Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <reference/workloads/Decoders.hpp> |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 7 | |
| 8 | #include <fmt/format.h> |
| 9 | |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 10 | #include <doctest/doctest.h> |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 11 | |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 12 | TEST_SUITE("RefPerChannelDecoder") |
| 13 | { |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 14 | template<typename T> |
| 15 | void CompareVector(std::vector<T> vec1, std::vector<T> vec2) |
| 16 | { |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 17 | CHECK(vec1.size() == vec2.size()); |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 18 | |
| 19 | bool mismatch = false; |
| 20 | for (uint i = 0; i < vec1.size(); ++i) |
| 21 | { |
| 22 | if (vec1[i] != vec2[i]) |
| 23 | { |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 24 | MESSAGE(fmt::format("Vector value mismatch: index={} {} != {}", |
| 25 | i, |
| 26 | vec1[i], |
| 27 | vec2[i])); |
| 28 | |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 29 | mismatch = true; |
| 30 | } |
| 31 | } |
| 32 | |
| 33 | if (mismatch) |
| 34 | { |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 35 | FAIL("Error in CompareVector. Vectors don't match."); |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 36 | } |
| 37 | } |
| 38 | |
| 39 | // Ensure quantization works for none depthwise convolutions |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 40 | TEST_CASE("RefPerChannelDecoderTest1") |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 41 | { |
| 42 | using namespace armnn; |
| 43 | std::vector<int8_t> input = |
| 44 | { |
| 45 | 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23 |
| 46 | }; |
| 47 | |
| 48 | std::vector<float> expOutput = |
| 49 | { |
| 50 | 0.0f, 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, |
| 51 | 24.0f, 26.0f, 28.0f, 30.0f, 32.0f, 34.0f, 36.0f, 38.0f, 40.0f, 42.0f, 44.0f, 46.0f |
| 52 | }; |
| 53 | |
| 54 | TensorInfo tensorInfo ({2,2,2,3},DataType::QSymmS8,{1.0f, 2.0f},0); |
| 55 | auto decoder = MakeDecoder<float>(tensorInfo, input.data()); |
| 56 | |
| 57 | std::vector<float> output = decoder->DecodeTensor(tensorInfo.GetShape()); |
| 58 | |
| 59 | CompareVector(output, expOutput); |
| 60 | } |
| 61 | |
| 62 | // Ensure quantization works for depthwise convolutions M=1 |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 63 | TEST_CASE("RefPerChannelDecoderTest2") |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 64 | { |
| 65 | using namespace armnn; |
| 66 | std::vector<int8_t> input = |
| 67 | { |
| 68 | 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15 |
| 69 | }; |
| 70 | |
| 71 | std::vector<float> expOutput = |
| 72 | { |
| 73 | 0.0f, 1.0f, 2.0f, 3.0f, |
| 74 | 8.0f, 10.0f, 12.0f, 14.0f, |
| 75 | 24.0f, 27.0f, 30.0f, 33.0f, |
| 76 | 48.0f, 52.0f, 56.0f, 60.0f |
| 77 | }; |
| 78 | |
| 79 | // [O,1,H,W] = [I*M,1,H,W] = [4*1,1,2,2] |
| 80 | TensorInfo tensorInfo ({4,1,2,2},DataType::QSymmS8,{1.0f, 2.0f, 3.0f, 4.0f},0); |
| 81 | auto decoder = MakeDecoder<float>(tensorInfo, input.data()); |
| 82 | |
| 83 | std::vector<float> output = decoder->DecodeTensor(tensorInfo.GetShape(), true); |
| 84 | |
| 85 | CompareVector(output, expOutput); |
| 86 | } |
| 87 | |
| 88 | // Ensure quantization works for depthwise convolutions M=2 |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 89 | TEST_CASE("RefPerChannelDecoderTest3") |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 90 | { |
| 91 | using namespace armnn; |
| 92 | std::vector<int8_t> input = |
| 93 | { |
| 94 | 0, 1, 2, 3, |
| 95 | 4, 5, 6, 7, |
| 96 | 8, 9, 10, 11, |
| 97 | 12, 13, 14, 15, |
| 98 | 16, 17, 18, 19, |
| 99 | 20, 21, 22, 23 |
| 100 | }; |
| 101 | |
| 102 | std::vector<float> expOutput = |
| 103 | { |
| 104 | 0.0f, 1.0f, 2.0f, 3.0f, |
| 105 | 8.0f, 10.0f, 12.0f, 14.0f, |
| 106 | 24.0f, 27.0f, 30.0f, 33.0f, |
| 107 | 48.0f, 52.0f, 56.0f, 60.0f, |
| 108 | 80.0f, 85.0f, 90.0f, 95.0f, |
| 109 | 120.0f, 126.0f, 132.0f, 138.0f |
| 110 | }; |
| 111 | |
| 112 | // [O,1,H,W] = [I*M,1,H,W] = [3*2,1,2,2] |
| 113 | TensorInfo tensorInfo ({6,1,2,2},DataType::QSymmS8,{1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f},0); |
| 114 | auto decoder = MakeDecoder<float>(tensorInfo, input.data()); |
| 115 | |
| 116 | std::vector<float> output = decoder->DecodeTensor(tensorInfo.GetShape(), true); |
| 117 | |
| 118 | CompareVector(output, expOutput); |
| 119 | } |
| 120 | |
| 121 | // Ensure quantization works for depthwise convolutions M=2 for int32 |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 122 | TEST_CASE("RefPerChannelDecoderTest4") |
Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 123 | { |
| 124 | using namespace armnn; |
| 125 | std::vector<int32_t> input = |
| 126 | { |
| 127 | 0, 1, 2, 3, |
| 128 | 4, 5, 6, 7, |
| 129 | 8, 9, 10, 11, |
| 130 | 12, 13, 14, 15, |
| 131 | 16, 17, 18, 19, |
| 132 | 20, 21, 22, 23 |
| 133 | }; |
| 134 | |
| 135 | std::vector<float> expOutput = |
| 136 | { |
| 137 | 0.0f, 1.0f, 2.0f, 3.0f, |
| 138 | 8.0f, 10.0f, 12.0f, 14.0f, |
| 139 | 24.0f, 27.0f, 30.0f, 33.0f, |
| 140 | 48.0f, 52.0f, 56.0f, 60.0f, |
| 141 | 80.0f, 85.0f, 90.0f, 95.0f, |
| 142 | 120.0f, 126.0f, 132.0f, 138.0f |
| 143 | }; |
| 144 | |
| 145 | // [O,1,H,W] = [I*M,1,H,W] = [3*2,1,2,2] |
| 146 | TensorInfo tensorInfo ({6,1,2,2},DataType::Signed32,{1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f},0); |
| 147 | auto decoder = MakeDecoder<float>(tensorInfo, input.data()); |
| 148 | |
| 149 | std::vector<float> output = decoder->DecodeTensor(tensorInfo.GetShape(), true); |
| 150 | |
| 151 | CompareVector(output, expOutput); |
| 152 | } |
| 153 | |
Matthew Sloyan | 7a00eaa | 2021-06-20 18:45:05 +0100 | [diff] [blame] | 154 | } |