James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 1 | // |
Colm Donelan | 7bcae3c | 2024-01-22 10:07:14 +0000 | [diff] [blame] | 2 | // Copyright © 2020, 2023-2024 Arm Ltd and Contributors. All rights reserved. |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #pragma once |
| 7 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 8 | #include "TestUtils.hpp" |
| 9 | |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 10 | #include <armnn_delegate.hpp> |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 11 | #include <DelegateTestInterpreter.hpp> |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 12 | |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 13 | #include <tensorflow/lite/version.h> |
| 14 | |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 15 | namespace |
| 16 | { |
| 17 | std::vector<char> CreateTransposeTfLiteModel(tflite::TensorType tensorType, |
| 18 | const std::vector <int32_t>& input0TensorShape, |
| 19 | const std::vector <int32_t>& inputPermVecShape, |
| 20 | const std::vector <int32_t>& outputTensorShape, |
| 21 | const std::vector<int32_t>& inputPermVec) |
| 22 | { |
| 23 | using namespace tflite; |
| 24 | flatbuffers::FlatBufferBuilder flatBufferBuilder; |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 25 | flatbuffers::Offset<tflite::Buffer> buffers[4]{ |
| 26 | CreateBuffer(flatBufferBuilder), |
| 27 | CreateBuffer(flatBufferBuilder), |
| 28 | CreateBuffer(flatBufferBuilder, |
| 29 | flatBufferBuilder.CreateVector(reinterpret_cast<const uint8_t*>(inputPermVec.data()), |
| 30 | sizeof(int32_t) * inputPermVec.size())), |
| 31 | CreateBuffer(flatBufferBuilder) |
| 32 | }; |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 33 | std::array<flatbuffers::Offset<Tensor>, 3> tensors; |
| 34 | tensors[0] = CreateTensor(flatBufferBuilder, |
| 35 | flatBufferBuilder.CreateVector<int32_t>(input0TensorShape.data(), |
| 36 | input0TensorShape.size()), |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 37 | tensorType, 1); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 38 | tensors[1] = CreateTensor(flatBufferBuilder, |
| 39 | flatBufferBuilder.CreateVector<int32_t>(inputPermVecShape.data(), |
| 40 | inputPermVecShape.size()), |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 41 | tflite::TensorType_INT32, 2, |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 42 | flatBufferBuilder.CreateString("permutation_vector")); |
| 43 | tensors[2] = CreateTensor(flatBufferBuilder, |
| 44 | flatBufferBuilder.CreateVector<int32_t>(outputTensorShape.data(), |
| 45 | outputTensorShape.size()), |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 46 | tensorType,3); |
Keith Davis | 892fafe | 2020-11-26 17:40:35 +0000 | [diff] [blame] | 47 | const std::vector<int32_t> operatorInputs{0, 1}; |
| 48 | const std::vector<int32_t> operatorOutputs{2}; |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 49 | flatbuffers::Offset <Operator> transposeOperator = |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 50 | CreateOperator(flatBufferBuilder, |
| 51 | 0, |
| 52 | flatBufferBuilder.CreateVector<int32_t>(operatorInputs.data(), operatorInputs.size()), |
| 53 | flatBufferBuilder.CreateVector<int32_t>(operatorOutputs.data(), operatorOutputs.size()), |
| 54 | BuiltinOptions_TransposeOptions, |
| 55 | CreateTransposeOptions(flatBufferBuilder).Union()); |
Keith Davis | 892fafe | 2020-11-26 17:40:35 +0000 | [diff] [blame] | 56 | const std::vector<int> subgraphInputs{0, 1}; |
| 57 | const std::vector<int> subgraphOutputs{2}; |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 58 | flatbuffers::Offset <SubGraph> subgraph = |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 59 | CreateSubGraph(flatBufferBuilder, |
| 60 | flatBufferBuilder.CreateVector(tensors.data(), tensors.size()), |
| 61 | flatBufferBuilder.CreateVector<int32_t>(subgraphInputs.data(), subgraphInputs.size()), |
| 62 | flatBufferBuilder.CreateVector<int32_t>(subgraphOutputs.data(), subgraphOutputs.size()), |
| 63 | flatBufferBuilder.CreateVector(&transposeOperator, 1)); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 64 | flatbuffers::Offset <flatbuffers::String> modelDescription = |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 65 | flatBufferBuilder.CreateString("ArmnnDelegate: Transpose Operator Model"); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 66 | flatbuffers::Offset <OperatorCode> operatorCode = CreateOperatorCode(flatBufferBuilder, |
| 67 | tflite::BuiltinOperator_TRANSPOSE); |
| 68 | flatbuffers::Offset <Model> flatbufferModel = |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 69 | CreateModel(flatBufferBuilder, |
| 70 | TFLITE_SCHEMA_VERSION, |
| 71 | flatBufferBuilder.CreateVector(&operatorCode, 1), |
| 72 | flatBufferBuilder.CreateVector(&subgraph, 1), |
| 73 | modelDescription, |
| 74 | flatBufferBuilder.CreateVector(buffers, 4)); |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 75 | flatBufferBuilder.Finish(flatbufferModel, armnnDelegate::FILE_IDENTIFIER); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 76 | return std::vector<char>(flatBufferBuilder.GetBufferPointer(), |
| 77 | flatBufferBuilder.GetBufferPointer() + flatBufferBuilder.GetSize()); |
| 78 | } |
| 79 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 80 | template <typename T> |
Colm Donelan | 7bcae3c | 2024-01-22 10:07:14 +0000 | [diff] [blame] | 81 | void TransposeTest(std::vector<int32_t>& inputShape, |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 82 | std::vector<int32_t>& inputPermVecShape, |
| 83 | std::vector<int32_t>& outputShape, |
| 84 | std::vector<T>& inputValues, |
| 85 | std::vector<int32_t>& inputPermVec, |
Colm Donelan | 7bcae3c | 2024-01-22 10:07:14 +0000 | [diff] [blame] | 86 | std::vector<T>& expectedOutputValues, |
| 87 | const std::vector<armnn::BackendId>& backends = {}) |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 88 | { |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 89 | using namespace delegateTestInterpreter; |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 90 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 91 | // Create model |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 92 | std::vector<char> modelBuffer = CreateTransposeTfLiteModel(::tflite::TensorType_FLOAT32, |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 93 | inputShape, |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 94 | inputPermVecShape, |
| 95 | outputShape, |
| 96 | inputPermVec); |
| 97 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 98 | // Setup interpreter with just TFLite Runtime. |
| 99 | auto tfLiteInterpreter = DelegateTestInterpreter(modelBuffer); |
| 100 | CHECK(tfLiteInterpreter.AllocateTensors() == kTfLiteOk); |
| 101 | CHECK(tfLiteInterpreter.FillInputTensor<T>(inputValues, 0) == kTfLiteOk); |
| 102 | CHECK(tfLiteInterpreter.FillInputTensor<int32_t>(inputPermVec, 1) == kTfLiteOk); |
| 103 | CHECK(tfLiteInterpreter.Invoke() == kTfLiteOk); |
| 104 | std::vector<T> tfLiteOutputValues = tfLiteInterpreter.GetOutputResult<T>(0); |
| 105 | std::vector<int32_t> tfLiteOutputShape = tfLiteInterpreter.GetOutputShape(0); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 106 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 107 | // Setup interpreter with Arm NN Delegate applied. |
Colm Donelan | 7bcae3c | 2024-01-22 10:07:14 +0000 | [diff] [blame] | 108 | auto armnnInterpreter = DelegateTestInterpreter(modelBuffer, CaptureAvailableBackends(backends)); |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 109 | CHECK(armnnInterpreter.AllocateTensors() == kTfLiteOk); |
| 110 | CHECK(armnnInterpreter.FillInputTensor<T>(inputValues, 0) == kTfLiteOk); |
| 111 | CHECK(armnnInterpreter.FillInputTensor<int32_t>(inputPermVec, 1) == kTfLiteOk); |
| 112 | CHECK(armnnInterpreter.Invoke() == kTfLiteOk); |
| 113 | std::vector<T> armnnOutputValues = armnnInterpreter.GetOutputResult<T>(0); |
| 114 | std::vector<int32_t> armnnOutputShape = armnnInterpreter.GetOutputShape(0); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 115 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 116 | armnnDelegate::CompareOutputData<T>(tfLiteOutputValues, armnnOutputValues, expectedOutputValues); |
| 117 | armnnDelegate::CompareOutputShape(tfLiteOutputShape, armnnOutputShape, outputShape); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 118 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 119 | tfLiteInterpreter.Cleanup(); |
| 120 | armnnInterpreter.Cleanup(); |
James Ward | f89964e | 2020-11-09 11:57:47 +0000 | [diff] [blame] | 121 | } |
| 122 | } |