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authorCathal Corbett <cathal.corbett@arm.com>2022-08-17 17:30:16 +0100
committerNikhil Raj <nikhil.raj@arm.com>2022-08-30 11:22:42 +0100
commit9c9d5b9d796d243d88bd7a7aebb2e7e6c467e3a4 (patch)
tree667ba3bebdd9f291a9c7715397c1e4f877acfa7b /src/backends/tosaCommon
parent059660ede6a3db57049e552d934ba1cb8ea18146 (diff)
downloadarmnn-9c9d5b9d796d243d88bd7a7aebb2e7e6c467e3a4.tar.gz
IVGCVSW-7133 Add TosaMappings backbone structure with support for Addition TosaMappings operator.
Signed-off-by: Cathal Corbett <cathal.corbett@arm.com> Change-Id: Ibea0cf625b3af4ab38e8b985f7a129c983ca9659
Diffstat (limited to 'src/backends/tosaCommon')
-rw-r--r--src/backends/tosaCommon/CMakeLists.txt25
-rw-r--r--src/backends/tosaCommon/TosaMappings.hpp81
-rw-r--r--src/backends/tosaCommon/common.cmake11
-rw-r--r--src/backends/tosaCommon/operatorMappings/AdditionOperator.hpp52
-rw-r--r--src/backends/tosaCommon/operatorMappings/CMakeLists.txt14
-rw-r--r--src/backends/tosaCommon/operatorMappings/TosaOperatorUtils.hpp60
-rw-r--r--src/backends/tosaCommon/test/CMakeLists.txt14
-rw-r--r--src/backends/tosaCommon/test/TosaOperatorMappingTests.cpp124
8 files changed, 381 insertions, 0 deletions
diff --git a/src/backends/tosaCommon/CMakeLists.txt b/src/backends/tosaCommon/CMakeLists.txt
new file mode 100644
index 0000000000..9653859767
--- /dev/null
+++ b/src/backends/tosaCommon/CMakeLists.txt
@@ -0,0 +1,25 @@
+#
+# Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+# SPDX-License-Identifier: MIT
+#
+
+include_directories(SYSTEM ${FLATBUFFERS_INCLUDE_PATH})
+include_directories(SYSTEM ${TOSA_SERIALIZATION_LIB_INCLUDE})
+
+list(APPEND armnnTosaBackend_sources
+ TosaMappings.hpp
+ )
+
+add_subdirectory(operatorMappings)
+
+if(BUILD_UNIT_TESTS)
+ add_subdirectory(test)
+endif()
+
+add_library(armnnTosaBackend OBJECT ${armnnTosaBackend_sources})
+target_include_directories(armnnTosaBackend PRIVATE ${PROJECT_SOURCE_DIR}/src/armnn)
+target_include_directories(armnnTosaBackend PRIVATE ${PROJECT_SOURCE_DIR}/src/armnnUtils)
+target_include_directories(armnnTosaBackend PRIVATE ${PROJECT_SOURCE_DIR}/src/backends)
+target_include_directories(armnnTosaBackend PRIVATE ${PROJECT_SOURCE_DIR}/src/profiling)
+target_include_directories(armnnTosaBackend PRIVATE ${PROJECT_SOURCE_DIR}/profiling/common/include)
+target_include_directories(armnnTosaBackend PRIVATE ${PROJECT_SOURCE_DIR}/profiling/client/include)
diff --git a/src/backends/tosaCommon/TosaMappings.hpp b/src/backends/tosaCommon/TosaMappings.hpp
new file mode 100644
index 0000000000..5728ff3203
--- /dev/null
+++ b/src/backends/tosaCommon/TosaMappings.hpp
@@ -0,0 +1,81 @@
+//
+// Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <Layer.hpp>
+
+#include <tosa_serialization_handler.h>
+#include "operatorMappings/AdditionOperator.hpp"
+
+using namespace armnn;
+using namespace tosa;
+
+// From the input armnn::Layer, set the corresponding data field in the
+// tosa::TosaSerializationTensor where constant tensor data exists in the armnn::Layer.
+void SetBasicBlockConstantTensorData(Layer* layer, TosaSerializationBasicBlock* /*basicBlock*/)
+{
+ switch (layer->GetType())
+ {
+ case LayerType::Convolution2d:
+ {
+ // ToDo: using Convolution2d as an example as it has constant tensors for weights and bias.
+ // ToDo: manually set TosaOperator data of basicBlock where constant tensors exist.
+ }
+ default:
+ // If no switch statement for layer, no constant tensors exist in that layer, return
+ return;
+ }
+}
+
+// Populates a tosa::TosaSerializationBasicBlock from constructing
+// tosa::TosaSerializationOperator(s) and tosa::TosaSerializationTensor(s)
+// based on the input armnn::LayerType and associated armnn::TensorInfos and armnn::Descriptor.
+//
+// If an armnn::LayerType does not have a tosa mapping or the mapping is not implemented in ArmNN,
+// an empty tosa::TosaSerializationBasicBlock() is returned with operator tosa::Op_UNKNOWN.
+TosaSerializationBasicBlock* GetTosaMapping(const LayerType type,
+ const std::vector<const TensorInfo*>& inputs,
+ const std::vector<const TensorInfo*>& outputs,
+ const BaseDescriptor& /*descriptor*/)
+{
+ switch (type)
+ {
+ case LayerType::Addition:
+ {
+ return ConvertAdditionToTosaOperator(inputs, outputs);
+ }
+ default:
+ {
+ // empty basic block when no tosa mapping implemented/exists
+ TosaSerializationOperator* op = new TosaSerializationOperator(Op_UNKNOWN, Attribute_NONE, nullptr, {}, {});
+ return new TosaSerializationBasicBlock("", {op}, {}, {}, {});
+ }
+ }
+}
+
+// Function called in armnn::OptimizeSubgraphView() when access to armnn::Layer is available
+// and there is an option to set tosa basic block data from constant layer tenors available from the input layer.
+TosaSerializationBasicBlock* GetTosaMappingFromLayer(Layer* layer)
+{
+ std::vector<const TensorInfo*> inputs;
+ for (auto inputSlot : layer->GetInputSlots())
+ {
+ inputs.push_back(&inputSlot.GetConnection()->GetTensorInfo());
+ }
+
+ std::vector<const TensorInfo*> outputs;
+ for (auto& outputSlot : layer->GetOutputSlots())
+ {
+ outputs.push_back(&outputSlot.GetTensorInfo());
+ }
+
+ TosaSerializationBasicBlock* basicBlock = GetTosaMapping(layer->GetType(),
+ inputs,
+ outputs,
+ layer->GetParameters());
+ SetBasicBlockConstantTensorData(layer, basicBlock);
+ return basicBlock;
+}
diff --git a/src/backends/tosaCommon/common.cmake b/src/backends/tosaCommon/common.cmake
new file mode 100644
index 0000000000..f15c063700
--- /dev/null
+++ b/src/backends/tosaCommon/common.cmake
@@ -0,0 +1,11 @@
+#
+# Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+# SPDX-License-Identifier: MIT
+#
+
+if(ARMNNTOSAREF)
+ add_subdirectory(${PROJECT_SOURCE_DIR}/src/backends/tosaCommon)
+ list(APPEND armnnLibraries armnnTosaBackend)
+ list(APPEND armnnLibraries armnnTosaBackendOperators)
+ list(APPEND armnnUnitTestLibraries armnnTosaBackendUnitTests)
+endif()
diff --git a/src/backends/tosaCommon/operatorMappings/AdditionOperator.hpp b/src/backends/tosaCommon/operatorMappings/AdditionOperator.hpp
new file mode 100644
index 0000000000..98c01e2cb8
--- /dev/null
+++ b/src/backends/tosaCommon/operatorMappings/AdditionOperator.hpp
@@ -0,0 +1,52 @@
+//
+// Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <Layer.hpp>
+
+#include <tosa_serialization_handler.h>
+#include "TosaOperatorUtils.hpp"
+
+using namespace armnn;
+using namespace tosa;
+
+TosaSerializationBasicBlock* ConvertAdditionToTosaOperator(const std::vector<const TensorInfo*>& inputs,
+ const std::vector<const TensorInfo*>& outputs)
+{
+ // A helper function with static global variables ensures uniqueness
+ // for dynamically generating input, output and block names
+ std::string input0Name = std::string("Op_ADD_input0_") + GetUniqueTosaMappingID();
+ std::string input1Name = std::string("Op_ADD_input1_") + GetUniqueTosaMappingID();
+ std::string outputName = std::string("Op_ADD_output0_") + GetUniqueTosaMappingID();
+ std::string blockName = std::string("Op_ADD_block_") + GetUniqueTosaMappingID();
+
+ TosaSerializationOperator* op = new TosaSerializationOperator(Op_ADD,
+ Attribute_NONE,
+ nullptr,
+ {input0Name, input1Name},
+ {outputName});
+
+ std::vector<int32_t> inputShape0 = GetTosaTensorShape(inputs[0]->GetShape());
+ DType inputDType0 = ArmNNToDType(inputs[0]->GetDataType());
+
+ std::vector<int32_t> inputShape1 = GetTosaTensorShape(inputs[1]->GetShape());
+ DType inputDType1 = ArmNNToDType(inputs[1]->GetDataType());
+
+ std::vector<int32_t> outputShape0 = GetTosaTensorShape(outputs[0]->GetShape());
+ DType outputDType0 = ArmNNToDType(outputs[0]->GetDataType());
+
+ TosaSerializationTensor* inputTensor0 = new TosaSerializationTensor(input0Name, inputShape0, inputDType0, {});
+ TosaSerializationTensor* inputTensor1 = new TosaSerializationTensor(input1Name, inputShape1, inputDType1, {});
+ TosaSerializationTensor* outputTensor0 = new TosaSerializationTensor(outputName, outputShape0, outputDType0, {});
+
+ // operatorInputNames/operatorOutputNames ends up being the same as
+ // blockInputNames/blockOutputNames for one-to-one ArmNN to Tosa mappings
+ return new TosaSerializationBasicBlock(blockName, // name
+ {op}, // operators
+ {inputTensor0, inputTensor1, outputTensor0}, // tensors
+ {input0Name, input1Name}, // inputs
+ {outputName}); // outputs
+}
diff --git a/src/backends/tosaCommon/operatorMappings/CMakeLists.txt b/src/backends/tosaCommon/operatorMappings/CMakeLists.txt
new file mode 100644
index 0000000000..3965a6ab04
--- /dev/null
+++ b/src/backends/tosaCommon/operatorMappings/CMakeLists.txt
@@ -0,0 +1,14 @@
+#
+# Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+# SPDX-License-Identifier: MIT
+#
+
+list(APPEND armnnTosaBackendOperators_sources
+ AdditionOperator.hpp
+ TosaOperatorUtils.hpp
+ )
+
+add_library(armnnTosaBackendOperators OBJECT ${armnnTosaBackendOperators_sources})
+target_include_directories(armnnTosaBackendOperators PRIVATE ${PROJECT_SOURCE_DIR}/src/armnn)
+target_include_directories(armnnTosaBackendOperators PRIVATE ${PROJECT_SOURCE_DIR}/src/armnnUtils)
+target_include_directories(armnnTosaBackendOperators PRIVATE ${PROJECT_SOURCE_DIR}/src/backends)
diff --git a/src/backends/tosaCommon/operatorMappings/TosaOperatorUtils.hpp b/src/backends/tosaCommon/operatorMappings/TosaOperatorUtils.hpp
new file mode 100644
index 0000000000..b887721648
--- /dev/null
+++ b/src/backends/tosaCommon/operatorMappings/TosaOperatorUtils.hpp
@@ -0,0 +1,60 @@
+//
+// Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <armnn/Tensor.hpp>
+#include <armnn/Types.hpp>
+
+#include <tosa_generated.h>
+
+using namespace armnn;
+using namespace tosa;
+
+// Function to return Tosa datatype from input ArmNN datatype.
+DType ArmNNToDType(const DataType& type)
+{
+ switch (type)
+ {
+ case DataType::Float16:
+ case DataType::Float32:
+ case DataType::BFloat16:
+ return DType_FLOAT;
+ case DataType::QAsymmU8:
+ return DType_UINT8;
+ case DataType::QSymmS8:
+ case DataType::QAsymmS8:
+ return DType_INT8;
+ case DataType::QSymmS16:
+ return DType_INT16;
+ case DataType::Signed32:
+ return DType_INT32;
+ case DataType::Signed64:
+ // No signed 64, only DType_INT48.
+ return DType_UNKNOWN;
+ case DataType::Boolean:
+ return DType_BOOL;
+ default:
+ return DType_UNKNOWN;
+ }
+}
+
+// Function to return Tosa tensor shape from input ArmNN tensor shape.
+std::vector<int32_t> GetTosaTensorShape(const TensorShape& shape)
+{
+ std::vector<int32_t> returnShape;
+ for (u_int32_t i = 0; i < shape.GetNumDimensions(); i++)
+ {
+ returnShape.push_back(static_cast<int32_t>(shape[i]));
+ }
+ return returnShape;
+}
+
+// Function to return unique int as a string to ensure uniqueness between all input, output and block names.
+static int uniqueTosaMappingID = 0;
+std::string GetUniqueTosaMappingID()
+{
+ return std::to_string(++uniqueTosaMappingID);
+}
diff --git a/src/backends/tosaCommon/test/CMakeLists.txt b/src/backends/tosaCommon/test/CMakeLists.txt
new file mode 100644
index 0000000000..56cc66e51c
--- /dev/null
+++ b/src/backends/tosaCommon/test/CMakeLists.txt
@@ -0,0 +1,14 @@
+#
+# Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+# SPDX-License-Identifier: MIT
+#
+
+list(APPEND armnnTosaBackendUnitTests_sources
+ TosaOperatorMappingTests.cpp
+ )
+
+add_library(armnnTosaBackendUnitTests OBJECT ${armnnTosaBackendUnitTests_sources})
+target_include_directories(armnnTosaBackendUnitTests PRIVATE ${PROJECT_SOURCE_DIR}/src/armnn)
+target_include_directories(armnnTosaBackendUnitTests PRIVATE ${PROJECT_SOURCE_DIR}/src/armnnUtils)
+target_include_directories(armnnTosaBackendUnitTests PRIVATE ${PROJECT_SOURCE_DIR}/src/armnnTestUtils)
+target_include_directories(armnnTosaBackendUnitTests PRIVATE ${PROJECT_SOURCE_DIR}/src/backends)
diff --git a/src/backends/tosaCommon/test/TosaOperatorMappingTests.cpp b/src/backends/tosaCommon/test/TosaOperatorMappingTests.cpp
new file mode 100644
index 0000000000..2f5a56d88d
--- /dev/null
+++ b/src/backends/tosaCommon/test/TosaOperatorMappingTests.cpp
@@ -0,0 +1,124 @@
+//
+// Copyright © 2022 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include <Layer.hpp>
+
+#include <tosaCommon/TosaMappings.hpp>
+
+#include <doctest/doctest.h>
+
+using namespace armnn;
+using namespace tosa;
+
+void AssertTosaOneToOneMappingBasicBlock(TosaSerializationBasicBlock* basicBlock,
+ std::vector<int32_t> shape,
+ uint32_t numInputs,
+ uint32_t numOutputs,
+ Op tosaOp,
+ std::string operatorString,
+ DType dataType = DType_FLOAT)
+{
+ std::string blockStr = operatorString + "_block_";
+ ARMNN_ASSERT(basicBlock->GetName().find(blockStr) != std::string::npos);
+ ARMNN_ASSERT(basicBlock->GetInputs().size() == numInputs);
+ ARMNN_ASSERT(basicBlock->GetOutputs().size() == numOutputs);
+ ARMNN_ASSERT(basicBlock->GetOperators().size() == 1);
+ ARMNN_ASSERT(basicBlock->GetTensors().size() == (numInputs + numOutputs));
+
+ TosaSerializationOperator* op = basicBlock->GetOperators().at(0);
+ ARMNN_ASSERT(op->GetInputTensorNames().size() == numInputs);
+ ARMNN_ASSERT(op->GetOutputTensorNames().size() == numOutputs);
+
+ for (uint32_t i = 0; i < numInputs; i++)
+ {
+ std::basic_string<char> blockInputName = basicBlock->GetInputs()[i];
+ std::basic_string<char> operatorInputName = op->GetInputTensorNames()[i];
+ std::basic_string<char> tensorName = basicBlock->GetTensors()[i]->GetName();
+
+ std::string opStr = operatorString + "_input" + std::to_string(i) + "_";
+
+ ARMNN_ASSERT(blockInputName == operatorInputName);
+ ARMNN_ASSERT(tensorName == operatorInputName);
+ ARMNN_ASSERT(blockInputName.find(opStr) != std::string::npos);
+ }
+
+ for (uint32_t i = 0; i < numOutputs; i++)
+ {
+ std::basic_string<char> blockOutputName = basicBlock->GetOutputs()[i];
+ std::basic_string<char> operatorOutputName = op->GetOutputTensorNames()[i];
+ std::basic_string<char> tensorName = basicBlock->GetTensors()[numInputs + i]->GetName();
+
+ std::string opStr = operatorString + "_output" + std::to_string(i) + "_";
+
+ ARMNN_ASSERT(blockOutputName == operatorOutputName);
+ ARMNN_ASSERT(tensorName == operatorOutputName);
+ ARMNN_ASSERT(blockOutputName.find(opStr) != std::string::npos);
+ }
+
+ ARMNN_ASSERT(op->GetAttributeType() == Attribute_NONE);
+ ARMNN_ASSERT(op->GetOp() == tosaOp);
+
+ TosaSerializationTensor* tensor0 = basicBlock->GetTensors()[0];
+ ARMNN_ASSERT(tensor0->GetDtype() == dataType);
+ ARMNN_ASSERT(tensor0->GetData().size() == 0);
+ ARMNN_ASSERT(tensor0->GetShape() == shape);
+}
+
+TEST_SUITE("TosaOperatorMappingOneToOneTests")
+{
+TEST_CASE("GetTosaMapping_AdditionLayer")
+{
+ TensorInfo info = TensorInfo({ 1, 2, 4, 2 }, DataType::Float32, 0.0f, 0, true);
+ TosaSerializationBasicBlock* basicBlock =
+ GetTosaMapping(LayerType::Addition, {&info, &info}, {&info}, BaseDescriptor());
+ AssertTosaOneToOneMappingBasicBlock(basicBlock, { 1, 2, 4, 2 }, 2, 1, Op::Op_ADD, "Op_ADD");
+}
+
+TEST_CASE("GetTosaMappingFromLayer_AdditionLayer")
+{
+ IRuntime::CreationOptions options;
+ IRuntimePtr runtime(IRuntime::Create(options));
+
+ // Builds up the structure of the network.
+ INetworkPtr net(INetwork::Create());
+
+ IConnectableLayer* input0 = net->AddInputLayer(0, "input0");
+ IConnectableLayer* input1 = net->AddInputLayer(1, "input1");
+ IConnectableLayer* add = net->AddAdditionLayer("add");
+ IConnectableLayer* output = net->AddOutputLayer(0, "output");
+
+ input0->GetOutputSlot(0).Connect(add->GetInputSlot(0));
+ input1->GetOutputSlot(0).Connect(add->GetInputSlot(1));
+ add->GetOutputSlot(0).Connect(output->GetInputSlot(0));
+
+ TensorInfo info = TensorInfo({ 1, 2, 4, 2 }, DataType::Float32, 0.0f, 0, true);
+
+ input0->GetOutputSlot(0).SetTensorInfo(info);
+ input1->GetOutputSlot(0).SetTensorInfo(info);
+ add->GetOutputSlot(0).SetTensorInfo(info);
+
+ TosaSerializationBasicBlock* basicBlock =
+ GetTosaMappingFromLayer(PolymorphicDowncast<Layer*>(add));
+ AssertTosaOneToOneMappingBasicBlock(basicBlock, { 1, 2, 4, 2 }, 2, 1, Op::Op_ADD, "Op_ADD");
+}
+
+TEST_CASE("GetTosaMapping_Unimplemented")
+{
+ TosaSerializationBasicBlock* basicBlock =
+ GetTosaMapping(LayerType::UnidirectionalSequenceLstm, {}, {}, BaseDescriptor());
+
+ ARMNN_ASSERT(basicBlock->GetName() == "");
+ ARMNN_ASSERT(basicBlock->GetTensors().size() == 0);
+ ARMNN_ASSERT(basicBlock->GetOperators().size() == 1);
+ ARMNN_ASSERT(basicBlock->GetInputs().size() == 0);
+ ARMNN_ASSERT(basicBlock->GetOutputs().size() == 0);
+
+ TosaSerializationOperator* op = basicBlock->GetOperators()[0];
+ ARMNN_ASSERT(op->GetAttributeType() == Attribute_NONE);
+ ARMNN_ASSERT(op->GetOp() == tosa::Op_UNKNOWN);
+ ARMNN_ASSERT(op->GetInputTensorNames().size() == 0);
+ ARMNN_ASSERT(op->GetOutputTensorNames().size() == 0);
+}
+}