) - afp(0.5f); } int sx = int(floor(fx)); fx -= afp(sx); // interpolate_cubic(fx, coeffs); afpvec4 coeffs; { const afp A = afp(-0.75f); afp fx0 = fx + afp(1.f); afp fx1 = fx; afp fx2 = afp(1.f) - fx; // afp fx3 = afp(2.f) - fx; coeffs.r = A * fx0*fx0*fx0 - afp(5.f)*A * fx0*fx0 + afp(8.f)*A * fx0 - afp(4.f)*A; coeffs.g = (A+afp(2.f)) * fx1*fx1*fx1 - (A+afp(3.f)) * fx1*fx1 + afp(1.f); coeffs.b = (A+afp(2.f)) * fx2*fx2*fx2 - (A+afp(3.f)) * fx2*fx2 + afp(1.f); coeffs.a = afp(1.f) - coeffs.r - coeffs.g - coeffs.b; } if (sx <= -1) { sx = 1; coeffs.r = afp(1.f) - coeffs.a; coeffs.g = coeffs.a; coeffs.b = afp(0.f); coeffs.a = afp(0.f); } if (sx == 0) { sx = 1; coeffs.r = coeffs.r + coeffs.g; coeffs.g = coeffs.b; coeffs.b = coeffs.a; coeffs.a = afp(0.f); } if (sx == psc(w) - 2) { sx = psc(w) - 3; coeffs.a = coeffs.b + coeffs.a; coeffs.b = coeffs.g; coeffs.g = coeffs.r; coeffs.r = afp(0.f); } if (sx >= psc(w) - 1) { sx = psc(w) - 3; coeffs.a = afp(1.f) - coeffs.r; coeffs.b = coeffs.r; coeffs.g = afp(0.f); coeffs.r = afp(0.f); } buffer_st4(alpha_blob_data, gx, coeffs); xofs_blob_data[gx] = sx; } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (binding = 2) readonly buffer alpha_blob { sfpvec4 alpha_blob_data[]; }; layout (binding = 3) readonly buffer xofs_blob { int xofs_blob_data[]; }; layout (binding = 4) readonly buffer beta_blob { sfpvec4 beta_blob_data[]; }; layout (binding = 5) readonly buffer yofs_blob { int yofs_blob_data[]; }; layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 2) { int sx = xofs_blob_data[gx]; #if NCNN_image_shader afpvec4 b0 = image3d_ld4(bottom_blob, ivec3(sx - 1, gy, gz)); afpvec4 b1 = image3d_ld4(bottom_blob, ivec3(sx + 0, gy, gz)); afpvec4 b2 = image3d_ld4(bottom_blob, ivec3(sx + 1, gy, gz)); afpvec4 b3 = image3d_ld4(bottom_blob, ivec3(sx + 2, gy, gz)); afpmat4 b0123 = afpmat4(b0, b1, b2, b3); #else int v_offset_1 = gz * psc(cstep) + gy * psc(w) + sx; afpvec4 b0 = buffer_ld4(bottom_blob_data, v_offset_1 - 1); afpvec4 b1 = buffer_ld4(bottom_blob_data, v_offset_1 + 0); afpvec4 b2 = buffer_ld4(bottom_blob_data, v_offset_1 + 1); afpvec4 b3 = buffer_ld4(bottom_blob_data, v_offset_1 + 2); afpmat4 b0123 = afpmat4(b0, b1, b2, b3); #endif afpvec4 alpha = buffer_ld4(alpha_blob_data, gx); afpvec4 v = b0123 * alpha; #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif return; } int sx = xofs_blob_data[gx]; int sy = yofs_blob_data[gy]; #if NCNN_image_shader afpvec4 a0 = image3d_ld4(bottom_blob, ivec3(sx - 1, sy - 1, gz)); afpvec4 a1 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy - 1, gz)); afpvec4 a2 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy - 1, gz)); afpvec4 a3 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy - 1, gz)); afpmat4 a0123 = afpmat4(a0, a1, a2, a3); afpvec4 b0 = image3d_ld4(bottom_blob, ivec3(sx - 1, sy + 0, gz)); afpvec4 b1 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afpvec4 b2 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afpvec4 b3 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afpmat4 b0123 = afpmat4(b0, b1, b2, b3); afpvec4 c0 = image3d_ld4(bottom_blob, ivec3(sx - 1, sy + 1, gz)); afpvec4 c1 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afpvec4 c2 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afpvec4 c3 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afpmat4 c0123 = afpmat4(c0, c1, c2, c3); afpvec4 d0 = image3d_ld4(bottom_blob, ivec3(sx - 1, sy + 2, gz)); afpvec4 d1 = image3d_ld4(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afpvec4 d2 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afpvec4 d3 = image3d_ld4(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afpmat4 d0123 = afpmat4(d0, d1, d2, d3); #else int v_offset_0 = gz * psc(cstep) + (sy - 1) * psc(w) + sx; int v_offset_1 = gz * psc(cstep) + (sy + 0) * psc(w) + sx; int v_offset_2 = gz * psc(cstep) + (sy + 1) * psc(w) + sx; int v_offset_3 = gz * psc(cstep) + (sy + 2) * psc(w) + sx; afpvec4 a0 = buffer_ld4(bottom_blob_data, v_offset_0 - 1); afpvec4 a1 = buffer_ld4(bottom_blob_data, v_offset_0 + 0); afpvec4 a2 = buffer_ld4(bottom_blob_data, v_offset_0 + 1); afpvec4 a3 = buffer_ld4(bottom_blob_data, v_offset_0 + 2); afpmat4 a0123 = afpmat4(a0, a1, a2, a3); afpvec4 b0 = buffer_ld4(bottom_blob_data, v_offset_1 - 1); afpvec4 b1 = buffer_ld4(bottom_blob_data, v_offset_1 + 0); afpvec4 b2 = buffer_ld4(bottom_blob_data, v_offset_1 + 1); afpvec4 b3 = buffer_ld4(bottom_blob_data, v_offset_1 + 2); afpmat4 b0123 = afpmat4(b0, b1, b2, b3); afpvec4 c0 = buffer_ld4(bottom_blob_data, v_offset_2 - 1); afpvec4 c1 = buffer_ld4(bottom_blob_data, v_offset_2 + 0); afpvec4 c2 = buffer_ld4(bottom_blob_data, v_offset_2 + 1); afpvec4 c3 = buffer_ld4(bottom_blob_data, v_offset_2 + 2); afpmat4 c0123 = afpmat4(c0, c1, c2, c3); afpvec4 d0 = buffer_ld4(bottom_blob_data, v_offset_3 - 1); afpvec4 d1 = buffer_ld4(bottom_blob_data, v_offset_3 + 0); afpvec4 d2 = buffer_ld4(bottom_blob_data, v_offset_3 + 1); afpvec4 d3 = buffer_ld4(bottom_blob_data, v_offset_3 + 2); afpmat4 d0123 = afpmat4(d0, d1, d2, d3); #endif afpvec4 alpha = buffer_ld4(alpha_blob_data, gx); afpvec4 a = a0123 * alpha; afpvec4 b = b0123 * alpha; afpvec4 c = c0123 * alpha; afpvec4 d = d0123 * alpha; afpmat4 abcd = afpmat4(a, b, c, d); afpvec4 beta = buffer_ld4(beta_blob_data, gy); afpvec4 v = abcd * beta; #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (binding = 2) readonly buffer alpha_blob { sfpvec4 alpha_blob_data[]; }; layout (binding = 3) readonly buffer xofs_blob { int xofs_blob_data[]; }; layout (binding = 4) readonly buffer beta_blob { sfpvec4 beta_blob_data[]; }; layout (binding = 5) readonly buffer yofs_blob { int yofs_blob_data[]; }; layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 2) { int sx = xofs_blob_data[gx]; #if NCNN_image_shader afpvec8 b0 = image3d_ld8(bottom_blob, ivec3(sx - 1, gy, gz)); afpvec8 b1 = image3d_ld8(bottom_blob, ivec3(sx + 0, gy, gz)); afpvec8 b2 = image3d_ld8(bottom_blob, ivec3(sx + 1, gy, gz)); afpvec8 b3 = image3d_ld8(bottom_blob, ivec3(sx + 2, gy, gz)); #else int v_offset_1 = gz * psc(cstep) + gy * psc(w) + sx; afpvec8 b0 = buffer_ld8(bottom_blob_data, v_offset_1 - 1); afpvec8 b1 = buffer_ld8(bottom_blob_data, v_offset_1 + 0); afpvec8 b2 = buffer_ld8(bottom_blob_data, v_offset_1 + 1); afpvec8 b3 = buffer_ld8(bottom_blob_data, v_offset_1 + 2); #endif afpvec4 alpha = buffer_ld4(alpha_blob_data, gx); afpvec8 v; v[0] = b0[0] * alpha.r + b1[0] * alpha.g + b2[0] * alpha.b + b3[0] * alpha.a; v[1] = b0[1] * alpha.r + b1[1] * alpha.g + b2[1] * alpha.b + b3[1] * alpha.a; #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif return; } int sx = xofs_blob_data[gx]; int sy = yofs_blob_data[gy]; afpvec4 alpha = buffer_ld4(alpha_blob_data, gx); #if NCNN_image_shader afpvec8 a0 = image3d_ld8(bottom_blob, ivec3(sx - 1, sy - 1, gz)); afpvec8 a1 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy - 1, gz)); afpvec8 a2 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy - 1, gz)); afpvec8 a3 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy - 1, gz)); afpvec8 a; a[0] = a0[0] * alpha.r + a1[0] * alpha.g + a2[0] * alpha.b + a3[0] * alpha.a; a[1] = a0[1] * alpha.r + a1[1] * alpha.g + a2[1] * alpha.b + a3[1] * alpha.a; afpvec8 b0 = image3d_ld8(bottom_blob, ivec3(sx - 1, sy + 0, gz)); afpvec8 b1 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 0, gz)); afpvec8 b2 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 0, gz)); afpvec8 b3 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 0, gz)); afpvec8 b; b[0] = b0[0] * alpha.r + b1[0] * alpha.g + b2[0] * alpha.b + b3[0] * alpha.a; b[1] = b0[1] * alpha.r + b1[1] * alpha.g + b2[1] * alpha.b + b3[1] * alpha.a; afpvec8 c0 = image3d_ld8(bottom_blob, ivec3(sx - 1, sy + 1, gz)); afpvec8 c1 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 1, gz)); afpvec8 c2 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 1, gz)); afpvec8 c3 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 1, gz)); afpvec8 c; c[0] = c0[0] * alpha.r + c1[0] * alpha.g + c2[0] * alpha.b + c3[0] * alpha.a; c[1] = c0[1] * alpha.r + c1[1] * alpha.g + c2[1] * alpha.b + c3[1] * alpha.a; afpvec8 d0 = image3d_ld8(bottom_blob, ivec3(sx - 1, sy + 2, gz)); afpvec8 d1 = image3d_ld8(bottom_blob, ivec3(sx + 0, sy + 2, gz)); afpvec8 d2 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 2, gz)); afpvec8 d3 = image3d_ld8(bottom_blob, ivec3(sx + 2, sy + 2, gz)); afpvec8 d; d[0] = d0[0] * alpha.r + d1[0] * alpha.g + d2[0] * alpha.b + d3[0] * alpha.a; d[1] = d0[1] * alpha.r + d1[1] * alpha.g + d2[1] * alpha.b + d3[1] * alpha.a; #else int v_offset_0 = gz * psc(cstep) + (sy - 1) * psc(w) + sx; int v_offset_1 = gz * psc(cstep) + (sy + 0) * psc(w) + sx; int v_offset_2 = gz * psc(cstep) + (sy + 1) * psc(w) + sx; int v_offset_3 = gz * psc(cstep) + (sy + 2) * psc(w) + sx; afpvec8 a0 = buffer_ld8(bottom_blob_data, v_offset_0 - 1); afpvec8 a1 = buffer_ld8(bottom_blob_data, v_offset_0 + 0); afpvec8 a2 = buffer_ld8(bottom_blob_data, v_offset_0 + 1); afpvec8 a3 = buffer_ld8(bottom_blob_data, v_offset_0 + 2); afpvec8 a; a[0] = a0[0] * alpha.r + a1[0] * alpha.g + a2[0] * alpha.b + a3[0] * alpha.a; a[1] = a0[1] * alpha.r + a1[1] * alpha.g + a2[1] * alpha.b + a3[1] * alpha.a; afpvec8 b0 = buffer_ld8(bottom_blob_data, v_offset_1 - 1); afpvec8 b1 = buffer_ld8(bottom_blob_data, v_offset_1 + 0); afpvec8 b2 = buffer_ld8(bottom_blob_data, v_offset_1 + 1); afpvec8 b3 = buffer_ld8(bottom_blob_data, v_offset_1 + 2); afpvec8 b; b[0] = b0[0] * alpha.r + b1[0] * alpha.g + b2[0] * alpha.b + b3[0] * alpha.a; b[1] = b0[1] * alpha.r + b1[1] * alpha.g + b2[1] * alpha.b + b3[1] * alpha.a; afpvec8 c0 = buffer_ld8(bottom_blob_data, v_offset_2 - 1); afpvec8 c1 = buffer_ld8(bottom_blob_data, v_offset_2 + 0); afpvec8 c2 = buffer_ld8(bottom_blob_data, v_offset_2 + 1); afpvec8 c3 = buffer_ld8(bottom_blob_data, v_offset_2 + 2); afpvec8 c; c[0] = c0[0] * alpha.r + c1[0] * alpha.g + c2[0] * alpha.b + c3[0] * alpha.a; c[1] = c0[1] * alpha.r + c1[1] * alpha.g + c2[1] * alpha.b + c3[1] * alpha.a; afpvec8 d0 = buffer_ld8(bottom_blob_data, v_offset_3 - 1); afpvec8 d1 = buffer_ld8(bottom_blob_data, v_offset_3 + 0); afpvec8 d2 = buffer_ld8(bottom_blob_data, v_offset_3 + 1); afpvec8 d3 = buffer_ld8(bottom_blob_data, v_offset_3 + 2); afpvec8 d; d[0] = d0[0] * alpha.r + d1[0] * alpha.g + d2[0] * alpha.b + d3[0] * alpha.a; d[1] = d0[1] * alpha.r + d1[1] * alpha.g + d2[1] * alpha.b + d3[1] * alpha.a; #endif afpvec4 beta = buffer_ld4(beta_blob_data, gy); afpvec8 v; v[0] = a[0] * beta.r + b[0] * beta.g + c[0] * beta.b + d[0] * beta.a; v[1] = a[1] * beta.r + b[1] * beta.g + c[1] * beta.b + d[1] * beta.a; #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int resize_type = 0; layout (constant_id = 1) const int align_corner = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; float scale_x; float scale_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(gz, 0, 0)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp4(top_blob_data, gi, bottom_blob_data, gz); #endif return; } if (psc(dims) == 2) { if (resize_type == 1) // nearest { int sx = min(int(floor(afp(gx) * afp(p.scale_x))), psc(w) - 1); #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, gy, gz)); #else int v_offset = gz * psc(cstep) + gy * psc(w) + sx; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (resize_type == 2) // bilinear { afp fx; if (align_corner == 1) { fx = afp(gx) * afp(p.scale_x); } else { fx = (afp(gx) + afp(0.5f)) * afp(p.scale_x) - afp(0.5f); } int sx = int(floor(fx)); fx -= afp(sx); int sx_max = psc(w) - 2; if (sx < 0) { sx = 0; fx = afp(0.f); } else if (sx > sx_max) { sx = sx_max; fx = afp(1.f); } #if NCNN_image_shader afpvec4 a0 = image3d_ld4(bottom_blob, ivec3(sx, gy, gz)); afpvec4 a1 = image3d_ld4(bottom_blob, ivec3(sx + 1, gy, gz)); #else int v_offset_0 = gz * psc(cstep) + gy * psc(w) + sx; afpvec4 a0 = buffer_ld4(bottom_blob_data, v_offset_0); afpvec4 a1 = buffer_ld4(bottom_blob_data, v_offset_0 + 1); #endif afpvec4 res = a0 * (afp(1.f) - fx) + a1 * fx; #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, res); #endif } return; } if (resize_type == 1) // nearest { afpvec2 gxy = afpvec2(gx, gy); ivec2 sxy_max = ivec2(psc(w) - 1, psc(h) - 1); ivec2 sxy = min(ivec2(floor(gxy * afpvec2(p.scale_x, p.scale_y))), sxy_max); int sx = sxy.r; int sy = sxy.g; #if NCNN_image_shader image3d_cp4(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, sy, gz)); #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp4(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (resize_type == 2) // bilinear { afpvec2 gxy = afpvec2(gx, gy); afpvec2 fxy; if (align_corner == 1) { fxy = gxy * afpvec2(p.scale_x, p.scale_y); } else { fxy = (gxy + afp(0.5f)) * afpvec2(p.scale_x, p.scale_y) - afp(0.5f); } ivec2 sxy = ivec2(floor(fxy)); fxy -= afpvec2(sxy); ivec2 sxy_max = ivec2(psc(w) - 2, psc(h) - 2); bvec2 underflow = lessThan(sxy, ivec2(0)); bvec2 overflow = greaterThan(sxy, sxy_max); sxy = clamp(sxy, ivec2(0), sxy_max); fxy = mix(fxy, afpvec2(0.f), underflow); fxy = mix(fxy, afpvec2(1.f), overflow); int sx = sxy.r; int sy = sxy.g; #if NCNN_image_shader afpvec4 a0 = image3d_ld4(bottom_blob, ivec3(sx, sy, gz)); afpvec4 a1 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy, gz)); afpvec4 b0 = image3d_ld4(bottom_blob, ivec3(sx, sy + 1, gz)); afpvec4 b1 = image3d_ld4(bottom_blob, ivec3(sx + 1, sy + 1, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; int v_offset_1 = gz * psc(cstep) + (sy + 1) * psc(w) + sx; afpvec4 a0 = buffer_ld4(bottom_blob_data, v_offset_0); afpvec4 a1 = buffer_ld4(bottom_blob_data, v_offset_0 + 1); afpvec4 b0 = buffer_ld4(bottom_blob_data, v_offset_1); afpvec4 b1 = buffer_ld4(bottom_blob_data, v_offset_1 + 1); #endif afp fx = fxy.r; afp fy = fxy.g; afpvec4 a = a0 * (afp(1.f) - fx) + a1 * fx; afpvec4 b = b0 * (afp(1.f) - fx) + b1 * fx; afpvec4 res = a * (afp(1.f) - fy) + b * fy; #if NCNN_image_shader image3d_st4(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, res); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int resize_type = 0; layout (constant_id = 1) const int align_corner = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; float scale_x; float scale_y; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; if (psc(dims) == 1) { #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(gz, 0, 0)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp8(top_blob_data, gi, bottom_blob_data, gz); #endif return; } if (psc(dims) == 2) { if (resize_type == 1) // nearest { int sx = min(int(floor(afp(gx) * afp(p.scale_x))), psc(w) - 1); #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, gy, gz)); #else int v_offset = gz * psc(cstep) + gy * psc(w) + sx; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (resize_type == 2) // bilinear { afp fx; if (align_corner == 1) { fx = afp(gx) * afp(p.scale_x); } else { fx = (afp(gx) + afp(0.5f)) * afp(p.scale_x) - afp(0.5f); } int sx = int(floor(fx)); fx -= afp(sx); int sx_max = psc(w) - 2; if (sx < 0) { sx = 0; fx = afp(0.f); } else if (sx > sx_max) { sx = sx_max; fx = afp(1.f); } #if NCNN_image_shader afpvec8 a0 = image3d_ld8(bottom_blob, ivec3(sx, gy, gz)); afpvec8 a1 = image3d_ld8(bottom_blob, ivec3(sx + 1, gy, gz)); #else int v_offset_0 = gz * psc(cstep) + gy * psc(w) + sx; afpvec8 a0 = buffer_ld8(bottom_blob_data, v_offset_0); afpvec8 a1 = buffer_ld8(bottom_blob_data, v_offset_0 + 1); #endif afpvec8 res; res[0] = a0[0] * (afp(1.f) - fx) + a1[0] * fx; res[1] = a0[1] * (afp(1.f) - fx) + a1[1] * fx; #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, res); #endif } return; } if (resize_type == 1) // nearest { afpvec2 gxy = afpvec2(gx, gy); ivec2 sxy_max = ivec2(psc(w) - 1, psc(h) - 1); ivec2 sxy = min(ivec2(floor(gxy * afpvec2(p.scale_x, p.scale_y))), sxy_max); int sx = sxy.r; int sy = sxy.g; #if NCNN_image_shader image3d_cp8(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, sy, gz)); #else int v_offset = gz * psc(cstep) + sy * psc(w) + sx; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp8(top_blob_data, gi, bottom_blob_data, v_offset); #endif } if (resize_type == 2) // bilinear { afpvec2 gxy = afpvec2(gx, gy); afpvec2 fxy; if (align_corner == 1) { fxy = gxy * afpvec2(p.scale_x, p.scale_y); } else { fxy = (gxy + afp(0.5f)) * afpvec2(p.scale_x, p.scale_y) - afp(0.5f); } ivec2 sxy = ivec2(floor(fxy)); fxy -= afpvec2(sxy); ivec2 sxy_max = ivec2(psc(w) - 2, psc(h) - 2); bvec2 underflow = lessThan(sxy, ivec2(0)); bvec2 overflow = greaterThan(sxy, sxy_max); sxy = clamp(sxy, ivec2(0), sxy_max); fxy = mix(fxy, afpvec2(0.f), underflow); fxy = mix(fxy, afpvec2(1.f), overflow); int sx = sxy.r; int sy = sxy.g; #if NCNN_image_shader afpvec8 a0 = image3d_ld8(bottom_blob, ivec3(sx, sy, gz)); afpvec8 a1 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy, gz)); afpvec8 b0 = image3d_ld8(bottom_blob, ivec3(sx, sy + 1, gz)); afpvec8 b1 = image3d_ld8(bottom_blob, ivec3(sx + 1, sy + 1, gz)); #else int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx; int v_offset_1 = gz * psc(cstep) + (sy + 1) * psc(w) + sx; afpvec8 a0 = buffer_ld8(bottom_blob_data, v_offset_0); afpvec8 a1 = buffer_ld8(bottom_blob_data, v_offset_0 + 1); afpvec8 b0 = buffer_ld8(bottom_blob_data, v_offset_1); afpvec8 b1 = buffer_ld8(bottom_blob_data, v_offset_1 + 1); #endif afp fx = fxy.r; afp fy = fxy.g; afpvec8 a; afpvec8 b; a[0] = a0[0] * (afp(1.f) - fx) + a1[0] * fx; a[1] = a0[1] * (afp(1.f) - fx) + a1[1] * fx; b[0] = b0[0] * (afp(1.f) - fx) + b1[0] * fx; b[1] = b0[1] * (afp(1.f) - fx) + b1[1] * fx; afpvec8 res; res[0] = a[0] * (afp(1.f) - fy) + b[0] * fy; res[1] = a[1] * (afp(1.f) - fy) + b[1] * fy; #if NCNN_image_shader image3d_st8(top_blob, ivec3(gx, gy, gz), res); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, res); #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float const_min = 0; layout (constant_id = 1) const float const_max = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif v = clamp(v, afp(const_min), afp(const_max)); #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float const_min = 0; layout (constant_id = 1) const float const_max = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif v = clamp(v, afp(const_min), afp(const_max)); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float const_min = 0; layout (constant_id = 1) const float const_max = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif v[0] = clamp(v[0], afp(const_min), afp(const_max)); v[1] = clamp(v[1], afp(const_min), afp(const_max)); #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld1(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld1(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st1(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st1(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld1(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st1(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld1(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { float top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, r32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld1(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld1(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; top_blob_fp32_data[gi] = float(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, 0, 0), vec4(v)); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld1(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; top_blob_fp32_data[gi] = float(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, gy, 0), vec4(v)); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld1(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; top_blob_fp32_data[gi] = float(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, gy, gz), vec4(v)); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { float bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afp v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = afp(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, 0, 0), 0).r); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st1(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st1(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = afp(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, 0), 0).r); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st1(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = afp(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, gz), 0).r); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st1(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec4 x4 = ivec4(gx * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int x4 = gx * 4; v.r = image3d_ld1(bottom_blob_3d, ivec3(x4 + 0, 0, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(x4 + 1, 0, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(x4 + 2, 0, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(x4 + 3, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec4 y4 = ivec4(gy * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(w) + gx; v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int y4 = gy * 4; v.r = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 0, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 1, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 2, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 3, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec4 z4 = ivec4(gz * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(cstep) + ivec4(gy * psc(w) + gx); v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int z4 = gz * 4; v.r = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 1)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 2)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 3)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { vec4 top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, rgba32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec4 x4 = ivec4(gx * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int x4 = gx * 4; v.r = image3d_ld1(bottom_blob_3d, ivec3(x4 + 0, 0, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(x4 + 1, 0, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(x4 + 2, 0, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(x4 + 3, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; top_blob_fp32_data[gi] = vec4(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec4 y4 = ivec4(gy * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(w) + gx; v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int y4 = gy * 4; v.r = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 0, 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 1, 0)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 2, 0)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 3, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; top_blob_fp32_data[gi] = vec4(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec4 z4 = ivec4(gz * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(cstep) + ivec4(gy * psc(w) + gx); v.r = buffer_ld1(bottom_blob_data, v_offset.r); v.g = buffer_ld1(bottom_blob_data, v_offset.g); v.b = buffer_ld1(bottom_blob_data, v_offset.b); v.a = buffer_ld1(bottom_blob_data, v_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int z4 = gz * 4; v.r = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 0)); v.g = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 1)); v.b = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 2)); v.a = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 3)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; top_blob_fp32_data[gi] = vec4(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { float bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec4 x4 = ivec4(gx * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; v.r = afp(bottom_blob_fp32_data[v_offset.r]); v.g = afp(bottom_blob_fp32_data[v_offset.g]); v.b = afp(bottom_blob_fp32_data[v_offset.b]); v.a = afp(bottom_blob_fp32_data[v_offset.a]); } #if NCNN_image_shader if (storage_type_from == 1) { int x4 = gx * 4; v.r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 0, 0, 0), 0).r); v.g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 1, 0, 0), 0).r); v.b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 2, 0, 0), 0).r); v.a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 3, 0, 0), 0).r); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec4 y4 = ivec4(gy * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(w) + gx; v.r = afp(bottom_blob_fp32_data[v_offset.r]); v.g = afp(bottom_blob_fp32_data[v_offset.g]); v.b = afp(bottom_blob_fp32_data[v_offset.b]); v.a = afp(bottom_blob_fp32_data[v_offset.a]); } #if NCNN_image_shader if (storage_type_from == 1) { int y4 = gy * 4; v.r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 0, 0), 0).r); v.g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 1, 0), 0).r); v.b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 2, 0), 0).r); v.a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 3, 0), 0).r); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec4 z4 = ivec4(gz * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(cstep) + ivec4(gy * psc(w) + gx); v.r = afp(bottom_blob_fp32_data[v_offset.r]); v.g = afp(bottom_blob_fp32_data[v_offset.g]); v.b = afp(bottom_blob_fp32_data[v_offset.b]); v.a = afp(bottom_blob_fp32_data[v_offset.a]); } #if NCNN_image_shader if (storage_type_from == 1) { int z4 = gz * 4; v.r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 0), 0).r); v.g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 1), 0).r); v.b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 2), 0).r); v.a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 3), 0).r); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec4 x4 = ivec4(gx * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; ivec4 vv_offset = x4 + 4; v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, vv_offset.r); v[1].g = buffer_ld1(bottom_blob_data, vv_offset.g); v[1].b = buffer_ld1(bottom_blob_data, vv_offset.b); v[1].a = buffer_ld1(bottom_blob_data, vv_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int x4 = gx * 8; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(x4 + 0, 0, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(x4 + 1, 0, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(x4 + 2, 0, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(x4 + 3, 0, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(x4 + 4, 0, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(x4 + 5, 0, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(x4 + 6, 0, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(x4 + 7, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec4 y4 = ivec4(gy * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(w) + gx; ivec4 vv_offset = (y4 + 4) * psc(w) + gx; v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, vv_offset.r); v[1].g = buffer_ld1(bottom_blob_data, vv_offset.g); v[1].b = buffer_ld1(bottom_blob_data, vv_offset.b); v[1].a = buffer_ld1(bottom_blob_data, vv_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int y4 = gy * 8; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 0, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 1, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 2, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 3, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 4, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 5, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 6, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 7, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec4 z4 = ivec4(gz * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(cstep) + ivec4(gy * psc(w) + gx); ivec4 vv_offset = (z4 + 4) * psc(cstep) + ivec4(gy * psc(w) + gx); v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, vv_offset.r); v[1].g = buffer_ld1(bottom_blob_data, vv_offset.g); v[1].b = buffer_ld1(bottom_blob_data, vv_offset.b); v[1].a = buffer_ld1(bottom_blob_data, vv_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int z4 = gz * 8; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 1)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 2)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 3)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 4)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 5)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 6)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 7)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { mat2x4 top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, rgba32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec4 x4 = ivec4(gx * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; ivec4 vv_offset = x4 + 4; v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, vv_offset.r); v[1].g = buffer_ld1(bottom_blob_data, vv_offset.g); v[1].b = buffer_ld1(bottom_blob_data, vv_offset.b); v[1].a = buffer_ld1(bottom_blob_data, vv_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int x4 = gx * 8; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(x4 + 0, 0, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(x4 + 1, 0, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(x4 + 2, 0, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(x4 + 3, 0, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(x4 + 4, 0, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(x4 + 5, 0, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(x4 + 6, 0, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(x4 + 7, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; top_blob_fp32_data[gi] = mat2x4(vec4(v[0]), vec4(v[1])); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx * 2, 0, 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(gx * 2 + 1, 0, 0), v[1]); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec4 y4 = ivec4(gy * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(w) + gx; ivec4 vv_offset = (y4 + 4) * psc(w) + gx; v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, vv_offset.r); v[1].g = buffer_ld1(bottom_blob_data, vv_offset.g); v[1].b = buffer_ld1(bottom_blob_data, vv_offset.b); v[1].a = buffer_ld1(bottom_blob_data, vv_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int y4 = gy * 8; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 0, 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 1, 0)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 2, 0)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 3, 0)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 4, 0)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 5, 0)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 6, 0)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gx, y4 + 7, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; top_blob_fp32_data[gi] = mat2x4(vec4(v[0]), vec4(v[1])); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx * 2, gy, 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(gx * 2 + 1, gy, 0), v[1]); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec4 z4 = ivec4(gz * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(cstep) + ivec4(gy * psc(w) + gx); ivec4 vv_offset = (z4 + 4) * psc(cstep) + ivec4(gy * psc(w) + gx); v[0].r = buffer_ld1(bottom_blob_data, v_offset.r); v[0].g = buffer_ld1(bottom_blob_data, v_offset.g); v[0].b = buffer_ld1(bottom_blob_data, v_offset.b); v[0].a = buffer_ld1(bottom_blob_data, v_offset.a); v[1].r = buffer_ld1(bottom_blob_data, vv_offset.r); v[1].g = buffer_ld1(bottom_blob_data, vv_offset.g); v[1].b = buffer_ld1(bottom_blob_data, vv_offset.b); v[1].a = buffer_ld1(bottom_blob_data, vv_offset.a); } #if NCNN_image_shader if (storage_type_from == 1) { int z4 = gz * 8; v[0].r = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 0)); v[0].g = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 1)); v[0].b = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 2)); v[0].a = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 3)); v[1].r = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 4)); v[1].g = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 5)); v[1].b = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 6)); v[1].a = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, z4 + 7)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; top_blob_fp32_data[gi] = mat2x4(vec4(v[0]), vec4(v[1])); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx * 2, gy, gz), v[0]); imageStore(top_blob_3d_fp32, ivec3(gx * 2 + 1, gy, gz), v[1]); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { float bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec4 x4 = ivec4(gx * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; ivec4 vv_offset = x4 + 4; v[0].r = afp(bottom_blob_fp32_data[v_offset.r]); v[0].g = afp(bottom_blob_fp32_data[v_offset.g]); v[0].b = afp(bottom_blob_fp32_data[v_offset.b]); v[0].a = afp(bottom_blob_fp32_data[v_offset.a]); v[1].r = afp(bottom_blob_fp32_data[vv_offset.r]); v[1].g = afp(bottom_blob_fp32_data[vv_offset.g]); v[1].b = afp(bottom_blob_fp32_data[vv_offset.b]); v[1].a = afp(bottom_blob_fp32_data[vv_offset.a]); } #if NCNN_image_shader if (storage_type_from == 1) { int x4 = gx * 8; v[0].r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 0, 0, 0), 0).r); v[0].g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 1, 0, 0), 0).r); v[0].b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 2, 0, 0), 0).r); v[0].a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 3, 0, 0), 0).r); v[1].r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 4, 0, 0), 0).r); v[1].g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 5, 0, 0), 0).r); v[1].b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 6, 0, 0), 0).r); v[1].a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(x4 + 7, 0, 0), 0).r); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec4 y4 = ivec4(gy * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(w) + gx; ivec4 vv_offset = (y4 + 4) * psc(w) + gx; v[0].r = afp(bottom_blob_fp32_data[v_offset.r]); v[0].g = afp(bottom_blob_fp32_data[v_offset.g]); v[0].b = afp(bottom_blob_fp32_data[v_offset.b]); v[0].a = afp(bottom_blob_fp32_data[v_offset.a]); v[1].r = afp(bottom_blob_fp32_data[vv_offset.r]); v[1].g = afp(bottom_blob_fp32_data[vv_offset.g]); v[1].b = afp(bottom_blob_fp32_data[vv_offset.b]); v[1].a = afp(bottom_blob_fp32_data[vv_offset.a]); } #if NCNN_image_shader if (storage_type_from == 1) { int y4 = gy * 8; v[0].r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 0, 0), 0).r); v[0].g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 1, 0), 0).r); v[0].b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 2, 0), 0).r); v[0].a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 3, 0), 0).r); v[1].r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 4, 0), 0).r); v[1].g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 5, 0), 0).r); v[1].b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 6, 0), 0).r); v[1].a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, y4 + 7, 0), 0).r); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec4 z4 = ivec4(gz * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(cstep) + ivec4(gy * psc(w) + gx); ivec4 vv_offset = (z4 + 4) * psc(cstep) + ivec4(gy * psc(w) + gx); v[0].r = afp(bottom_blob_fp32_data[v_offset.r]); v[0].g = afp(bottom_blob_fp32_data[v_offset.g]); v[0].b = afp(bottom_blob_fp32_data[v_offset.b]); v[0].a = afp(bottom_blob_fp32_data[v_offset.a]); v[1].r = afp(bottom_blob_fp32_data[vv_offset.r]); v[1].g = afp(bottom_blob_fp32_data[vv_offset.g]); v[1].b = afp(bottom_blob_fp32_data[vv_offset.b]); v[1].a = afp(bottom_blob_fp32_data[vv_offset.a]); } #if NCNN_image_shader if (storage_type_from == 1) { int z4 = gz * 8; v[0].r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 0), 0).r); v[0].g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 1), 0).r); v[0].b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 2), 0).r); v[0].a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 3), 0).r); v[1].r = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 4), 0).r); v[1].g = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 5), 0).r); v[1].b = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 6), 0).r); v[1].a = afp(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, z4 + 7), 0).r); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { vec4 top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, rgba32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; top_blob_fp32_data[gi] = vec4(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; top_blob_fp32_data[gi] = vec4(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; top_blob_fp32_data[gi] = vec4(v); } #if NCNN_image_shader if (storage_type_to == 1) { imageStore(top_blob_3d_fp32, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { vec4 bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = afpvec4(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec4(texelFetch(bottom_blob_3d_fp32, ivec3(gx, 0, 0), 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = afpvec4(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec4(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, 0), 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = afpvec4(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec4(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, gz), 0)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st4(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { ivec4 x4 = ivec4(gx * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; buffer_st1(top_blob_data, v_offset.r, v.r); buffer_st1(top_blob_data, v_offset.g, v.g); buffer_st1(top_blob_data, v_offset.b, v.b); buffer_st1(top_blob_data, v_offset.a, v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int x4 = gx * 4; image3d_st1(top_blob_3d, ivec3(x4 + 0, 0, 0), v.r); image3d_st1(top_blob_3d, ivec3(x4 + 1, 0, 0), v.g); image3d_st1(top_blob_3d, ivec3(x4 + 2, 0, 0), v.b); image3d_st1(top_blob_3d, ivec3(x4 + 3, 0, 0), v.a); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { ivec4 y4 = ivec4(gy * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(outw) + gx; buffer_st1(top_blob_data, v_offset.r, v.r); buffer_st1(top_blob_data, v_offset.g, v.g); buffer_st1(top_blob_data, v_offset.b, v.b); buffer_st1(top_blob_data, v_offset.a, v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int y4 = gy * 4; image3d_st1(top_blob_3d, ivec3(gx, y4 + 0, 0), v.r); image3d_st1(top_blob_3d, ivec3(gx, y4 + 1, 0), v.g); image3d_st1(top_blob_3d, ivec3(gx, y4 + 2, 0), v.b); image3d_st1(top_blob_3d, ivec3(gx, y4 + 3, 0), v.a); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { ivec4 z4 = ivec4(gz * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(outcstep) + ivec4(gy * psc(outw) + gx); buffer_st1(top_blob_data, v_offset.r, v.r); buffer_st1(top_blob_data, v_offset.g, v.g); buffer_st1(top_blob_data, v_offset.b, v.b); buffer_st1(top_blob_data, v_offset.a, v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int z4 = gz * 4; image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 0), v.r); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 1), v.g); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 2), v.b); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 3), v.a); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { float top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, r32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { ivec4 x4 = ivec4(gx * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; top_blob_fp32_data[v_offset.r] = float(v.r); top_blob_fp32_data[v_offset.g] = float(v.g); top_blob_fp32_data[v_offset.b] = float(v.b); top_blob_fp32_data[v_offset.a] = float(v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int x4 = gx * 4; image3d_st1(top_blob_3d_fp32, ivec3(x4 + 0, 0, 0), v.r); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 1, 0, 0), v.g); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 2, 0, 0), v.b); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 3, 0, 0), v.a); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { ivec4 y4 = ivec4(gy * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(outw) + gx; top_blob_fp32_data[v_offset.r] = float(v.r); top_blob_fp32_data[v_offset.g] = float(v.g); top_blob_fp32_data[v_offset.b] = float(v.b); top_blob_fp32_data[v_offset.a] = float(v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int y4 = gy * 4; image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 0, 0), v.r); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 1, 0), v.g); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 2, 0), v.b); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 3, 0), v.a); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld4(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { ivec4 z4 = ivec4(gz * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(outcstep) + ivec4(gy * psc(outw) + gx); top_blob_fp32_data[v_offset.r] = float(v.r); top_blob_fp32_data[v_offset.g] = float(v.g); top_blob_fp32_data[v_offset.b] = float(v.b); top_blob_fp32_data[v_offset.a] = float(v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int z4 = gz * 4; image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 0), v.r); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 1), v.g); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 2), v.b); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 3), v.a); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { vec4 bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec4 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = afpvec4(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec4(texelFetch(bottom_blob_3d_fp32, ivec3(gx, 0, 0), 0)); } #endif if (storage_type_to == 0) { ivec4 x4 = ivec4(gx * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; buffer_st1(top_blob_data, v_offset.r, v.r); buffer_st1(top_blob_data, v_offset.g, v.g); buffer_st1(top_blob_data, v_offset.b, v.b); buffer_st1(top_blob_data, v_offset.a, v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int x4 = gx * 4; image3d_st1(top_blob_3d, ivec3(x4 + 0, 0, 0), v.r); image3d_st1(top_blob_3d, ivec3(x4 + 1, 0, 0), v.g); image3d_st1(top_blob_3d, ivec3(x4 + 2, 0, 0), v.b); image3d_st1(top_blob_3d, ivec3(x4 + 3, 0, 0), v.a); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = afpvec4(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec4(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, 0), 0)); } #endif if (storage_type_to == 0) { ivec4 y4 = ivec4(gy * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(outw) + gx; buffer_st1(top_blob_data, v_offset.r, v.r); buffer_st1(top_blob_data, v_offset.g, v.g); buffer_st1(top_blob_data, v_offset.b, v.b); buffer_st1(top_blob_data, v_offset.a, v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int y4 = gy * 4; image3d_st1(top_blob_3d, ivec3(gx, y4 + 0, 0), v.r); image3d_st1(top_blob_3d, ivec3(gx, y4 + 1, 0), v.g); image3d_st1(top_blob_3d, ivec3(gx, y4 + 2, 0), v.b); image3d_st1(top_blob_3d, ivec3(gx, y4 + 3, 0), v.a); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = afpvec4(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec4(texelFetch(bottom_blob_3d_fp32, ivec3(gx, gy, gz), 0)); } #endif if (storage_type_to == 0) { ivec4 z4 = ivec4(gz * 4) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(outcstep) + ivec4(gy * psc(outw) + gx); buffer_st1(top_blob_data, v_offset.r, v.r); buffer_st1(top_blob_data, v_offset.g, v.g); buffer_st1(top_blob_data, v_offset.b, v.b); buffer_st1(top_blob_data, v_offset.a, v.a); } #if NCNN_image_shader if (storage_type_to == 1) { int z4 = gz * 4; image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 0), v.r); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 1), v.g); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 2), v.b); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 3), v.a); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec2 x2 = ivec2(gx * 2) + ivec2(0, 1); ivec2 v_offset = x2; v[0] = buffer_ld4(bottom_blob_data, v_offset.r); v[1] = buffer_ld4(bottom_blob_data, v_offset.g); } #if NCNN_image_shader if (storage_type_from == 1) { int x2 = gx * 2; v[0] = image3d_ld4(bottom_blob_3d, ivec3(x2 + 0, 0, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(x2 + 1, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec2 y2 = ivec2(gy * 2) + ivec2(0, 1); ivec2 v_offset = y2 * psc(w) + gx; v[0] = buffer_ld4(bottom_blob_data, v_offset.r); v[1] = buffer_ld4(bottom_blob_data, v_offset.g); } #if NCNN_image_shader if (storage_type_from == 1) { int y2 = gy * 2; v[0] = image3d_ld4(bottom_blob_3d, ivec3(gx, y2 + 0, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gx, y2 + 1, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec2 z2 = ivec2(gz * 2) + ivec2(0, 1); ivec2 v_offset = z2 * psc(cstep) + ivec2(gy * psc(w) + gx); v[0] = buffer_ld4(bottom_blob_data, v_offset.r); v[1] = buffer_ld4(bottom_blob_data, v_offset.g); } #if NCNN_image_shader if (storage_type_from == 1) { int z2 = gz * 2; v[0] = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, z2 + 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, z2 + 1)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { mat2x4 top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, rgba32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec2 x2 = ivec2(gx * 2) + ivec2(0, 1); ivec2 v_offset = x2; v[0] = buffer_ld4(bottom_blob_data, v_offset.r); v[1] = buffer_ld4(bottom_blob_data, v_offset.g); } #if NCNN_image_shader if (storage_type_from == 1) { int x2 = gx * 2; v[0] = image3d_ld4(bottom_blob_3d, ivec3(x2 + 0, 0, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(x2 + 1, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; top_blob_fp32_data[gi] = mat2x4(vec4(v[0]), vec4(v[1])); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d_fp32, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec2 y2 = ivec2(gy * 2) + ivec2(0, 1); ivec2 v_offset = y2 * psc(w) + gx; v[0] = buffer_ld4(bottom_blob_data, v_offset.r); v[1] = buffer_ld4(bottom_blob_data, v_offset.g); } #if NCNN_image_shader if (storage_type_from == 1) { int y2 = gy * 2; v[0] = image3d_ld4(bottom_blob_3d, ivec3(gx, y2 + 0, 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gx, y2 + 1, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; top_blob_fp32_data[gi] = mat2x4(vec4(v[0]), vec4(v[1])); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d_fp32, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec2 z2 = ivec2(gz * 2) + ivec2(0, 1); ivec2 v_offset = z2 * psc(cstep) + ivec2(gy * psc(w) + gx); v[0] = buffer_ld4(bottom_blob_data, v_offset.r); v[1] = buffer_ld4(bottom_blob_data, v_offset.g); } #if NCNN_image_shader if (storage_type_from == 1) { int z2 = gz * 2; v[0] = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, z2 + 0)); v[1] = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, z2 + 1)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; top_blob_fp32_data[gi] = mat2x4(vec4(v[0]), vec4(v[1])); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d_fp32, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { vec4 bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { ivec2 x2 = ivec2(gx * 2) + ivec2(0, 1); ivec2 v_offset = x2; v[0] = afpvec4(bottom_blob_fp32_data[v_offset.r]); v[1] = afpvec4(bottom_blob_fp32_data[v_offset.g]); } #if NCNN_image_shader if (storage_type_from == 1) { int x2 = gx * 2; v[0] = image3d_ld4(bottom_blob_3d_fp32, ivec3(x2 + 0, 0, 0)); v[1] = image3d_ld4(bottom_blob_3d_fp32, ivec3(x2 + 1, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { ivec2 y2 = ivec2(gy * 2) + ivec2(0, 1); ivec2 v_offset = y2 * psc(w) + gx; v[0] = afpvec4(bottom_blob_fp32_data[v_offset.r]); v[1] = afpvec4(bottom_blob_fp32_data[v_offset.g]); } #if NCNN_image_shader if (storage_type_from == 1) { int y2 = gy * 2; v[0] = image3d_ld4(bottom_blob_3d_fp32, ivec3(gx, y2 + 0, 0)); v[1] = image3d_ld4(bottom_blob_3d_fp32, ivec3(gx, y2 + 1, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { ivec2 z2 = ivec2(gz * 2) + ivec2(0, 1); ivec2 v_offset = z2 * psc(cstep) + ivec2(gy * psc(w) + gx); v[0] = afpvec4(bottom_blob_fp32_data[v_offset.r]); v[1] = afpvec4(bottom_blob_fp32_data[v_offset.g]); } #if NCNN_image_shader if (storage_type_from == 1) { int z2 = gz * 2; v[0] = image3d_ld4(bottom_blob_3d_fp32, ivec3(gx, gy, z2 + 0)); v[1] = image3d_ld4(bottom_blob_3d_fp32, ivec3(gx, gy, z2 + 1)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { mat2x4 top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, rgba32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { int gi = gx; top_blob_fp32_data[gi] = mat2x4(v); } #if NCNN_image_shader if (storage_type_to == 1) { int x2 = gx * 2; imageStore(top_blob_3d_fp32, ivec3(x2 + 0, 0, 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(x2 + 1, 0, 0), v[1]); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; top_blob_fp32_data[gi] = mat2x4(v); } #if NCNN_image_shader if (storage_type_to == 1) { int x2 = gx * 2; imageStore(top_blob_3d_fp32, ivec3(x2 + 0, gy, 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(x2 + 1, gy, 0), v[1]); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; top_blob_fp32_data[gi] = mat2x4(v); } #if NCNN_image_shader if (storage_type_to == 1) { int x2 = gx * 2; imageStore(top_blob_3d_fp32, ivec3(x2 + 0, gy, gz), v[0]); imageStore(top_blob_3d_fp32, ivec3(x2 + 1, gy, gz), v[1]); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { mat2x4 bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, 0, 0), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, 0, 0), 0)); } #endif if (storage_type_to == 0) { int gi = gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, 0, 0), v); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, gy, 0), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, gy, 0), 0)); } #endif if (storage_type_to == 0) { int gi = gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, 0), v); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, gy, gz), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, gy, gz), 0)); } #endif if (storage_type_to == 0) { int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_st8(top_blob_data, gi, v); } #if NCNN_image_shader if (storage_type_to == 1) { image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { ivec4 x4 = ivec4(gx * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; ivec4 vv_offset = x4 + 4; buffer_st1(top_blob_data, v_offset.r, v[0].r); buffer_st1(top_blob_data, v_offset.g, v[0].g); buffer_st1(top_blob_data, v_offset.b, v[0].b); buffer_st1(top_blob_data, v_offset.a, v[0].a); buffer_st1(top_blob_data, vv_offset.r, v[1].r); buffer_st1(top_blob_data, vv_offset.g, v[1].g); buffer_st1(top_blob_data, vv_offset.b, v[1].b); buffer_st1(top_blob_data, vv_offset.a, v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int x4 = gx * 8; image3d_st1(top_blob_3d, ivec3(x4 + 0, 0, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(x4 + 1, 0, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(x4 + 2, 0, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(x4 + 3, 0, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(x4 + 4, 0, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(x4 + 5, 0, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(x4 + 6, 0, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(x4 + 7, 0, 0), v[1].a); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { ivec4 y4 = ivec4(gy * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(outw) + gx; ivec4 vv_offset = (y4 + 4) * psc(outw) + gx; buffer_st1(top_blob_data, v_offset.r, v[0].r); buffer_st1(top_blob_data, v_offset.g, v[0].g); buffer_st1(top_blob_data, v_offset.b, v[0].b); buffer_st1(top_blob_data, v_offset.a, v[0].a); buffer_st1(top_blob_data, vv_offset.r, v[1].r); buffer_st1(top_blob_data, vv_offset.g, v[1].g); buffer_st1(top_blob_data, vv_offset.b, v[1].b); buffer_st1(top_blob_data, vv_offset.a, v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int y4 = gy * 8; image3d_st1(top_blob_3d, ivec3(gx, y4 + 0, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gx, y4 + 1, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(gx, y4 + 2, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(gx, y4 + 3, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(gx, y4 + 4, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(gx, y4 + 5, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(gx, y4 + 6, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(gx, y4 + 7, 0), v[1].a); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { ivec4 z4 = ivec4(gz * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(outcstep) + ivec4(gy * psc(outw) + gx); ivec4 vv_offset = (z4 + 4) * psc(outcstep) + ivec4(gy * psc(outw) + gx); buffer_st1(top_blob_data, v_offset.r, v[0].r); buffer_st1(top_blob_data, v_offset.g, v[0].g); buffer_st1(top_blob_data, v_offset.b, v[0].b); buffer_st1(top_blob_data, v_offset.a, v[0].a); buffer_st1(top_blob_data, vv_offset.r, v[1].r); buffer_st1(top_blob_data, vv_offset.g, v[1].g); buffer_st1(top_blob_data, vv_offset.b, v[1].b); buffer_st1(top_blob_data, vv_offset.a, v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int z4 = gz * 8; image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 1), v[0].g); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 2), v[0].b); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 3), v[0].a); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 4), v[1].r); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 5), v[1].g); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 6), v[1].b); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 7), v[1].a); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { float top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, r32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { ivec4 x4 = ivec4(gx * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; ivec4 vv_offset = x4 + 4; top_blob_fp32_data[v_offset.r] = float(v[0].r); top_blob_fp32_data[v_offset.g] = float(v[0].g); top_blob_fp32_data[v_offset.b] = float(v[0].b); top_blob_fp32_data[v_offset.a] = float(v[0].a); top_blob_fp32_data[vv_offset.r] = float(v[1].r); top_blob_fp32_data[vv_offset.g] = float(v[1].g); top_blob_fp32_data[vv_offset.b] = float(v[1].b); top_blob_fp32_data[vv_offset.a] = float(v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int x4 = gx * 8; image3d_st1(top_blob_3d_fp32, ivec3(x4 + 0, 0, 0), v[0].r); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 1, 0, 0), v[0].g); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 2, 0, 0), v[0].b); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 3, 0, 0), v[0].a); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 4, 0, 0), v[1].r); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 5, 0, 0), v[1].g); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 6, 0, 0), v[1].b); image3d_st1(top_blob_3d_fp32, ivec3(x4 + 7, 0, 0), v[1].a); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { ivec4 y4 = ivec4(gy * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(outw) + gx; ivec4 vv_offset = (y4 + 4) * psc(outw) + gx; top_blob_fp32_data[v_offset.r] = float(v[0].r); top_blob_fp32_data[v_offset.g] = float(v[0].g); top_blob_fp32_data[v_offset.b] = float(v[0].b); top_blob_fp32_data[v_offset.a] = float(v[0].a); top_blob_fp32_data[vv_offset.r] = float(v[1].r); top_blob_fp32_data[vv_offset.g] = float(v[1].g); top_blob_fp32_data[vv_offset.b] = float(v[1].b); top_blob_fp32_data[vv_offset.a] = float(v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int y4 = gy * 8; image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 0, 0), v[0].r); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 1, 0), v[0].g); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 2, 0), v[0].b); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 3, 0), v[0].a); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 4, 0), v[1].r); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 5, 0), v[1].g); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 6, 0), v[1].b); image3d_st1(top_blob_3d_fp32, ivec3(gx, y4 + 7, 0), v[1].a); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { ivec4 z4 = ivec4(gz * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(outcstep) + ivec4(gy * psc(outw) + gx); ivec4 vv_offset = (z4 + 4) * psc(outcstep) + ivec4(gy * psc(outw) + gx); top_blob_fp32_data[v_offset.r] = float(v[0].r); top_blob_fp32_data[v_offset.g] = float(v[0].g); top_blob_fp32_data[v_offset.b] = float(v[0].b); top_blob_fp32_data[v_offset.a] = float(v[0].a); top_blob_fp32_data[vv_offset.r] = float(v[1].r); top_blob_fp32_data[vv_offset.g] = float(v[1].g); top_blob_fp32_data[vv_offset.b] = float(v[1].b); top_blob_fp32_data[vv_offset.a] = float(v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int z4 = gz * 8; image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 0), v[0].r); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 1), v[0].g); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 2), v[0].b); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 3), v[0].a); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 4), v[1].r); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 5), v[1].g); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 6), v[1].b); image3d_st1(top_blob_3d_fp32, ivec3(gx, gy, z4 + 7), v[1].a); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { mat2x4 bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, 0, 0), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, 0, 0), 0)); } #endif if (storage_type_to == 0) { ivec4 x4 = ivec4(gx * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = x4; ivec4 vv_offset = x4 + 4; buffer_st1(top_blob_data, v_offset.r, v[0].r); buffer_st1(top_blob_data, v_offset.g, v[0].g); buffer_st1(top_blob_data, v_offset.b, v[0].b); buffer_st1(top_blob_data, v_offset.a, v[0].a); buffer_st1(top_blob_data, vv_offset.r, v[1].r); buffer_st1(top_blob_data, vv_offset.g, v[1].g); buffer_st1(top_blob_data, vv_offset.b, v[1].b); buffer_st1(top_blob_data, vv_offset.a, v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int x4 = gx * 8; image3d_st1(top_blob_3d, ivec3(x4 + 0, 0, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(x4 + 1, 0, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(x4 + 2, 0, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(x4 + 3, 0, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(x4 + 4, 0, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(x4 + 5, 0, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(x4 + 6, 0, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(x4 + 7, 0, 0), v[1].a); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, gy, 0), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, gy, 0), 0)); } #endif if (storage_type_to == 0) { ivec4 y4 = ivec4(gy * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = y4 * psc(outw) + gx; ivec4 vv_offset = (y4 + 4) * psc(outw) + gx; buffer_st1(top_blob_data, v_offset.r, v[0].r); buffer_st1(top_blob_data, v_offset.g, v[0].g); buffer_st1(top_blob_data, v_offset.b, v[0].b); buffer_st1(top_blob_data, v_offset.a, v[0].a); buffer_st1(top_blob_data, vv_offset.r, v[1].r); buffer_st1(top_blob_data, vv_offset.g, v[1].g); buffer_st1(top_blob_data, vv_offset.b, v[1].b); buffer_st1(top_blob_data, vv_offset.a, v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int y4 = gy * 8; image3d_st1(top_blob_3d, ivec3(gx, y4 + 0, 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gx, y4 + 1, 0), v[0].g); image3d_st1(top_blob_3d, ivec3(gx, y4 + 2, 0), v[0].b); image3d_st1(top_blob_3d, ivec3(gx, y4 + 3, 0), v[0].a); image3d_st1(top_blob_3d, ivec3(gx, y4 + 4, 0), v[1].r); image3d_st1(top_blob_3d, ivec3(gx, y4 + 5, 0), v[1].g); image3d_st1(top_blob_3d, ivec3(gx, y4 + 6, 0), v[1].b); image3d_st1(top_blob_3d, ivec3(gx, y4 + 7, 0), v[1].a); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, gy, gz), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, gy, gz), 0)); } #endif if (storage_type_to == 0) { ivec4 z4 = ivec4(gz * 8) + ivec4(0, 1, 2, 3); ivec4 v_offset = z4 * psc(outcstep) + ivec4(gy * psc(outw) + gx); ivec4 vv_offset = (z4 + 4) * psc(outcstep) + ivec4(gy * psc(outw) + gx); buffer_st1(top_blob_data, v_offset.r, v[0].r); buffer_st1(top_blob_data, v_offset.g, v[0].g); buffer_st1(top_blob_data, v_offset.b, v[0].b); buffer_st1(top_blob_data, v_offset.a, v[0].a); buffer_st1(top_blob_data, vv_offset.r, v[1].r); buffer_st1(top_blob_data, vv_offset.g, v[1].g); buffer_st1(top_blob_data, vv_offset.b, v[1].b); buffer_st1(top_blob_data, vv_offset.a, v[1].a); } #if NCNN_image_shader if (storage_type_to == 1) { int z4 = gz * 8; image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 0), v[0].r); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 1), v[0].g); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 2), v[0].b); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 3), v[0].a); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 4), v[1].r); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 5), v[1].g); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 6), v[1].b); image3d_st1(top_blob_3d, ivec3(gx, gy, z4 + 7), v[1].a); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { ivec2 x2 = ivec2(gx * 2) + ivec2(0, 1); ivec2 v_offset = x2; buffer_st4(top_blob_data, v_offset.r, v[0]); buffer_st4(top_blob_data, v_offset.g, v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int x2 = gx * 2; image3d_st4(top_blob_3d, ivec3(x2 + 0, 0, 0), v[0]); image3d_st4(top_blob_3d, ivec3(x2 + 1, 0, 0), v[1]); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { ivec2 y2 = ivec2(gy * 2) + ivec2(0, 1); ivec2 v_offset = y2 * psc(outw) + gx; buffer_st4(top_blob_data, v_offset.r, v[0]); buffer_st4(top_blob_data, v_offset.g, v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int y2 = gy * 2; image3d_st4(top_blob_3d, ivec3(gx, y2 + 0, 0), v[0]); image3d_st4(top_blob_3d, ivec3(gx, y2 + 1, 0), v[1]); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { ivec2 z2 = ivec2(gz * 2) + ivec2(0, 1); ivec2 v_offset = z2 * psc(outcstep) + ivec2(gy * psc(outw) + gx); buffer_st4(top_blob_data, v_offset.r, v[0]); buffer_st4(top_blob_data, v_offset.g, v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int z2 = gz * 2; image3d_st4(top_blob_3d, ivec3(gx, gy, z2 + 0), v[0]); image3d_st4(top_blob_3d, ivec3(gx, gy, z2 + 1), v[1]); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob_fp32 { vec4 top_blob_fp32_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform unfp sampler3D bottom_blob_3d; layout (binding = 3, rgba32f) writeonly uniform highp image3D top_blob_3d_fp32; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, 0, 0)); } #endif if (storage_type_to == 0) { ivec2 x2 = ivec2(gx * 2) + ivec2(0, 1); ivec2 v_offset = x2; top_blob_fp32_data[v_offset.r] = vec4(v[0]); top_blob_fp32_data[v_offset.g] = vec4(v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int x2 = gx * 2; imageStore(top_blob_3d_fp32, ivec3(x2 + 0, 0, 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(x2 + 1, 0, 0), v[1]); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, 0)); } #endif if (storage_type_to == 0) { ivec2 y2 = ivec2(gy * 2) + ivec2(0, 1); ivec2 v_offset = y2 * psc(outw) + gx; top_blob_fp32_data[v_offset.r] = vec4(v[0]); top_blob_fp32_data[v_offset.g] = vec4(v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int y2 = gy * 2; imageStore(top_blob_3d_fp32, ivec3(gx, y2 + 0, 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(gx, y2 + 1, 0), v[1]); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = buffer_ld8(bottom_blob_data, gi); } #if NCNN_image_shader if (storage_type_from == 1) { v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); } #endif if (storage_type_to == 0) { ivec2 z2 = ivec2(gz * 2) + ivec2(0, 1); ivec2 v_offset = z2 * psc(outcstep) + ivec2(gy * psc(outw) + gx); top_blob_fp32_data[v_offset.r] = vec4(v[0]); top_blob_fp32_data[v_offset.g] = vec4(v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int z2 = gz * 2; imageStore(top_blob_3d_fp32, ivec3(gx, gy, z2 + 0), v[0]); imageStore(top_blob_3d_fp32, ivec3(gx, gy, z2 + 1), v[1]); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int storage_type_from = 0; layout (constant_id = 1) const int storage_type_to = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; layout (binding = 0) readonly buffer bottom_blob_fp32 { mat2x4 bottom_blob_fp32_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #if NCNN_image_shader layout (binding = 2) uniform highp sampler3D bottom_blob_3d_fp32; layout (binding = 3, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; afpvec8 v; if (psc(dims) == 1) { if (storage_type_from == 0) { int gi = gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, 0, 0), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, 0, 0), 0)); } #endif if (storage_type_to == 0) { ivec2 x2 = ivec2(gx * 2) + ivec2(0, 1); ivec2 v_offset = x2; buffer_st4(top_blob_data, v_offset.r, v[0]); buffer_st4(top_blob_data, v_offset.g, v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int x2 = gx * 2; image3d_st4(top_blob_3d, ivec3(x2 + 0, 0, 0), v[0]); image3d_st4(top_blob_3d, ivec3(x2 + 1, 0, 0), v[1]); } #endif } else if (psc(dims) == 2) { if (storage_type_from == 0) { int gi = gy * psc(w) + gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, gy, 0), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, gy, 0), 0)); } #endif if (storage_type_to == 0) { ivec2 y2 = ivec2(gy * 2) + ivec2(0, 1); ivec2 v_offset = y2 * psc(outw) + gx; buffer_st4(top_blob_data, v_offset.r, v[0]); buffer_st4(top_blob_data, v_offset.g, v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int y2 = gy * 2; image3d_st4(top_blob_3d, ivec3(gx, y2 + 0, 0), v[0]); image3d_st4(top_blob_3d, ivec3(gx, y2 + 1, 0), v[1]); } #endif } else // if (psc(dims) == 3) { if (storage_type_from == 0) { int gi = gz * psc(cstep) + gy * psc(w) + gx; v = afpvec8(bottom_blob_fp32_data[gi]); } #if NCNN_image_shader if (storage_type_from == 1) { v = afpvec8(texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2, gy, gz), 0), texelFetch(bottom_blob_3d_fp32, ivec3(gx * 2 + 1, gy, gz), 0)); } #endif if (storage_type_to == 0) { ivec2 z2 = ivec2(gz * 2) + ivec2(0, 1); ivec2 v_offset = z2 * psc(outcstep) + ivec2(gy * psc(outw) + gx); buffer_st4(top_blob_data, v_offset.r, v[0]); buffer_st4(top_blob_data, v_offset.g, v[1]); } #if NCNN_image_shader if (storage_type_to == 1) { int z2 = gz * 2; image3d_st4(top_blob_3d, ivec3(gx, gy, z2 + 0), v[0]); image3d_st4(top_blob_3d, ivec3(gx, gy, z2 + 1), v[1]); } #endif } } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, r32f) writeonly uniform highp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { float top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader image3d_cp1(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; const int v_offset = gz * psc(cstep) + gy * psc(w) + gx; top_blob_data[gi] = float(buffer_ld1(bottom_blob_data, v_offset)); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, rgba32f) writeonly uniform highp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { vec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader image3d_cp4(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; const int v_offset = gz * psc(cstep) + gy * psc(w) + gx; top_blob_data[gi] = vec4(buffer_ld4(bottom_blob_data, v_offset)); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, rgba32f) writeonly uniform highp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { mat2x4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader image3d_cp8(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; const int v_offset = gz * psc(cstep) + gy * psc(w) + gx; top_blob_data[gi] = mat2x4(buffer_ld8(bottom_blob_data, v_offset)); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { float bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader image3d_cp1(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; const int v_offset = gz * psc(cstep) + gy * psc(w) + gx; buffer_st1(top_blob_data, gi, afp(bottom_blob_data[v_offset])); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { vec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader image3d_cp4(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; const int v_offset = gz * psc(cstep) + gy * psc(w) + gx; buffer_st4(top_blob_data, gi, afpvec4(bottom_blob_data[v_offset])); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform highp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) readonly buffer bottom_blob { mat2x4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader image3d_cp8(top_blob_3d, ivec3(gx, gy, gz), bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; const int v_offset = gz * psc(cstep) + gy * psc(w) + gx; buffer_st8(top_blob_data, gi, afpvec8(bottom_blob_data[v_offset])); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int upscale_factor = 0; layout (constant_id = 1) const int mode = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; int x = gx / upscale_factor; int y = gy / upscale_factor; int z; if (mode == 0) { z = gz * upscale_factor * upscale_factor + (gy % upscale_factor) * upscale_factor + gx % upscale_factor; } else // if (mode == 1) { z = ((gy % upscale_factor) * upscale_factor + gx % upscale_factor) * psc(outc) + gz; } #if NCNN_image_shader image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(x, y, z)); #else int v_offset = z * psc(cstep) + y * psc(w) + x; const int gi = gz * psc(outcstep) + gy * psc(outw) + gx; buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int upscale_factor = 0; layout (constant_id = 1) const int mode = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; ivec4 gz4 = gz * 4 + ivec4(0, 1, 2, 3); int x = gx / upscale_factor; int y = gy / upscale_factor; ivec4 z4; if (mode == 0) { z4 = gz4 * upscale_factor * upscale_factor + (gy % upscale_factor) * upscale_factor + gx % upscale_factor; } else // if (mode == 1) { z4 = ((gy % upscale_factor) * upscale_factor + gx % upscale_factor) * psc(outc) * 4 + gz4; } #if NCNN_image_shader afpvec4 vr = image3d_ld4(bottom_blob, ivec3(x, y, z4.r / 4)); afpvec4 vg = image3d_ld4(bottom_blob, ivec3(x, y, z4.g / 4)); afpvec4 vb = image3d_ld4(bottom_blob, ivec3(x, y, z4.b / 4)); afpvec4 va = image3d_ld4(bottom_blob, ivec3(x, y, z4.a / 4)); ivec4 lane4 = z4 % 4; afpvec4 v = afpvec4(vr[lane4.r], vg[lane4.g], vb[lane4.b], va[lane4.a]); image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 4) * psc(cstep) + y * psc(w) + x) * 2 + (z4 % 4) / 2; ivec4 lane2 = z4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 4) * psc(cstep) + y * psc(w) + x) * 4 + z4 % 4; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int upscale_factor = 0; layout (constant_id = 1) const int mode = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; ivec4 gz4 = gz * 4 + ivec4(0, 1, 2, 3); ivec4 z4; ivec4 zi4; if (mode == 0) { z4 = gz4 / (upscale_factor * upscale_factor); zi4 = gz4 % (upscale_factor * upscale_factor); } else // if (mode == 1) { z4 = gz4 % psc(outc); zi4 = gz4 / psc(outc); } ivec4 y4 = gy * upscale_factor + zi4 / upscale_factor; ivec4 x4 = gx * upscale_factor + zi4 % upscale_factor; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob, ivec3(gx, gy, gz)); image3d_st1(top_blob, ivec3(x4.r, y4.r, z4.r), v.r); image3d_st1(top_blob, ivec3(x4.g, y4.g, z4.g), v.g); image3d_st1(top_blob, ivec3(x4.b, y4.b, z4.b), v.b); image3d_st1(top_blob, ivec3(x4.a, y4.a, z4.a), v.a); #else ivec4 v_offset = z4 * psc(outcstep) + y4 * psc(outw) + x4; int gi = gz * psc(cstep) + gy * psc(w) + gx; buffer_cp4to1(top_blob_data, v_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int upscale_factor = 0; layout (constant_id = 1) const int mode = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec8 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; ivec4 gz4 = gz * 8 + ivec4(0, 1, 2, 3); ivec4 gzz4 = gz4 + 4; int x = gx / upscale_factor; int y = gy / upscale_factor; ivec4 z4; ivec4 zz4; if (mode == 0) { z4 = gz4 * upscale_factor * upscale_factor + (gy % upscale_factor) * upscale_factor + gx % upscale_factor; zz4 = gzz4 * upscale_factor * upscale_factor + (gy % upscale_factor) * upscale_factor + gx % upscale_factor; } else // if (mode == 1) { z4 = ((gy % upscale_factor) * upscale_factor + gx % upscale_factor) * psc(outc) * 8 + gz4; zz4 = ((gy % upscale_factor) * upscale_factor + gx % upscale_factor) * psc(outc) * 8 + gzz4; } #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y, z4.r / 8)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y, z4.g / 8)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x, y, z4.b / 8)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x, y, z4.a / 8)); afpvec8 v4 = image3d_ld8(bottom_blob, ivec3(x, y, zz4.r / 8)); afpvec8 v5 = image3d_ld8(bottom_blob, ivec3(x, y, zz4.g / 8)); afpvec8 v6 = image3d_ld8(bottom_blob, ivec3(x, y, zz4.b / 8)); afpvec8 v7 = image3d_ld8(bottom_blob, ivec3(x, y, zz4.a / 8)); afpvec8 v; v[0].r = v0[(z4.r % 8) / 4][z4.r % 4]; v[0].g = v1[(z4.g % 8) / 4][z4.g % 4]; v[0].b = v2[(z4.b % 8) / 4][z4.b % 4]; v[0].a = v3[(z4.a % 8) / 4][z4.a % 4]; v[1].r = v4[(zz4.r % 8) / 4][zz4.r % 4]; v[1].g = v5[(zz4.g % 8) / 4][zz4.g % 4]; v[1].b = v6[(zz4.b % 8) / 4][zz4.b % 4]; v[1].a = v7[(zz4.a % 8) / 4][zz4.a % 4]; image3d_st8(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z4 % 8) / 2; ivec4 lane2 = z4 % 2; ivec4 vv_offset = ((zz4 / 8) * psc(cstep) + y * psc(w) + x) * 4 + (zz4 % 8) / 2; ivec4 lane4 = zz4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec2 vvr = buffer_ld2(bottom_blob_data, vv_offset.r); afpvec2 vvg = buffer_ld2(bottom_blob_data, vv_offset.g); afpvec2 vvb = buffer_ld2(bottom_blob_data, vv_offset.b); afpvec2 vva = buffer_ld2(bottom_blob_data, vv_offset.a); afpvec8 v = afpvec8(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a], vvr[lane4.r], vvg[lane4.g], vvb[lane4.b], vva[lane4.a]); buffer_st8(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 8 + z4 % 8; ivec4 vv_offset = ((zz4 / 8) * psc(cstep) + y * psc(w) + x) * 8 + zz4 % 8; buffer_cp1to8(top_blob_data, gi, bottom_blob_data, v_offset, vv_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int upscale_factor = 0; layout (constant_id = 1) const int mode = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob; #else layout (binding = 0) readonly buffer bottom_blob { sfpvec8 bottom_blob_data[]; }; layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; ivec4 gz4 = gz * 8 + ivec4(0, 1, 2, 3); ivec4 gzz4 = gz4 + 4; ivec4 z4; ivec4 zi4; ivec4 zz4; ivec4 zii4; if (mode == 0) { z4 = gz4 / (upscale_factor * upscale_factor); zi4 = gz4 % (upscale_factor * upscale_factor); zz4 = gzz4 / (upscale_factor * upscale_factor); zii4 = gzz4 % (upscale_factor * upscale_factor); } else // if (mode == 1) { z4 = gz4 % psc(outc); zi4 = gz4 / psc(outc); zz4 = gzz4 % psc(outc); zii4 = gzz4 / psc(outc); } ivec4 y4 = gy * upscale_factor + zi4 / upscale_factor; ivec4 x4 = gx * upscale_factor + zi4 % upscale_factor; ivec4 yy4 = gy * upscale_factor + zii4 / upscale_factor; ivec4 xx4 = gx * upscale_factor + zii4 % upscale_factor; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob, ivec3(gx, gy, gz)); image3d_st1(top_blob, ivec3(x4.r, y4.r, z4.r), v[0].r); image3d_st1(top_blob, ivec3(x4.g, y4.g, z4.g), v[0].g); image3d_st1(top_blob, ivec3(x4.b, y4.b, z4.b), v[0].b); image3d_st1(top_blob, ivec3(x4.a, y4.a, z4.a), v[0].a); image3d_st1(top_blob, ivec3(xx4.r, yy4.r, zz4.r), v[1].r); image3d_st1(top_blob, ivec3(xx4.g, yy4.g, zz4.g), v[1].g); image3d_st1(top_blob, ivec3(xx4.b, yy4.b, zz4.b), v[1].b); image3d_st1(top_blob, ivec3(xx4.a, yy4.a, zz4.a), v[1].a); #else ivec4 v_offset = z4 * psc(outcstep) + y4 * psc(outw) + x4; ivec4 vv_offset = zz4 * psc(outcstep) + yy4 * psc(outw) + xx4; int gi = gz * psc(cstep) + gy * psc(w) + gx; buffer_cp8to1(top_blob_data, v_offset, vv_offset, bottom_blob_data, gi); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int upscale_factor = 0; layout (constant_id = 1) const int mode = 0; #define shape_constant_id_offset 2 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0; layout (constant_id = shape_constant_id_offset + 6) const int outw = 0; layout (constant_id = shape_constant_id_offset + 7) const int outh = 0; layout (constant_id = shape_constant_id_offset + 8) const int outc = 0; layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob; #else #if NCNN_fp16_packed layout (binding = 0) readonly buffer bottom_blob { sfpvec2 bottom_blob_data[]; }; #else layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; }; #endif layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; int outdims; int outw; int outh; int outc; int outcstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc)) return; ivec4 gz4 = gz * 4 + ivec4(0, 1, 2, 3); int x = gx / upscale_factor; int y = gy / upscale_factor; ivec4 z4; if (mode == 0) { z4 = gz4 * upscale_factor * upscale_factor + (gy % upscale_factor) * upscale_factor + gx % upscale_factor; } else // if (mode == 1) { z4 = ((gy % upscale_factor) * upscale_factor + gx % upscale_factor) * psc(outc) * 4 + gz4; } #if NCNN_image_shader afpvec8 v0 = image3d_ld8(bottom_blob, ivec3(x, y, z4.r / 8)); afpvec8 v1 = image3d_ld8(bottom_blob, ivec3(x, y, z4.g / 8)); afpvec8 v2 = image3d_ld8(bottom_blob, ivec3(x, y, z4.b / 8)); afpvec8 v3 = image3d_ld8(bottom_blob, ivec3(x, y, z4.a / 8)); afpvec4 v; v.r = v0[(z4.r % 8) / 4][z4.r % 4]; v.g = v1[(z4.g % 8) / 4][z4.g % 4]; v.b = v2[(z4.b % 8) / 4][z4.b % 4]; v.a = v3[(z4.a % 8) / 4][z4.a % 4]; image3d_st4(top_blob, ivec3(gx, gy, gz), v); #else int gi = gz * psc(outcstep) + gy * psc(outw) + gx; #if NCNN_fp16_packed ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 4 + (z4 % 8) / 2; ivec4 lane2 = z4 % 2; afpvec2 vr = buffer_ld2(bottom_blob_data, v_offset.r); afpvec2 vg = buffer_ld2(bottom_blob_data, v_offset.g); afpvec2 vb = buffer_ld2(bottom_blob_data, v_offset.b); afpvec2 va = buffer_ld2(bottom_blob_data, v_offset.a); afpvec4 v = afpvec4(vr[lane2.r], vg[lane2.g], vb[lane2.b], va[lane2.a]); buffer_st4(top_blob_data, gi, v); #else ivec4 v_offset = ((z4 / 8) * psc(cstep) + y * psc(w) + x) * 8 + z4 % 8; buffer_cp1to4(top_blob_data, gi, bottom_blob_data, v_offset); #endif #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; float erf(float x) { float a1 = 0.254829592f; float a2 = -0.284496736f; float a3 = 1.421413741f; float a4 = -1.453152027f; float a5 = 1.061405429f; float p = 0.3275911f; float s = sign(x); float x_abs = abs(x); float t = 1.0f/(1.0f + p*x_abs); float y = 1.0f - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*exp(-x_abs*x_abs); return s * y; } void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif v = erf(v); #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; afpvec4 erf(afpvec4 x) { afpvec4 a1 = afpvec4(0.254829592f); afpvec4 a2 = afpvec4(-0.284496736f); afpvec4 a3 = afpvec4(1.421413741f); afpvec4 a4 = afpvec4(-1.453152027f); afpvec4 a5 = afpvec4(1.061405429f); afpvec4 p = afpvec4(0.3275911f); afpvec4 s = sign(x); afpvec4 x_abs = abs(x); afpvec4 t = 1.0f / (1.0f + p * x_abs); afpvec4 y = 1.0f - (((((a5 * t + a4) * t) + a3) * t + a2) * t + a1) * t * exp(-x_abs * x_abs); return s * y; } void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif v = erf(v); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif #define shape_constant_id_offset 0 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; afpvec4 erf(afpvec4 x) { afpvec4 a1 = afpvec4(0.254829592f); afpvec4 a2 = afpvec4(-0.284496736f); afpvec4 a3 = afpvec4(1.421413741f); afpvec4 a4 = afpvec4(-1.453152027f); afpvec4 a5 = afpvec4(1.061405429f); afpvec4 p = afpvec4(0.3275911f); afpvec4 s = sign(x); afpvec4 x_abs = abs(x); afpvec4 t = 1.0f / (1.0f + p * x_abs); afpvec4 y = 1.0f - (((((a5 * t + a4) * t) + a3) * t + a2) * t + a1) * t * exp(-x_abs * x_abs); return s * y; } void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif v[0] = erf(v[0]); v[1] = erf(v[1]); #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float alpha = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfp bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afp v = image3d_ld1(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afp v = buffer_ld1(bottom_top_blob_data, gi); #endif v = max(v, afp(0.0f)) + min(alpha * (exp(v / alpha) - 1.0f), afp(0.0f)); #if NCNN_image_shader image3d_st1(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st1(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float alpha = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec4 v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec4 v = buffer_ld4(bottom_top_blob_data, gi); #endif v = max(v, afp(0.0f)) + min(alpha * (exp(v / alpha) - 1.0f), afp(0.0f)); #if NCNN_image_shader image3d_st4(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st4(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require struct sfpvec8 { f16vec4 abcd; f16vec4 efgh; }; #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const float alpha = 0; #define shape_constant_id_offset 1 layout (constant_id = shape_constant_id_offset + 0) const int dims = 0; layout (constant_id = shape_constant_id_offset + 1) const int w = 0; layout (constant_id = shape_constant_id_offset + 2) const int h = 0; layout (constant_id = shape_constant_id_offset + 3) const int c = 0; layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0; #if NCNN_image_shader layout (binding = 0) uniform unfp sampler3D bottom_blob_3d; layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d; #else layout (binding = 0) buffer bottom_top_blob { sfpvec8 bottom_top_blob_data[]; }; #endif layout (push_constant) uniform parameter { int dims; int w; int h; int c; int cstep; } p; void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= psc(w) || gy >= psc(h) || gz >= psc(c)) return; #if NCNN_image_shader afpvec8 v = image3d_ld8(bottom_blob_3d, ivec3(gx, gy, gz)); #else const int gi = gz * psc(cstep) + gy * psc(w) + gx; afpvec8 v = buffer_ld8(bottom_top_blob_data, gi); #endif v[0] = max(v[0], afp(0.0f)) + min(alpha * (exp(v[0] / alpha) - 1.0f), afp(0.0f)); v[1] = max(v[1], afp(0.0f)) + min(alpha*(exp(v[1]/alpha)-1), afp(0.0f)); #if NCNN_image_shader image3d_st8(top_blob_3d, ivec3(gx, gy, gz), v); #else buffer_st8(bottom_top_blob_data, gi, v); #endif } #version 450 #if NCNN_fp16_storage #extension GL_EXT_shader_16bit_storage: require #endif #if NCNN_fp16_arithmetic #extension GL_EXT_shader_explicit_arithmetic_types_float16: require #endif layout (constant_id = 0) const int w = 0; layout (constant_id = 1) const int h = 0; layout (constant_id = 2) const int outw = 0; layout (constant_id = 3) const int outh = 0; layout (constant_id = 4) const int type_to = 0; layout (constant_id = 5) const int rotate_from = 0; layout (constant_id = 6) const int need_resize = 0; layout (binding = 0) uniform sampler2D android_hardware_buffer_image; #if NCNN_image_shader layout (binding = 1, imfmtc1) writeonly uniform unfp image3D vkmat_blob; layout (binding = 2, imfmtc4) writeonly uniform unfp image3D vkmat_pack4_blob; #else layout (binding = 1) writeonly buffer vkmat_blob { sfp vkmat_blob_data[]; }; layout (binding = 2) writeonly buffer vkmat_pack4_blob { sfpvec4 vkmat_pack4_blob_data[]; }; #endif void main() { int gx = int(gl_GlobalInvocationID.x); int gy = int(gl_GlobalInvocationID.y); int gz = int(gl_GlobalInvocationID.z); if (gx >= outw || gy >= outh || gz >= 1) return; vec2 pos; if (rotate_from == 1) { pos = vec2(gx, gy); } if (rotate_from == 2) { pos = vec2(outw - 1 - gx, gy); } if (rotate_from == 3) { pos = vec2(outw - 1 - gx, outh - 1 - gy); } if (rotate_from == 4) { pos = vec2(gx, outh - 1 - gy); } if (rotate_from == 5) { pos = vec2(gy, gx); } if (rotate_from == 6) { pos = vec2(gy, outw - 1 - gx); } if (rotate_from == 7) { pos = vec2(outh - 1 - gy, outw - 1 - gx); } if (rotate_from == 8) { pos = vec2(outh - 1 - gy, gx); } if (need_resize == 1) { if (rotate_from < 5) // 1 2 3 4 { pos.x = pos.x * (float(w) / outw); pos.y = pos.y * (float(h) / outh); } else // 5 6 7 8 { pos.x = pos.x * (float(w) / outh); pos.y = pos.y * (float(h) / outw); } } vec3 rgb = texture(android_hardware_buffer_image, pos).rgb * 255.f; const int outcstep = outw * outh / 4 * 4; if (type_to == 1) // PIXEL_RGB { #if NCNN_image_shader image3d_st1(vkmat_blob, ivec3(gx, gy, 0), rgb.r); image3d_st1(vkmat_blob, ivec3(gx, gy, 1), rgb.g); image3d_st1(vkmat_blob, ivec3(gx, gy, 2), rgb.b); #else ivec3 v_offset = (gy * outw + gx) + ivec3(0, 1, 2) * outcstep; buffer_st1(vkmat_blob_data, v_offset.r, afp(rgb.r)); buffer_st1(vkmat_blob_data, v_offset.g, afp(rgb.g)); buffer_st1(vkmat_blob_data, v_offset.b, afp(rgb.b)); #endif } if (type_to == 2) // PIXEL_BGR { #if NCNN_image_shader image3d_st1(vkmat_blob, ivec3(gx, gy, 0), rgb.b); image3d_st1(vkmat_blob, ivec3(gx, gy, 1), rgb.g); image3d_st1(vkmat_blob, ivec3(gx, gy, 2), rgb.r); #else ivec3 v_offset = (gy * outw + gx) + ivec3(0, 1, 2) * outcstep; buffer_st1(vkmat_blob_data, v_offset.r, afp(rgb.b)); buffer_st1(vkmat_blob_data, v_offset.g, afp(rgb.g)); buffer_st1(vkmat_blob_data, v_offset.b, afp(rgb.r)); #endif } if (type_to == 3) // PIXEL_GRAY { // coeffs for r g b = 0.299f, 0.587f, 0.114f float v = clamp(rgb.r * 0.299f + rgb.g * 0.587f + rgb.b * 0.114f, 0.f, 255.f); #if NCNN_image_shader image3d_st1(vkmat_blob, ivec3(gx, gy, 0), v); #else int v_offset = gy * outw + gx; buffer_st1(vkmat_blob_data, v_offset, afp(v)); #endif } if (type_to == 4) // PIXEL_RGBA { vec4 rgba; rgba.rgb = rgb; rgba.a = 255.f; #if NCNN_image_shader image3d_st4(vkmat_pack4_blob, ivec3(gx, gy, 0), rgba); #else int v_offset = gy * outw + gx; buffer_st4(vkmat_pack4_blob_data, v_offset, afpvec4(rgba)); #endif } if (type_to == 5) // PIXEL_BGRA { vec4 rgba; rgba.bgr = rgb; rgba.a = 255.f; #if NCNN_image_shader image3d_st4(vkmat_pack4_blob, ivec3(gx, gy, 0), rgba); #else int v_offset = gy * outw + gx; buffer_st4(vkmat_pack4_blob_data, v_offset, afpvec4(rgba)); #endif } } Ubuntu clang version 18.1.3 (1ubuntu1)zRx ,XO8L`A|A\   $ 8 L ` t         ( < P d x         , @ T h |         0 D X l            4 H \ p         $ 8 L ` t         ( < P d x b5ABB B(B0A8G *BBBIYBImBBBDDIB^BBIFBI8A0B(B BBAA<P $d8AAA rAA$8AAA rAA(AABA yBAUAO<ABB B(A0DP0A(B BBA< ALX AL(t #BBA BBL ABB B(B0A8GJ8A0B(B BBAAH ABB B(B0A8G8A0B(B BBAL< )ABB B(B0A8G"%8A0B(B BBAA 2A0H ,ABB B(B0A8A@ 8A0B(B BBAA@H ,ABB B(B0A8A@ 8A0B(B BBAA@4@ UBBA ABBE ABB4x BBA BBE ABB( IABA ABA  ( AD@JAA@mAL0 }ABB B(B0A8D88A0B(B BBAAH ABB B(B0A8D`d8A0B(B BBAA` ( AD`AA`rAL gABB B(B0A8G 8A0B(B BBAAL\ ABB B(B0A8Dn8A0B(B BBAA +AWA  H ABB B(B0A8A@8A0B(B BBAA@`DABB B(B0A8A@8A0B(B BBAE@h8A0B(B BBAHABB B(B0A8DP8A0B(B BBAAP(BBA BBH ABB B(B0A8DP8A0B(B BBAAP(lBBA BBf[[(AGoAAyA0(BBA D ABB4\BBB A(A0(A BBB4BBB A(A0(A BBB4BBB A(A0(A BBB8ABB B(A0(B BBA(@)BBA [BB\l.ABB B(B0A8G+BI~8A0B(B BBAMHABB B(B0A8A@8A0B(B BBAA@H,ABB B(B0A8D`8A0B(B BBAA`x8[BBB A(DP<(A BBBAP$FXEZipL"ABB B(B0A8D8A0B(B BBAA,dBBA zBB {|~hiklno  >8(;'f@.,b@  !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijjj j0j@jP̀j`~jp|jzjjojrjxjsjnjijVjQ~j c|j0[j@9jP<j`Bjp=j8j%j j~j-|j%jjj jj j0j@jP}j`{jpj͋jЉjևjхj̃jjj}j{jj k܄aM$ׂaq'Āa!~a|aa-ama}a{aaaa aa,aDaYakz}a{{aamapavaqalaYaTa)O}a>a{aQYaeBawEaKaFaAa.a)a$}a 6{a .a. a< aJ  a\ ar a a ~a |a  {a ߎa Ȍa ˊa Јa# ֆa@ фaP ̂a_ an ~a |a a a a a a a a! a2 ~~aE %|aj !|a Za ]a ca ^a Ya Fa Aa1 <~aE N|aV Fag $a 'a -a $(a )#a $a-  aK )~at |a a a a a a aځaa(}a>{aLڍaZaqa/a a"a(a-aG-}at({a+a&aa%a&*aP%au*ya2ta14!j~a/Qa"#|a$a65Ëak8Ɖa<̇a<Dža9{a;}a<w(caa1ara%o}a&deaH%amoprtvx{~{a"ya5BbawDjP֊j`|aaea hana;iaUdaoLaG~aY|a Qa/a2a%8a93aJ.ada{ a~aaaa%a@aUalaaeakafa1}a+{a#a- aI#al)a$a% a%a!~a$"|aF{a[#Ԏa~&aa"ňa#ˆaƄaa.aF~a\|anaaNa9IaX&ƒaT1D}a~!V{aNa#7a.:a ;a3&@a6aY0#a:a=jp8(jjjjjj׀j~j|jzjj zj0}j@jP~j`yjptjaj\~jaa aaaaaxa s~ay|aqaOaRaXaSaNa;a6a1~aC|a ;aaa#"a+a/a7 a@ aK}aM |a\ agav aa aa3ρa9a1.}a_{aqύaxa aaaaCa&#aIy}a{aaaaa(aBa`Wnaia-d}av{ana(WaB"Zad`a[a1:Vak>a9}aK{aqCa,a/a 5a&=0ac9+aa7)a`}a{ {a` $a!a! a!Wa6"a # a#~a/# |a<#zaQ#3Ɏa#,a#7a#7a$a$3a)%ia%aW&~an&|a&8a&7a&a'xa(wax(Caza!6!a4$a4 *a4%a4a)@a)vmaB*Qh~a**n|a*fai+7Da+Ga+Ma+Ha++a+&~a+Ca+8|a+0a+0a+a+!a,a$,a7, aL,.az,a,}a,|a,*a,؋a-ۉa-a/-܅aL-׃a_-āar-a-}a-{a-ča-a-a.a.a/.=al.a.Sa.}a.[{a@/aU/Gwa/za/]a0{a#0eva0ca0a^a1Y}a1Lao2'Oa2Ua2;Pa2QKa93Y8a33a3.}a3:@{a3P8aF4Xk{a1ca1 a4a4{a5 a4}a4a35 a!5aH5aZ5an5a5a5~a5za5ۈaa5a5a5a;6,Dpa 62$qaR6~ak6 |au6bcdefpqBs gt qu:Uv owaxDyhszT@{hk>|Wa?}[@u=~3JEEs`d:tFINQs'E[ xHit`w ,\0_ [P+@l ?@B>5F9_QP['^2Z#7Jr`"#[2J_Z*;r61u-GKKNt.siEHmmVs;t @>K?E=5FH#p0t:G J-b(HtbFhVIC c4Ph q2N8U oa&CPK5 Dp+dIQ>H* hKM J+`[$_ZrJHN<G;VK H*olJ a?IL]j}W \Dd QHip&OVnB Dh Zc HPC`hAq/ 'N|Mo3ac_ P ggxq_ ^N UIQo jaR4lY`R|ejRk /sP SY q{!c- KLv ^j W <GAof'SAfLTe  S D kA f TBv:gTFtigViW? =eHSp/= f&rSL e RKjr O!HX"pp#2b$b/M%fk&zqX'wM(pk)X*SM+ Oe,=R-_#Fk. 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AD(@(AL8H8IL@HH@|$DH[A\A]A^A_]UAWAVAUATSPH$IHHGHH@hHhH@H)HIm۶m۶mLLIIHt`IHE1fff.IHpM9tWL9muH}LLuAt`HDH$H[A\A]A^A_]HE1H}tIHpM9uL5I>H5L1I6 L=IH=I7 HCHL`hID$hI9D$ptDHE1I?JHD1I7 IID$hIL$pH)HI9rƸH[A\A]A^A_]AWAVATSPHOHyH+yHi989HL4N<1I9HJHtJLHt% u J| HtI7HtHIP L1JD@WAG ABD(BD8AHJJLJBLHJ JL B(BD(J8BL8HJ@JL@H[A\A^A_UAWAVAUATSHHL$HT$IHHGHH@hLpH@L)HIm۶m۶mLLIIHt\HIE1IIpM9tfI9.uI~LHuAtpHDHT$HL$H[A\A]A^A_]IE1fff.I>tIIpM9uL5I>H5L1I6 L=IH=I7 HCHL`hI$I9$tJHE1I?JHD1I7 II$I$H)HI9rH[A\A]A^A_]UAWAVAUATSPH$IHHGHH@hHhH@H)HIm۶m۶mLLIIHt`IHE1fff.IHpM9tWL9muH}LLuAt`HDH$H[A\A]A^A_]HE1H}tIHpM9uL5I>H5L1I6 L=IH=I7 HCHL`hID$hI9D$ptDHE1I?JHD1I7 IID$hIL$pH)HI9rƸH[A\A]A^A_]AWAVATSPHOHyH+yHi989LHM<1I9HJHtILHt% u I| HtI7HtHIP@L1WAG AAD(AD8AHJILJALHJ IL B(AD(J8AL8H[A\A^A_UAWAVAUATSHHL$HT$IHHGHH@hLpH@L)HIm۶m۶mLLIIHt\HIE1IIpM9tfI9.uI~LHuAtpHDHT$HL$H[A\A]A^A_]IE1fff.I>tIIpM9uL5I>H5L1I6 L=IH=I7 HCHL`hI$I9$tJHE1I?JHD1I7 II$I$H)HI9rH[A\A]A^A_]layer upload_model %d failedforward_layer %d %s image allocation failed, fallback to cpucannot create std::vector larger than max_size()vector::_M_realloc_insertoverwrite built-in layer type %soverwrite existing overwritten built-in layer index %doverwrite existing custom layer type %soverwrite built-in layer type %doverwrite existing custom layer index %dvector::_M_fill_insert%dparse magic failedparam is too old, please regenerateparse layer_count failedparse blob_count failedinvalid layer_count or blob_count%255sparse layer_type failedparse layer_name failedparse bottom_count failedparse top_count failedlayer %s not exists or registeredparse bottom_name failedparse blob_name failedParamDict load_param %d %s failedlayer load_param %d %s failedvector::_M_default_appendread magic failedread layer_count failedread blob_count failedread typeindex failedread bottom_count failedread top_count failedlayer %d not exists or registeredread bottom_blob_index failedread top_blob_index failedParamDict load_param_bin %d failedlayer load_param %d failednetwork graph not readyload_model error at layer %d, parameter file has inconsistent content.layer load_model %d %s failedlayer create_pipeline %d %s failedrbfopen %s failedlayer destroy_pipeline failedfind_blob_index_by_name %s failedfind_layer_index_by_name %s failedex.set_num_threads() is no-op, please set net.opt.num_threads=N before net.load_param()If you want to use single thread for only some layer, see https://github.com/Tencent/ncnn/wiki/layer-feat-maskex.set_vulkan_compute() is no-op, please set net.opt.use_vulkan_compute=true/false before net.load_param()If you want to disable vulkan for only some layer, see https://github.com/Tencent/ncnn/wiki/layer-feat-maskTry ex.input("%s", in%d); ex.extract("%s", out%d);extract %d image allocation failedUbuntu clang version 18.1.3 (1ubuntu1)zRx $>BAA rAB8DlBBB B(A0Z(B BBB"A[BC$A]BCLuS$ATAlAC$>BAA rAB,XL@ABB B(B0A8G8A0B(B BBAATBBB B(A0D0A(B BBBAP0A(B BBBLRABB B(B0A8G8A0B(B BBAAH8EABB B(B0A8G)8A0B(B BBALABB B(B0A8G 8A0B(B BBAAH ABB B(B0A8G 8A0B(B BBAL  ABB 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