Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 1 | // |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 2 | // Copyright © 2022-2023 Arm Ltd and Contributors. All rights reserved. |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #pragma once |
| 7 | |
| 8 | #include "TestUtils.hpp" |
| 9 | |
| 10 | #include <armnn_delegate.hpp> |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 11 | #include <DelegateTestInterpreter.hpp> |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 12 | |
| 13 | #include <flatbuffers/flatbuffers.h> |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 14 | #include <tensorflow/lite/kernels/register.h> |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 15 | #include <tensorflow/lite/version.h> |
| 16 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 17 | #include <schema_generated.h> |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 18 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 19 | #include <doctest/doctest.h> |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 20 | |
| 21 | namespace |
| 22 | { |
| 23 | |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 24 | std::vector<char> CreateSliceTfLiteModel(tflite::TensorType tensorType, |
| 25 | const std::vector<int32_t>& inputTensorShape, |
| 26 | const std::vector<int32_t>& beginTensorData, |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 27 | const std::vector<int32_t>& sizeTensorData, |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 28 | const std::vector<int32_t>& beginTensorShape, |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 29 | const std::vector<int32_t>& sizeTensorShape, |
| 30 | const std::vector<int32_t>& outputTensorShape) |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 31 | { |
| 32 | using namespace tflite; |
| 33 | flatbuffers::FlatBufferBuilder flatBufferBuilder; |
| 34 | |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 35 | flatbuffers::Offset<tflite::Buffer> buffers[5] = { |
| 36 | CreateBuffer(flatBufferBuilder), |
| 37 | CreateBuffer(flatBufferBuilder), |
| 38 | CreateBuffer(flatBufferBuilder, |
| 39 | flatBufferBuilder.CreateVector(reinterpret_cast<const uint8_t*>(beginTensorData.data()), |
| 40 | sizeof(int32_t) * beginTensorData.size())), |
| 41 | CreateBuffer(flatBufferBuilder, |
| 42 | flatBufferBuilder.CreateVector(reinterpret_cast<const uint8_t*>(sizeTensorData.data()), |
| 43 | sizeof(int32_t) * sizeTensorData.size())), |
| 44 | CreateBuffer(flatBufferBuilder) |
| 45 | }; |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 46 | |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 47 | std::array<flatbuffers::Offset<Tensor>, 4> tensors; |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 48 | tensors[0] = CreateTensor(flatBufferBuilder, |
| 49 | flatBufferBuilder.CreateVector<int32_t>(inputTensorShape.data(), |
| 50 | inputTensorShape.size()), |
| 51 | tensorType, |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 52 | 1, |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 53 | flatBufferBuilder.CreateString("input")); |
| 54 | tensors[1] = CreateTensor(flatBufferBuilder, |
| 55 | flatBufferBuilder.CreateVector<int32_t>(beginTensorShape.data(), |
| 56 | beginTensorShape.size()), |
| 57 | ::tflite::TensorType_INT32, |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 58 | 2, |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 59 | flatBufferBuilder.CreateString("begin_tensor")); |
| 60 | tensors[2] = CreateTensor(flatBufferBuilder, |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 61 | flatBufferBuilder.CreateVector<int32_t>(sizeTensorShape.data(), |
| 62 | sizeTensorShape.size()), |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 63 | ::tflite::TensorType_INT32, |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 64 | 3, |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 65 | flatBufferBuilder.CreateString("size_tensor")); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 66 | tensors[3] = CreateTensor(flatBufferBuilder, |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 67 | flatBufferBuilder.CreateVector<int32_t>(outputTensorShape.data(), |
| 68 | outputTensorShape.size()), |
| 69 | tensorType, |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 70 | 4, |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 71 | flatBufferBuilder.CreateString("output")); |
| 72 | |
| 73 | |
| 74 | // create operator |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 75 | tflite::BuiltinOptions operatorBuiltinOptionsType = tflite::BuiltinOptions_SliceOptions; |
| 76 | flatbuffers::Offset<void> operatorBuiltinOptions = CreateSliceOptions(flatBufferBuilder).Union(); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 77 | |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 78 | const std::vector<int> operatorInputs{ 0, 1, 2 }; |
| 79 | const std::vector<int> operatorOutputs{ 3 }; |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 80 | flatbuffers::Offset <Operator> sliceOperator = |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 81 | CreateOperator(flatBufferBuilder, |
| 82 | 0, |
| 83 | flatBufferBuilder.CreateVector<int32_t>(operatorInputs.data(), operatorInputs.size()), |
| 84 | flatBufferBuilder.CreateVector<int32_t>(operatorOutputs.data(), operatorOutputs.size()), |
| 85 | operatorBuiltinOptionsType, |
| 86 | operatorBuiltinOptions); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 87 | |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 88 | const std::vector<int> subgraphInputs{ 0, 1, 2 }; |
| 89 | const std::vector<int> subgraphOutputs{ 3 }; |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 90 | flatbuffers::Offset <SubGraph> subgraph = |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 91 | CreateSubGraph(flatBufferBuilder, |
| 92 | flatBufferBuilder.CreateVector(tensors.data(), tensors.size()), |
| 93 | flatBufferBuilder.CreateVector<int32_t>(subgraphInputs.data(), subgraphInputs.size()), |
| 94 | flatBufferBuilder.CreateVector<int32_t>(subgraphOutputs.data(), subgraphOutputs.size()), |
| 95 | flatBufferBuilder.CreateVector(&sliceOperator, 1)); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 96 | |
| 97 | flatbuffers::Offset <flatbuffers::String> modelDescription = |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 98 | flatBufferBuilder.CreateString("ArmnnDelegate: Slice Operator Model"); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 99 | flatbuffers::Offset <OperatorCode> operatorCode = CreateOperatorCode(flatBufferBuilder, |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 100 | BuiltinOperator_SLICE); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 101 | |
| 102 | flatbuffers::Offset <Model> flatbufferModel = |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 103 | CreateModel(flatBufferBuilder, |
| 104 | TFLITE_SCHEMA_VERSION, |
| 105 | flatBufferBuilder.CreateVector(&operatorCode, 1), |
| 106 | flatBufferBuilder.CreateVector(&subgraph, 1), |
| 107 | modelDescription, |
Ryan OShea | 238ecd9 | 2023-03-07 11:44:23 +0000 | [diff] [blame] | 108 | flatBufferBuilder.CreateVector(buffers, 5)); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 109 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 110 | flatBufferBuilder.Finish(flatbufferModel, armnnDelegate::FILE_IDENTIFIER); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 111 | |
| 112 | return std::vector<char>(flatBufferBuilder.GetBufferPointer(), |
| 113 | flatBufferBuilder.GetBufferPointer() + flatBufferBuilder.GetSize()); |
| 114 | } |
| 115 | |
| 116 | template <typename T> |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 117 | void SliceTestImpl(std::vector<armnn::BackendId>& backends, |
| 118 | std::vector<T>& inputValues, |
| 119 | std::vector<T>& expectedOutputValues, |
| 120 | std::vector<int32_t>& beginTensorData, |
| 121 | std::vector<int32_t>& sizeTensorData, |
| 122 | std::vector<int32_t>& inputTensorShape, |
| 123 | std::vector<int32_t>& beginTensorShape, |
| 124 | std::vector<int32_t>& sizeTensorShape, |
| 125 | std::vector<int32_t>& outputTensorShape) |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 126 | { |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 127 | using namespace delegateTestInterpreter; |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 128 | std::vector<char> modelBuffer = CreateSliceTfLiteModel( |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 129 | ::tflite::TensorType_FLOAT32, |
| 130 | inputTensorShape, |
| 131 | beginTensorData, |
| 132 | sizeTensorData, |
| 133 | beginTensorShape, |
| 134 | sizeTensorShape, |
| 135 | outputTensorShape); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 136 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 137 | // Setup interpreter with just TFLite Runtime. |
| 138 | auto tfLiteInterpreter = DelegateTestInterpreter(modelBuffer); |
| 139 | CHECK(tfLiteInterpreter.AllocateTensors() == kTfLiteOk); |
| 140 | CHECK(tfLiteInterpreter.FillInputTensor<T>(inputValues, 0) == kTfLiteOk); |
| 141 | CHECK(tfLiteInterpreter.Invoke() == kTfLiteOk); |
| 142 | std::vector<T> tfLiteOutputValues = tfLiteInterpreter.GetOutputResult<T>(0); |
| 143 | std::vector<int32_t> tfLiteOutputShape = tfLiteInterpreter.GetOutputShape(0); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 144 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 145 | // Setup interpreter with Arm NN Delegate applied. |
| 146 | auto armnnInterpreter = DelegateTestInterpreter(modelBuffer, backends); |
| 147 | CHECK(armnnInterpreter.AllocateTensors() == kTfLiteOk); |
| 148 | CHECK(armnnInterpreter.FillInputTensor<T>(inputValues, 0) == kTfLiteOk); |
| 149 | CHECK(armnnInterpreter.Invoke() == kTfLiteOk); |
| 150 | std::vector<T> armnnOutputValues = armnnInterpreter.GetOutputResult<T>(0); |
| 151 | std::vector<int32_t> armnnOutputShape = armnnInterpreter.GetOutputShape(0); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 152 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 153 | armnnDelegate::CompareOutputData<T>(tfLiteOutputValues, armnnOutputValues, expectedOutputValues); |
| 154 | armnnDelegate::CompareOutputShape(tfLiteOutputShape, armnnOutputShape, outputTensorShape); |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 155 | |
Matthew Sloyan | ebe392d | 2023-03-30 10:12:08 +0100 | [diff] [blame] | 156 | tfLiteInterpreter.Cleanup(); |
| 157 | armnnInterpreter.Cleanup(); |
Cathal Corbett | 839b932 | 2022-11-18 08:52:18 +0000 | [diff] [blame] | 158 | } // End of Slice Test |
Jan Eilers | 2ffddda | 2021-02-03 09:14:30 +0000 | [diff] [blame] | 159 | |
| 160 | } // anonymous namespace |