diff options
author | Ryan OShea <ryan.oshea3@arm.com> | 2022-03-09 10:29:02 +0000 |
---|---|---|
committer | KeithARM <keith.davis@arm.com> | 2022-04-13 11:14:10 +0000 |
commit | bab8fa9a11cf3bfef4b72fb757b81575b6fd75f0 (patch) | |
tree | ddec7127c8683fb38dd595d8578c94e0479af7fe /src/backends/cl | |
parent | b8bf004911d635043e586198fa85e3f2a07542eb (diff) | |
download | armnn-bab8fa9a11cf3bfef4b72fb757b81575b6fd75f0.tar.gz |
IVGCVSW-6174 Add Cl Pooling3d Workload
* Add IsSupported for Pooling3d
* Add CreateWorkload case for Pooling3d
* Create new ClPooling3dWorkload header and source files
* Add Pooling3d workload to ClWorkloads.hpp
* Add tests for Pooling3d workload
* Add Pooling3d build function to ArmComputeTensorUtils
Change-Id: Ia270b0fe809a171ed73af14376de8708b346d500
Signed-off-by: Ryan OShea <ryan.oshea3@arm.com>
Diffstat (limited to 'src/backends/cl')
-rw-r--r-- | src/backends/cl/ClLayerSupport.cpp | 14 | ||||
-rw-r--r-- | src/backends/cl/ClLayerSupport.hpp | 5 | ||||
-rw-r--r-- | src/backends/cl/ClWorkloadFactory.cpp | 5 | ||||
-rw-r--r-- | src/backends/cl/backend.mk | 1 | ||||
-rw-r--r-- | src/backends/cl/test/ClLayerTests.cpp | 91 | ||||
-rw-r--r-- | src/backends/cl/workloads/CMakeLists.txt | 2 | ||||
-rw-r--r-- | src/backends/cl/workloads/ClPooling3dWorkload.cpp | 73 | ||||
-rw-r--r-- | src/backends/cl/workloads/ClPooling3dWorkload.hpp | 34 | ||||
-rw-r--r-- | src/backends/cl/workloads/ClWorkloads.hpp | 1 |
9 files changed, 224 insertions, 2 deletions
diff --git a/src/backends/cl/ClLayerSupport.cpp b/src/backends/cl/ClLayerSupport.cpp index e52f578bc0..4dcaca9576 100644 --- a/src/backends/cl/ClLayerSupport.cpp +++ b/src/backends/cl/ClLayerSupport.cpp @@ -59,6 +59,7 @@ #include "workloads/ClPadWorkload.hpp" #include "workloads/ClPermuteWorkload.hpp" #include "workloads/ClPooling2dWorkload.hpp" +#include "workloads/ClPooling3dWorkload.hpp" #include "workloads/ClPreluWorkload.hpp" #include "workloads/ClQLstmWorkload.hpp" #include "workloads/ClQuantizedLstmWorkload.hpp" @@ -449,6 +450,11 @@ bool ClLayerSupport::IsLayerSupported(const LayerType& type, infos[1], *(PolymorphicDowncast<const Pooling2dDescriptor*>(&descriptor)), reasonIfUnsupported); + case LayerType::Pooling3d: + return IsPooling3dSupported(infos[0], + infos[1], + *(PolymorphicDowncast<const Pooling3dDescriptor*>(&descriptor)), + reasonIfUnsupported); case LayerType::Prelu: return IsPreluSupported(infos[0], infos[1], infos[2], reasonIfUnsupported); case LayerType::QLstm: @@ -1194,6 +1200,14 @@ bool ClLayerSupport::IsPooling2dSupported(const TensorInfo& input, FORWARD_WORKLOAD_VALIDATE_FUNC(ClPooling2dWorkloadValidate, reasonIfUnsupported, input, output, descriptor); } +bool ClLayerSupport::IsPooling3dSupported(const TensorInfo& input, + const TensorInfo& output, + const Pooling3dDescriptor& descriptor, + Optional<std::string&> reasonIfUnsupported) const +{ + FORWARD_WORKLOAD_VALIDATE_FUNC(ClPooling3dWorkloadValidate, reasonIfUnsupported, input, output, descriptor); +} + bool ClLayerSupport::IsPreluSupported(const armnn::TensorInfo &input, const armnn::TensorInfo &alpha, const armnn::TensorInfo &output, diff --git a/src/backends/cl/ClLayerSupport.hpp b/src/backends/cl/ClLayerSupport.hpp index 103944e05d..b4d0e8298a 100644 --- a/src/backends/cl/ClLayerSupport.hpp +++ b/src/backends/cl/ClLayerSupport.hpp @@ -232,6 +232,11 @@ public: const Pooling2dDescriptor& descriptor, Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override; + bool IsPooling3dSupported(const TensorInfo& input, + const TensorInfo& output, + const Pooling3dDescriptor& descriptor, + Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override; + bool IsPreluSupported(const TensorInfo& input, const TensorInfo& alpha, const TensorInfo& output, diff --git a/src/backends/cl/ClWorkloadFactory.cpp b/src/backends/cl/ClWorkloadFactory.cpp index c561bf2157..213f474a97 100644 --- a/src/backends/cl/ClWorkloadFactory.cpp +++ b/src/backends/cl/ClWorkloadFactory.cpp @@ -581,6 +581,11 @@ std::unique_ptr<IWorkload> ClWorkloadFactory::CreateWorkload(LayerType type, auto pooling2dQueueDescriptor = PolymorphicDowncast<const Pooling2dQueueDescriptor*>(&descriptor); return MakeWorkload<ClPooling2dWorkload>(*pooling2dQueueDescriptor, info, m_CLCompileContext); } + case LayerType::Pooling3d : + { + auto pooling3dQueueDescriptor = PolymorphicDowncast<const Pooling3dQueueDescriptor*>(&descriptor); + return MakeWorkload<ClPooling3dWorkload>(*pooling3dQueueDescriptor, info, m_CLCompileContext); + } case LayerType::PreCompiled : { auto preCompiledQueueDescriptor = PolymorphicDowncast<const PreCompiledQueueDescriptor*>(&descriptor); diff --git a/src/backends/cl/backend.mk b/src/backends/cl/backend.mk index fde6b7eeb2..ed0d9252ad 100644 --- a/src/backends/cl/backend.mk +++ b/src/backends/cl/backend.mk @@ -67,6 +67,7 @@ BACKEND_SOURCES := \ workloads/ClPadWorkload.cpp \ workloads/ClPermuteWorkload.cpp \ workloads/ClPooling2dWorkload.cpp \ + workloads/ClPooling3dWorkload.cpp \ workloads/ClPreluWorkload.cpp \ workloads/ClQLstmWorkload.cpp \ workloads/ClQuantizedLstmWorkload.cpp \ diff --git a/src/backends/cl/test/ClLayerTests.cpp b/src/backends/cl/test/ClLayerTests.cpp index 1c342149db..fd24043405 100644 --- a/src/backends/cl/test/ClLayerTests.cpp +++ b/src/backends/cl/test/ClLayerTests.cpp @@ -469,7 +469,7 @@ ARMNN_AUTO_TEST_FIXTURE_WITH_THF(AcrossChannelNormalization, ClContextControlFixture, AcrossChannelNormalizationTest) -// Pooling +// Pooling2d ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleMaxPooling2dSize3x3Stride2x4, ClContextControlFixture, SimpleMaxPooling2dSize3x3Stride2x4Test, @@ -611,6 +611,85 @@ ARMNN_AUTO_TEST_FIXTURE_WITH_THF(UNSUPPORTED_L2Pooling2dSize7Uint8, ARMNN_AUTO_TEST_FIXTURE_WITH_THF(L2Pooling2dSize9, ClContextControlFixture, L2Pooling2dSize9Test) ARMNN_AUTO_TEST_FIXTURE_WITH_THF(UNSUPPORTED_L2Pooling2dSize9Uint8, ClContextControlFixture, L2Pooling2dSize9Uint8Test) +// Pooling3d +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleMaxPooling3dSize2x2x2Stride1x1x1, + ClContextControlFixture, + SimpleMaxPooling3dSize2x2x2Stride1x1x1Test, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleMaxPooling3d, + ClContextControlFixture, + SimpleMaxPooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(IgnorePaddingSimpleMaxPooling3d, + ClContextControlFixture, + IgnorePaddingSimpleMaxPooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleAveragePooling3d, + ClContextControlFixture, + SimpleAveragePooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(LargeTensorsAveragePooling3d, + ClContextControlFixture, + LargeTensorsAveragePooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(IgnorePaddingSimpleAveragePooling3d, + ClContextControlFixture, + IgnorePaddingSimpleAveragePooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleL2Pooling3d, + ClContextControlFixture, + SimpleL2Pooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(IgnorePaddingSimpleL2Pooling3d, + ClContextControlFixture, + IgnorePaddingSimpleL2Pooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(AsymmetricNonSquareMaxPooling3d, + ClContextControlFixture, + AsymmetricNonSquareMaxPooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(AsymmetricNonSquareAveragePooling3d, + ClContextControlFixture, + AsymmetricNonSquareAveragePooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(AsymmetricNonSquareL2Pooling3d, + ClContextControlFixture, + AsymmetricNonSquareL2Pooling3dTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(UNSUPPORTED_AsymmetricNonSquareMaxPooling3dWithPaddingOnlyPool, + ClContextControlFixture, + AsymmetricNonSquareMaxPooling3dWithPaddingOnlyPoolTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(UNSUPPORTED_AsymmetricNonSquareAveragePooling3dWithPaddingOnlyPool, + ClContextControlFixture, + AsymmetricNonSquareAveragePooling3dWithPaddingOnlyPoolTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(UNSUPPORTEDAsymmetricNonSquareL2Pooling3dWithPaddingOnlyPool, + ClContextControlFixture, + AsymmetricNonSquareL2Pooling3dWithPaddingOnlyPoolTest, + DataLayout::NDHWC) + +ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleAveragePooling3d, + ClContextControlFixture, + SimpleAveragePooling3dTest, + DataLayout::NDHWC) + + + + // Add ARMNN_AUTO_TEST_FIXTURE_WITH_THF(SimpleAdd, ClContextControlFixture, AdditionTest) ARMNN_AUTO_TEST_FIXTURE_WITH_THF(Add5d, ClContextControlFixture, Addition5dTest) @@ -2010,7 +2089,6 @@ TEST_CASE_FIXTURE(ClContextControlFixture, "ClContextControlFixture") {} // The ARMNN_COMPARE_REF_AUTO_TEST_CASE and the ARMNN_COMPARE_REF_FIXTURE_TEST_CASE test units are not available // if the reference backend is not built -// ============================================================================ // COMPARE tests ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f) @@ -2049,6 +2127,15 @@ ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareAveragePooling2dWithRefUint8, C ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareL2Pooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::L2) +ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareMaxPooling3dWithRef, ComparePooling3dTest, PoolingAlgorithm::Max, + DataLayout::NDHWC) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareAveragePooling3dWithRef, ComparePooling3dTest, + PoolingAlgorithm::Average, DataLayout::NDHWC) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareL2Pooling3dWithRef, ComparePooling3dTest, PoolingAlgorithm::L2, + DataLayout::NDHWC) + ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareAddition, CompareAdditionTest) ARMNN_COMPARE_REF_AUTO_TEST_CASE_WITH_THF(CompareMultiplicationWithRef, CompareMultiplicationTest) diff --git a/src/backends/cl/workloads/CMakeLists.txt b/src/backends/cl/workloads/CMakeLists.txt index 6bb8d68d07..52326ae4a9 100644 --- a/src/backends/cl/workloads/CMakeLists.txt +++ b/src/backends/cl/workloads/CMakeLists.txt @@ -86,6 +86,8 @@ list(APPEND armnnClBackendWorkloads_sources ClPermuteWorkload.hpp ClPooling2dWorkload.cpp ClPooling2dWorkload.hpp + ClPooling3dWorkload.cpp + ClPooling3dWorkload.hpp ClPreluWorkload.cpp ClPreluWorkload.hpp ClQLstmWorkload.cpp diff --git a/src/backends/cl/workloads/ClPooling3dWorkload.cpp b/src/backends/cl/workloads/ClPooling3dWorkload.cpp new file mode 100644 index 0000000000..a896110a2e --- /dev/null +++ b/src/backends/cl/workloads/ClPooling3dWorkload.cpp @@ -0,0 +1,73 @@ +// +// Copyright © 2022 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "ClPooling3dWorkload.hpp" +#include <cl/ClLayerSupport.hpp> +#include <cl/ClTensorHandle.hpp> +#include <aclCommon/ArmComputeUtils.hpp> +#include <aclCommon/ArmComputeTensorUtils.hpp> + +#include "ClWorkloadUtils.hpp" + +namespace armnn +{ + using namespace armcomputetensorutils; + + arm_compute::Status ClPooling3dWorkloadValidate(const TensorInfo& input, + const TensorInfo& output, + const Pooling3dDescriptor& descriptor) + { + const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input, descriptor.m_DataLayout); + const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output, descriptor.m_DataLayout); + + arm_compute::Pooling3dLayerInfo layerInfo = BuildArmComputePooling3dLayerInfo(descriptor); + + return arm_compute::CLPooling3dLayer::validate(&aclInputInfo, &aclOutputInfo, layerInfo); + } + + ClPooling3dWorkload::ClPooling3dWorkload( const Pooling3dQueueDescriptor& descriptor, + const WorkloadInfo& info, + const arm_compute::CLCompileContext& clCompileContext) + : ClBaseWorkload<Pooling3dQueueDescriptor>(descriptor, info) + { + // Report Profiling Details + ARMNN_REPORT_PROFILING_WORKLOAD_DESC("ClPooling3dWorkload_Construct", + descriptor.m_Parameters, + info, + this->GetGuid()); + + m_Data.ValidateInputsOutputs("ClPooling3dWorkload", 1, 1); + + arm_compute::ICLTensor& input = static_cast<IClTensorHandle*>(m_Data.m_Inputs[0])->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); + output.info()->set_data_layout(aclDataLayout); + + // flag to use wider accumulators (32 bit instead of 16 for FP16) to improve accuracy + // enable fp_mixed_precision for the the FP16 cases that + // accumulation reaches a limit beyond which there is no more increment of the value + bool fpMixedPrecision = false; + + arm_compute::Pooling3dLayerInfo layerInfo = BuildArmComputePooling3dLayerInfo(m_Data.m_Parameters, + fpMixedPrecision); + + { + ARMNN_SCOPED_PROFILING_EVENT(Compute::Undefined, "ClPooling3dWorkload_configure"); + // Run the layer. + m_PoolingLayer.configure(clCompileContext, &input, &output, layerInfo); + } + } + + void ClPooling3dWorkload::Execute() const + { + ARMNN_SCOPED_PROFILING_EVENT_CL_GUID("ClPooling3dWorkload_Execute", this->GetGuid()); + RunClFunction(m_PoolingLayer, CHECK_LOCATION()); + } + +} + + diff --git a/src/backends/cl/workloads/ClPooling3dWorkload.hpp b/src/backends/cl/workloads/ClPooling3dWorkload.hpp new file mode 100644 index 0000000000..75777db188 --- /dev/null +++ b/src/backends/cl/workloads/ClPooling3dWorkload.hpp @@ -0,0 +1,34 @@ +// +// Copyright © 2022 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#pragma once + +#include "ClBaseWorkload.hpp" + +#include <arm_compute/runtime/CL/functions/CLPooling3dLayer.h> + +namespace armnn +{ + + arm_compute::Status ClPooling3dWorkloadValidate(const TensorInfo& input, + const TensorInfo& output, + const Pooling3dDescriptor& descriptor); + + class ClPooling3dWorkload : public ClBaseWorkload<Pooling3dQueueDescriptor> + { + public: + using BaseWorkload<Pooling3dQueueDescriptor>::m_Data; + + ClPooling3dWorkload(const Pooling3dQueueDescriptor& descriptor, + const WorkloadInfo& info, + const arm_compute::CLCompileContext& clCompileContext); + + void Execute() const override; + + private: + mutable arm_compute::CLPooling3dLayer m_PoolingLayer; + }; + +} //namespace armnn diff --git a/src/backends/cl/workloads/ClWorkloads.hpp b/src/backends/cl/workloads/ClWorkloads.hpp index 3558da341e..27119bb2dc 100644 --- a/src/backends/cl/workloads/ClWorkloads.hpp +++ b/src/backends/cl/workloads/ClWorkloads.hpp @@ -43,6 +43,7 @@ #include "ClPermuteWorkload.hpp" #include "ClPadWorkload.hpp" #include "ClPooling2dWorkload.hpp" +#include "ClPooling3dWorkload.hpp" #include "ClPreluWorkload.hpp" #include "ClQLstmWorkload.hpp" #include "ClQuantizeWorkload.hpp" |