Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2019 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <boost/test/unit_test.hpp> |
| 7 | #include "ParserFlatbuffersFixture.hpp" |
| 8 | #include "../TfLiteParser.hpp" |
| 9 | |
| 10 | BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| 11 | |
| 12 | struct TransposeFixture : public ParserFlatbuffersFixture |
| 13 | { |
| 14 | explicit TransposeFixture(const std::string & inputShape, |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 15 | const std::string & permuteData, |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 16 | const std::string & outputShape) |
| 17 | { |
| 18 | m_JsonString = R"( |
| 19 | { |
| 20 | "version": 3, |
| 21 | "operator_codes": [ |
| 22 | { |
| 23 | "builtin_code": "TRANSPOSE", |
| 24 | "version": 1 |
| 25 | } |
| 26 | ], |
| 27 | "subgraphs": [ |
| 28 | { |
| 29 | "tensors": [ |
| 30 | { |
| 31 | "shape": )" + inputShape + R"(, |
| 32 | "type": "FLOAT32", |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 33 | "buffer": 0, |
| 34 | "name": "inputTensor", |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 35 | "quantization": { |
| 36 | "min": [ |
| 37 | 0.0 |
| 38 | ], |
| 39 | "max": [ |
| 40 | 255.0 |
| 41 | ], |
| 42 | "details_type": 0, |
| 43 | "quantized_dimension": 0 |
| 44 | }, |
| 45 | "is_variable": false |
| 46 | }, |
| 47 | { |
| 48 | "shape": )" + outputShape + R"(, |
| 49 | "type": "FLOAT32", |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 50 | "buffer": 1, |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 51 | "name": "outputTensor", |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 52 | "quantization": { |
| 53 | "details_type": 0, |
| 54 | "quantized_dimension": 0 |
| 55 | }, |
| 56 | "is_variable": false |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 57 | })"; |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 58 | m_JsonString += R"(, |
| 59 | { |
| 60 | "shape": [ |
| 61 | 3 |
| 62 | ], |
| 63 | "type": "INT32", |
| 64 | "buffer": 2, |
| 65 | "name": "permuteTensor", |
| 66 | "quantization": { |
| 67 | "details_type": 0, |
| 68 | "quantized_dimension": 0 |
| 69 | }, |
| 70 | "is_variable": false |
| 71 | })"; |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 72 | m_JsonString += R"(], |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 73 | "inputs": [ |
| 74 | 0 |
| 75 | ], |
| 76 | "outputs": [ |
| 77 | 1 |
| 78 | ], |
| 79 | "operators": [ |
| 80 | { |
| 81 | "opcode_index": 0, |
| 82 | "inputs": [ |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 83 | 0)"; |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 84 | m_JsonString += R"(,2)"; |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 85 | m_JsonString += R"(], |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 86 | "outputs": [ |
| 87 | 1 |
| 88 | ], |
| 89 | "builtin_options_type": "TransposeOptions", |
| 90 | "builtin_options": { |
| 91 | }, |
| 92 | "custom_options_format": "FLEXBUFFERS" |
| 93 | } |
| 94 | ] |
| 95 | } |
| 96 | ], |
| 97 | "description": "TOCO Converted.", |
| 98 | "buffers": [ |
| 99 | { }, |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 100 | { })"; |
| 101 | if (!permuteData.empty()) |
| 102 | { |
| 103 | m_JsonString += R"(,{"data": )" + permuteData + R"( })"; |
| 104 | } |
| 105 | m_JsonString += R"( |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 106 | ] |
| 107 | } |
| 108 | )"; |
| 109 | Setup(); |
| 110 | } |
| 111 | }; |
| 112 | |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 113 | // Note that this assumes the Tensorflow permutation vector implementation as opposed to the armnn implemenation. |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 114 | struct TransposeFixtureWithPermuteData : TransposeFixture |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 115 | { |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 116 | TransposeFixtureWithPermuteData() : TransposeFixture("[ 2, 2, 3 ]", |
| 117 | "[ 0, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0 ]", |
| 118 | "[ 2, 3, 2 ]") {} |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 119 | }; |
| 120 | |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 121 | BOOST_FIXTURE_TEST_CASE(TransposeWithPermuteData, TransposeFixtureWithPermuteData) |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 122 | { |
| 123 | RunTest<3, armnn::DataType::Float32>( |
| 124 | 0, |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 125 | {{"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 }}}, |
| 126 | {{"outputTensor", { 1, 4, 2, 5, 3, 6, 7, 10, 8, 11, 9, 12 }}}); |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 127 | |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 128 | BOOST_TEST((m_Parser->GetNetworkOutputBindingInfo(0, "outputTensor").second.GetShape() |
| 129 | == armnn::TensorShape({2,3,2}))); |
| 130 | } |
| 131 | |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 132 | // Tensorflow default permutation behavior assumes no permute argument will create permute vector [n-1...0], |
| 133 | // where n is the number of dimensions of the input tensor |
| 134 | // In this case we should get output shape 3,2,2 given default permutation vector 2,1,0 |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 135 | struct TransposeFixtureWithoutPermuteData : TransposeFixture |
| 136 | { |
| 137 | TransposeFixtureWithoutPermuteData() : TransposeFixture("[ 2, 2, 3 ]", |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 138 | "[ 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]", |
| 139 | "[ 3, 2, 2 ]") {} |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 140 | }; |
| 141 | |
| 142 | BOOST_FIXTURE_TEST_CASE(TransposeWithoutPermuteDims, TransposeFixtureWithoutPermuteData) |
| 143 | { |
| 144 | RunTest<3, armnn::DataType::Float32>( |
| 145 | 0, |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 146 | {{"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 }}}, |
| 147 | {{"outputTensor", { 1, 7, 4, 10, 2, 8, 5, 11, 3, 9, 6, 12 }}}); |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 148 | |
| 149 | BOOST_TEST((m_Parser->GetNetworkOutputBindingInfo(0, "outputTensor").second.GetShape() |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 150 | == armnn::TensorShape({3,2,2}))); |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 151 | } |
| 152 | |
| 153 | BOOST_AUTO_TEST_SUITE_END() |