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 | |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 6 | #include "ParserFlatbuffersFixture.hpp" |
| 7 | #include "../TfLiteParser.hpp" |
| 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | TEST_SUITE("TensorflowLiteParser_Transpose") |
| 10 | { |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 11 | struct TransposeFixture : public ParserFlatbuffersFixture |
| 12 | { |
| 13 | explicit TransposeFixture(const std::string & inputShape, |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 14 | const std::string & permuteData, |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 15 | const std::string & outputShape) |
| 16 | { |
| 17 | m_JsonString = R"( |
| 18 | { |
| 19 | "version": 3, |
| 20 | "operator_codes": [ |
| 21 | { |
| 22 | "builtin_code": "TRANSPOSE", |
| 23 | "version": 1 |
| 24 | } |
| 25 | ], |
| 26 | "subgraphs": [ |
| 27 | { |
| 28 | "tensors": [ |
| 29 | { |
| 30 | "shape": )" + inputShape + R"(, |
| 31 | "type": "FLOAT32", |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 32 | "buffer": 0, |
| 33 | "name": "inputTensor", |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 34 | "quantization": { |
| 35 | "min": [ |
| 36 | 0.0 |
| 37 | ], |
| 38 | "max": [ |
| 39 | 255.0 |
| 40 | ], |
| 41 | "details_type": 0, |
| 42 | "quantized_dimension": 0 |
| 43 | }, |
| 44 | "is_variable": false |
| 45 | }, |
| 46 | { |
| 47 | "shape": )" + outputShape + R"(, |
| 48 | "type": "FLOAT32", |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 49 | "buffer": 1, |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 50 | "name": "outputTensor", |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 51 | "quantization": { |
| 52 | "details_type": 0, |
| 53 | "quantized_dimension": 0 |
| 54 | }, |
| 55 | "is_variable": false |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 56 | })"; |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 57 | m_JsonString += R"(, |
| 58 | { |
| 59 | "shape": [ |
| 60 | 3 |
| 61 | ], |
| 62 | "type": "INT32", |
| 63 | "buffer": 2, |
| 64 | "name": "permuteTensor", |
| 65 | "quantization": { |
| 66 | "details_type": 0, |
| 67 | "quantized_dimension": 0 |
| 68 | }, |
| 69 | "is_variable": false |
| 70 | })"; |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 71 | m_JsonString += R"(], |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 72 | "inputs": [ |
| 73 | 0 |
| 74 | ], |
| 75 | "outputs": [ |
| 76 | 1 |
| 77 | ], |
| 78 | "operators": [ |
| 79 | { |
| 80 | "opcode_index": 0, |
| 81 | "inputs": [ |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 82 | 0)"; |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 83 | m_JsonString += R"(,2)"; |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 84 | m_JsonString += R"(], |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 85 | "outputs": [ |
| 86 | 1 |
| 87 | ], |
| 88 | "builtin_options_type": "TransposeOptions", |
| 89 | "builtin_options": { |
| 90 | }, |
| 91 | "custom_options_format": "FLEXBUFFERS" |
| 92 | } |
| 93 | ] |
| 94 | } |
| 95 | ], |
| 96 | "description": "TOCO Converted.", |
| 97 | "buffers": [ |
| 98 | { }, |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 99 | { })"; |
| 100 | if (!permuteData.empty()) |
| 101 | { |
| 102 | m_JsonString += R"(,{"data": )" + permuteData + R"( })"; |
| 103 | } |
| 104 | m_JsonString += R"( |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 105 | ] |
| 106 | } |
| 107 | )"; |
| 108 | Setup(); |
| 109 | } |
| 110 | }; |
| 111 | |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 112 | // 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] | 113 | struct TransposeFixtureWithPermuteData : TransposeFixture |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 114 | { |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 115 | TransposeFixtureWithPermuteData() : TransposeFixture("[ 2, 2, 3 ]", |
| 116 | "[ 0, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0 ]", |
| 117 | "[ 2, 3, 2 ]") {} |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 118 | }; |
| 119 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 120 | TEST_CASE_FIXTURE(TransposeFixtureWithPermuteData, "TransposeWithPermuteData") |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 121 | { |
| 122 | RunTest<3, armnn::DataType::Float32>( |
| 123 | 0, |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 124 | {{"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 }}}, |
| 125 | {{"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] | 126 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 127 | CHECK((m_Parser->GetNetworkOutputBindingInfo(0, "outputTensor").second.GetShape() |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 128 | == armnn::TensorShape({2,3,2}))); |
| 129 | } |
| 130 | |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 131 | // Tensorflow default permutation behavior assumes no permute argument will create permute vector [n-1...0], |
| 132 | // where n is the number of dimensions of the input tensor |
| 133 | // 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] | 134 | struct TransposeFixtureWithoutPermuteData : TransposeFixture |
| 135 | { |
| 136 | TransposeFixtureWithoutPermuteData() : TransposeFixture("[ 2, 2, 3 ]", |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 137 | "[ 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]", |
| 138 | "[ 3, 2, 2 ]") {} |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 139 | }; |
| 140 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 141 | TEST_CASE_FIXTURE(TransposeFixtureWithoutPermuteData, "TransposeWithoutPermuteDims") |
Kevin May | 85d9260 | 2019-09-27 17:21:06 +0100 | [diff] [blame] | 142 | { |
| 143 | RunTest<3, armnn::DataType::Float32>( |
| 144 | 0, |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 145 | {{"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 }}}, |
| 146 | {{"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] | 147 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 148 | CHECK((m_Parser->GetNetworkOutputBindingInfo(0, "outputTensor").second.GetShape() |
josh minor | ba424d2 | 2019-11-13 10:55:17 -0600 | [diff] [blame] | 149 | == armnn::TensorShape({3,2,2}))); |
Keith Davis | 4cd29a0 | 2019-09-09 14:49:20 +0100 | [diff] [blame] | 150 | } |
| 151 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 152 | } |