aboutsummaryrefslogtreecommitdiff
diff options
context:
space:
mode:
authorTeresa Charlin <teresa.charlinreyes@arm.com>2021-10-26 12:22:20 +0100
committerTeresaARM <teresa.charlinreyes@arm.com>2021-10-27 09:32:39 +0000
commit615ad6cde5a56d8f38e1b9261621b40671a00ed7 (patch)
tree2604a9e5711c864d1e8009a11ed4bff90c2d86fb
parentec5f7d13582d1e477dc3473223b503388092a352 (diff)
downloadarmnn-615ad6cde5a56d8f38e1b9261621b40671a00ed7.tar.gz
IVGCVSW-6169 Add GpuAcc Conv3d Workload
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I8b73dccc14ef71cc083896102e24afb2e56e72e2
-rw-r--r--src/backends/cl/ClLayerSupport.cpp34
-rw-r--r--src/backends/cl/ClLayerSupport.hpp7
-rw-r--r--src/backends/cl/ClWorkloadFactory.cpp22
-rw-r--r--src/backends/cl/ClWorkloadFactory.hpp3
-rw-r--r--src/backends/cl/backend.mk1
-rw-r--r--src/backends/cl/test/ClLayerTests.cpp50
-rw-r--r--src/backends/cl/workloads/CMakeLists.txt2
-rw-r--r--src/backends/cl/workloads/ClConvolution3dWorkload.cpp116
-rw-r--r--src/backends/cl/workloads/ClConvolution3dWorkload.hpp41
-rw-r--r--src/backends/cl/workloads/ClWorkloads.hpp1
10 files changed, 277 insertions, 0 deletions
diff --git a/src/backends/cl/ClLayerSupport.cpp b/src/backends/cl/ClLayerSupport.cpp
index 9a50f4aabd..afcaf566a9 100644
--- a/src/backends/cl/ClLayerSupport.cpp
+++ b/src/backends/cl/ClLayerSupport.cpp
@@ -32,6 +32,7 @@
#include "workloads/ClConvertFp16ToFp32Workload.hpp"
#include "workloads/ClConvertFp32ToFp16Workload.hpp"
#include "workloads/ClConvolution2dWorkload.hpp"
+#include "workloads/ClConvolution3dWorkload.hpp"
#include "workloads/ClDepthToSpaceWorkload.hpp"
#include "workloads/ClDepthwiseConvolutionWorkload.hpp"
#include "workloads/ClDequantizeWorkload.hpp"
@@ -385,6 +386,39 @@ bool ClLayerSupport::IsConvolution2dSupported(const TensorInfo& input,
nullptr);
}
+bool ClLayerSupport::IsConvolution3dSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ const Convolution3dDescriptor& descriptor,
+ const TensorInfo& weights,
+ const Optional<TensorInfo>& biases,
+ Optional<std::string&> reasonIfUnsupported) const
+{
+ bool isFastMathEnabled = false;
+#if defined(ARMCOMPUTECL_ENABLED)
+ if (m_ModelContextPtr)
+{
+ if (m_ModelContextPtr.get() != nullptr)
+ {
+ auto modelOptions = dynamic_cast<ClBackendModelContext*>(m_ModelContextPtr.get());
+ if (modelOptions)
+ {
+ isFastMathEnabled = modelOptions->IsFastMathEnabled();
+ }
+ }
+}
+#endif
+
+ FORWARD_WORKLOAD_VALIDATE_FUNC(ClConvolution3dWorkloadValidate,
+ reasonIfUnsupported,
+ input,
+ output,
+ descriptor,
+ weights,
+ biases,
+ isFastMathEnabled,
+ nullptr);
+}
+
bool ClLayerSupport::IsDequantizeSupported(const TensorInfo& input,
const TensorInfo& output,
Optional<std::string&> reasonIfUnsupported) const
diff --git a/src/backends/cl/ClLayerSupport.hpp b/src/backends/cl/ClLayerSupport.hpp
index e7a6748f0a..e75aedaa6a 100644
--- a/src/backends/cl/ClLayerSupport.hpp
+++ b/src/backends/cl/ClLayerSupport.hpp
@@ -85,6 +85,13 @@ public:
const Optional<TensorInfo>& biases,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+ bool IsConvolution3dSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ const Convolution3dDescriptor& descriptor,
+ const TensorInfo& weights,
+ const Optional<TensorInfo>& biases,
+ Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+
bool IsDequantizeSupported(const TensorInfo& input,
const TensorInfo& output,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
diff --git a/src/backends/cl/ClWorkloadFactory.cpp b/src/backends/cl/ClWorkloadFactory.cpp
index 3400799f45..2f94ef0970 100644
--- a/src/backends/cl/ClWorkloadFactory.cpp
+++ b/src/backends/cl/ClWorkloadFactory.cpp
@@ -291,6 +291,28 @@ std::unique_ptr<IWorkload> ClWorkloadFactory::CreateConvolution2d(const Convolut
isFastMathEnabled);
}
+std::unique_ptr<IWorkload> ClWorkloadFactory::CreateConvolution3d(const Convolution3dQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const
+{
+ bool isFastMathEnabled = false;
+ if (m_ModelContextPtr)
+ {
+ if (m_ModelContextPtr.get() != nullptr)
+ {
+ auto modelOptions = dynamic_cast<ClBackendModelContext*>(m_ModelContextPtr.get());
+ if (modelOptions)
+ {
+ isFastMathEnabled = modelOptions->IsFastMathEnabled();
+ }
+ }
+ }
+ return MakeWorkload<ClConvolution3dWorkload>(descriptor,
+ info,
+ m_MemoryManager->GetIntraLayerManager(),
+ m_CLCompileContext,
+ isFastMathEnabled);
+}
+
std::unique_ptr<IWorkload> ClWorkloadFactory::CreateDebug(const DebugQueueDescriptor& descriptor,
const WorkloadInfo& info) const
{
diff --git a/src/backends/cl/ClWorkloadFactory.hpp b/src/backends/cl/ClWorkloadFactory.hpp
index 3ca33c891e..047f38582d 100644
--- a/src/backends/cl/ClWorkloadFactory.hpp
+++ b/src/backends/cl/ClWorkloadFactory.hpp
@@ -94,6 +94,9 @@ public:
std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
+ std::unique_ptr<IWorkload> CreateConvolution3d(const Convolution3dQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const override;
+
std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
diff --git a/src/backends/cl/backend.mk b/src/backends/cl/backend.mk
index f00b2f345c..c59a22dee4 100644
--- a/src/backends/cl/backend.mk
+++ b/src/backends/cl/backend.mk
@@ -40,6 +40,7 @@ BACKEND_SOURCES := \
workloads/ClConvertFp16ToFp32Workload.cpp \
workloads/ClConvertFp32ToFp16Workload.cpp \
workloads/ClConvolution2dWorkload.cpp \
+ workloads/ClConvolution3dWorkload.cpp \
workloads/ClDepthToSpaceWorkload.cpp \
workloads/ClDepthwiseConvolutionWorkload.cpp \
workloads/ClDequantizeWorkload.cpp \
diff --git a/src/backends/cl/test/ClLayerTests.cpp b/src/backends/cl/test/ClLayerTests.cpp
index db6fe5d690..cb3f5e841f 100644
--- a/src/backends/cl/test/ClLayerTests.cpp
+++ b/src/backends/cl/test/ClLayerTests.cpp
@@ -307,6 +307,56 @@ ARMNN_AUTO_TEST_FIXTURE_WITH_THF(Convolution2dPerAxisQuantTestNhwc,
Convolution2dPerAxisQuantTest,
DataLayout::NHWC);
+// Convolution 3d - NDHWC
+ARMNN_AUTO_TEST_CASE_WITH_THF(SimpleConvolution3d3x3x3Float32,
+ SimpleConvolution3d3x3x3Float32Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(SimpleConvolution3d3x3x3Int8,
+ SimpleConvolution3d3x3x3Int8Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(SimpleConvolution3d3x3x3Uint8,
+ SimpleConvolution3d3x3x3Uint8Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3d2x2x2Strides3x5x5Float32,
+ Convolution3d2x2x2Strides3x5x5Float32Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3d2x2x2Strides3x5x5TestInt8,
+ Convolution3d2x2x2Strides3x5x5Int8Test,
+ true,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3d2x2x2Strides3x5x5TestUint8,
+ Convolution3d2x2x2Strides3x5x5Uint8Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3dPaddingSame3x3x3Float32,
+ Convolution3dPaddingSame3x3x3Float32Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3dPaddingSame3x3x3TestInt8,
+ Convolution3dPaddingSame3x3x3Int8Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3dPaddingSame3x3x3TestUint8,
+ Convolution3dPaddingSame3x3x3Uint8Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3d2x2x2Stride3x3x3SmallTestFloat32,
+ Convolution3d2x2x2Stride3x3x3SmallFloat32Test,
+ false,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3d2x3x3TestFloat16,
+ Convolution3d2x3x3Float16Test,
+ true,
+ DataLayout::NDHWC)
+ARMNN_AUTO_TEST_CASE_WITH_THF(Convolution3d2x2x2SmallTestFloat16,
+ Convolution3d2x2x2SmallFloat16Test,
+ false,
+ DataLayout::NDHWC)
+
// Depthwise Convolution
ARMNN_AUTO_TEST_FIXTURE_WITH_THF(DepthwiseConvolution2dDepthMul1,
ClContextControlFixture,
diff --git a/src/backends/cl/workloads/CMakeLists.txt b/src/backends/cl/workloads/CMakeLists.txt
index 93ae678f98..6e7dd36f47 100644
--- a/src/backends/cl/workloads/CMakeLists.txt
+++ b/src/backends/cl/workloads/CMakeLists.txt
@@ -32,6 +32,8 @@ list(APPEND armnnClBackendWorkloads_sources
ClConvertFp32ToFp16Workload.hpp
ClConvolution2dWorkload.cpp
ClConvolution2dWorkload.hpp
+ ClConvolution3dWorkload.cpp
+ ClConvolution3dWorkload.hpp
ClDepthToSpaceWorkload.cpp
ClDepthToSpaceWorkload.hpp
ClDepthwiseConvolutionWorkload.cpp
diff --git a/src/backends/cl/workloads/ClConvolution3dWorkload.cpp b/src/backends/cl/workloads/ClConvolution3dWorkload.cpp
new file mode 100644
index 0000000000..18a2c31b51
--- /dev/null
+++ b/src/backends/cl/workloads/ClConvolution3dWorkload.cpp
@@ -0,0 +1,116 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include "ClConvolution3dWorkload.hpp"
+
+#include "ClWorkloadUtils.hpp"
+
+#include <cl/ClLayerSupport.hpp>
+#include <cl/ClTensorHandle.hpp>
+#include <cl/ClLayerSupport.hpp>
+#include <aclCommon/ArmComputeUtils.hpp>
+#include <aclCommon/ArmComputeTensorUtils.hpp>
+#include <backendsCommon/TensorHandle.hpp>
+
+#include <arm_compute/runtime/CL/functions/CLConv3D.h>
+
+namespace armnn
+{
+using namespace armcomputetensorutils;
+
+arm_compute::Status ClConvolution3dWorkloadValidate(const TensorInfo& input,
+ const TensorInfo& output,
+ const Convolution3dDescriptor& descriptor,
+ const TensorInfo& weights,
+ const Optional<TensorInfo>& biases,
+ bool isFastMathEnabled,
+ const ActivationDescriptor* activationDescriptor)
+{
+ const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input, descriptor.m_DataLayout);
+ const arm_compute::TensorInfo aclWeightsInfo = BuildArmComputeTensorInfo(weights, descriptor.m_DataLayout);
+
+ arm_compute::TensorInfo aclBiasesInfo;
+ arm_compute::TensorInfo* optionalAclBiasesInfo = nullptr;
+ if (descriptor.m_BiasEnabled)
+ {
+ ARMNN_ASSERT(biases.has_value());
+ aclBiasesInfo = BuildArmComputeTensorInfo(biases.value(), descriptor.m_DataLayout);
+ optionalAclBiasesInfo = &aclBiasesInfo;
+ }
+
+ const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output, descriptor.m_DataLayout);
+
+ const arm_compute::Conv3dInfo aclConv3DInfo = ComputeConv3DInfo(descriptor,
+ isFastMathEnabled,
+ activationDescriptor);
+
+ return arm_compute::CLConv3D::validate(&aclInputInfo,
+ &aclWeightsInfo,
+ optionalAclBiasesInfo,
+ &aclOutputInfo,
+ aclConv3DInfo);
+}
+
+ClConvolution3dWorkload::ClConvolution3dWorkload(const Convolution3dQueueDescriptor& descriptor,
+ const WorkloadInfo& info,
+ std::shared_ptr<arm_compute::MemoryManagerOnDemand>& memoryManager,
+ const arm_compute::CLCompileContext& clCompileContext,
+ const bool isFastMathEnabled)
+ : BaseWorkload<Convolution3dQueueDescriptor>(descriptor, info)
+ , m_ConvolutionLayer()
+{
+ IgnoreUnused(memoryManager);
+
+ uint32_t numInputs = m_Data.m_Parameters.m_BiasEnabled ? 3: 2;
+ m_Data.ValidateInputsOutputs("ClConvolution3dWorkload", numInputs, 1);
+
+ arm_compute::ICLTensor& input = static_cast<IClTensorHandle*>(m_Data.m_Inputs[0])->GetTensor();
+ arm_compute::ICLTensor& weights = static_cast<IClTensorHandle*>(m_Data.m_Inputs[1])->GetTensor();
+ arm_compute::ICLTensor* biasesPtr = nullptr;
+ if (m_Data.m_Parameters.m_BiasEnabled)
+ {
+ biasesPtr = &static_cast<IClTensorHandle*>(m_Data.m_Inputs[2])->GetTensor();
+ }
+ arm_compute::ICLTensor& output = static_cast<IClTensorHandle*>(m_Data.m_Outputs[0])->GetTensor();
+
+ arm_compute::DataLayout aclDataLayout = ConvertDataLayout(m_Data.m_Parameters.m_DataLayout);
+ input.info()->set_data_layout(aclDataLayout);
+ weights.info()->set_data_layout(aclDataLayout);
+ output.info()->set_data_layout(aclDataLayout);
+
+ const arm_compute::Conv3dInfo aclConv3DInfo = ComputeConv3DInfo(descriptor,
+ isFastMathEnabled);
+
+ m_ConvolutionLayer.configure(clCompileContext,
+ &input,
+ &weights,
+ biasesPtr,
+ &output,
+ aclConv3DInfo);
+
+ // Add details for profiling output
+ WorkloadInfo detailsInfo;
+
+ detailsInfo.m_InputTensorInfos = info.m_InputTensorInfos;
+ detailsInfo.m_OutputTensorInfos = info.m_OutputTensorInfos;
+
+ // Report Profiling Details
+ ARMNN_REPORT_PROFILING_WORKLOAD_DESC("ClConvolution3dWorkload_Construct",
+ descriptor.m_Parameters,
+ detailsInfo,
+ this->GetGuid());
+
+ // Force Compute Library to perform the necessary copying and reshaping, after which
+ // delete all the input tensors that will no longer be needed
+ m_ConvolutionLayer.prepare();
+}
+
+void ClConvolution3dWorkload::Execute() const
+{
+ ARMNN_SCOPED_PROFILING_EVENT_CL_GUID("ClConvolution3dWorkload_Execute", this->GetGuid());
+ RunClFunction(m_ConvolutionLayer, CHECK_LOCATION());
+}
+
+} //namespace armnn
diff --git a/src/backends/cl/workloads/ClConvolution3dWorkload.hpp b/src/backends/cl/workloads/ClConvolution3dWorkload.hpp
new file mode 100644
index 0000000000..93654ecad8
--- /dev/null
+++ b/src/backends/cl/workloads/ClConvolution3dWorkload.hpp
@@ -0,0 +1,41 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <backendsCommon/Workload.hpp>
+
+#include <arm_compute/runtime/CL/functions/CLConv3D.h>
+#include <arm_compute/runtime/MemoryManagerOnDemand.h>
+
+#include <memory>
+
+namespace armnn
+{
+
+arm_compute::Status ClConvolution3dWorkloadValidate(const TensorInfo& input,
+ const TensorInfo& output,
+ const Convolution3dDescriptor& descriptor,
+ const TensorInfo& weights,
+ const Optional<TensorInfo>& biases,
+ bool isFastMathEnabled = false,
+ const ActivationDescriptor* activationDescriptor = nullptr);
+
+class ClConvolution3dWorkload : public BaseWorkload<Convolution3dQueueDescriptor>
+{
+public:
+ ClConvolution3dWorkload(const Convolution3dQueueDescriptor& descriptor,
+ const WorkloadInfo& info,
+ std::shared_ptr<arm_compute::MemoryManagerOnDemand>& memoryManager,
+ const arm_compute::CLCompileContext& clCompileContext,
+ const bool isFastMathEnabled = false);
+ void Execute() const override;
+
+private:
+ mutable arm_compute::CLConv3D m_ConvolutionLayer;
+};
+
+} //namespace armnn
+
diff --git a/src/backends/cl/workloads/ClWorkloads.hpp b/src/backends/cl/workloads/ClWorkloads.hpp
index 3e0984eddf..bb04b17d32 100644
--- a/src/backends/cl/workloads/ClWorkloads.hpp
+++ b/src/backends/cl/workloads/ClWorkloads.hpp
@@ -15,6 +15,7 @@
#include "ClCastWorkload.hpp"
#include "ClChannelShuffleWorkload.hpp"
#include "ClConvolution2dWorkload.hpp"
+#include "ClConvolution3dWorkload.hpp"
#include "ClDepthToSpaceWorkload.hpp"
#include "ClDepthwiseConvolutionWorkload.hpp"
#include "ClDequantizeWorkload.hpp"