David Monahan | 8a57046 | 2023-11-22 13:24:25 +0000 | [diff] [blame] | 1 | // |
David Monahan | bd73808 | 2023-12-08 12:50:02 +0000 | [diff] [blame] | 2 | // Copyright © 2022-2024 Arm Ltd and Contributors. All rights reserved. |
David Monahan | 8a57046 | 2023-11-22 13:24:25 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "backendsCommon/test/EndToEndTestImpl.hpp" |
| 7 | |
David Monahan | bd73808 | 2023-12-08 12:50:02 +0000 | [diff] [blame] | 8 | #include "backendsCommon/test/Convolution2dEndToEndTestImpl.hpp" |
Tracy Narine | bc5a5d5 | 2024-02-06 15:22:41 +0000 | [diff] [blame] | 9 | #include "backendsCommon/test/layerTests/CastTestImpl.hpp" |
Tracy Narine | e7d2785 | 2024-01-26 09:13:19 +0000 | [diff] [blame] | 10 | |
Tianle Cheng | fbfa49e | 2024-01-23 11:21:48 +0000 | [diff] [blame] | 11 | #include "backendsCommon/test/DepthwiseConvolution2dEndToEndTests.hpp" |
Tracy Narine | e7d2785 | 2024-01-26 09:13:19 +0000 | [diff] [blame] | 12 | #include "backendsCommon/test/ElementwiseBinaryEndToEndTestImpl.hpp" |
Teresa Charlin | a52bca2 | 2024-02-01 17:36:48 +0000 | [diff] [blame] | 13 | #include "backendsCommon/test/Pooling2dEndToEndTestImpl.hpp" |
Teresa Charlin | 1d6b731 | 2024-02-07 22:02:48 +0000 | [diff] [blame] | 14 | #include "backendsCommon/test/ResizeEndToEndTestImpl.hpp" |
Tianle Cheng | fbfa49e | 2024-01-23 11:21:48 +0000 | [diff] [blame] | 15 | |
David Monahan | bd73808 | 2023-12-08 12:50:02 +0000 | [diff] [blame] | 16 | #include <doctest/doctest.h> |
| 17 | |
| 18 | TEST_SUITE("GpuFsaEndToEnd") |
| 19 | { |
| 20 | |
| 21 | std::vector<BackendId> gpuFsaDefaultBackends = {"GpuFsa"}; |
| 22 | |
Tracy Narine | bc5a5d5 | 2024-02-06 15:22:41 +0000 | [diff] [blame] | 23 | TEST_CASE("GpuFsaCastEndtoEndTestFloat32ToFloat16") |
| 24 | { |
| 25 | using namespace half_float::literal; |
| 26 | |
| 27 | std::vector<unsigned int> inputShape { 2, 2, 2 }; |
| 28 | |
| 29 | std::vector<float> inputValues { -3.5f, -1.2f, -8.6f, -2.0f, -1.5f, -1.3f, -0.5f, -0.4f }; |
| 30 | |
| 31 | std::vector<armnn::Half> outputValues { -3.50_h, -1.20_h, -8.6_h, -2._h, -1.50_h, -1.30_h, -0.50_h, -0.40_h }; |
| 32 | |
| 33 | CastSimpleTest<DataType::Float32, DataType::Float16, float, armnn::Half>(gpuFsaDefaultBackends, |
| 34 | inputShape, |
| 35 | inputValues, |
| 36 | outputValues, |
| 37 | 1.0f, |
| 38 | 0); |
| 39 | } |
| 40 | |
David Monahan | bd73808 | 2023-12-08 12:50:02 +0000 | [diff] [blame] | 41 | // Conv2d |
| 42 | TEST_CASE("GpuFsaConv2dEndtoEndTestFloat32") |
| 43 | { |
| 44 | Convolution2dEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, armnn::DataLayout::NHWC); |
| 45 | } |
| 46 | |
| 47 | TEST_CASE("GpuFsaConv2dWithoutBiasEndtoEndTestFloat32") |
| 48 | { |
| 49 | Convolution2dEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, armnn::DataLayout::NHWC, false); |
| 50 | } |
| 51 | |
Tianle Cheng | fbfa49e | 2024-01-23 11:21:48 +0000 | [diff] [blame] | 52 | TEST_CASE("GpuFsaDepthwiseConvolution2dEndtoEndTestFloat32") |
| 53 | { |
| 54 | DepthwiseConvolution2dEndToEnd<armnn::DataType::Float32, armnn::DataType::Float32>(gpuFsaDefaultBackends, |
| 55 | armnn::DataLayout::NHWC); |
| 56 | } |
| 57 | |
Tracy Narine | e7d2785 | 2024-01-26 09:13:19 +0000 | [diff] [blame] | 58 | // ElementwiseBinary Add |
| 59 | TEST_CASE("GpuFsaElementwiseBinaryAddTestFloat32") |
| 60 | { |
| 61 | ElementwiseBinarySimple3DEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, BinaryOperation::Add); |
| 62 | } |
| 63 | |
| 64 | TEST_CASE("GpuFsaElementwiseBinaryAddTestFloat16") |
| 65 | { |
| 66 | ElementwiseBinarySimple3DEndToEnd<armnn::DataType::Float16>(gpuFsaDefaultBackends, BinaryOperation::Add); |
| 67 | } |
| 68 | |
Teresa Charlin | 20dda37 | 2024-02-08 16:23:25 +0000 | [diff] [blame^] | 69 | // ElementwiseBinary Mul |
| 70 | TEST_CASE("GpuFsaElementwiseBinaryMulTestFloat32") |
| 71 | { |
| 72 | ElementwiseBinarySimple3DEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, BinaryOperation::Mul); |
| 73 | } |
| 74 | |
| 75 | TEST_CASE("GpuFsaElementwiseBinaryMulTestFloat16") |
| 76 | { |
| 77 | ElementwiseBinarySimple3DEndToEnd<armnn::DataType::Float16>(gpuFsaDefaultBackends, BinaryOperation::Mul); |
| 78 | } |
| 79 | |
John Mcloughlin | 829e13e | 2024-01-31 11:00:27 +0000 | [diff] [blame] | 80 | // ElementwiseBinary Sub |
| 81 | TEST_CASE("GpuFsaElementwiseBinarySubTestFloat32") |
| 82 | { |
| 83 | ElementwiseBinarySimple3DEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, BinaryOperation::Sub); |
| 84 | } |
| 85 | |
| 86 | TEST_CASE("GpuFsaElementwiseBinarySubTestFloat16") |
| 87 | { |
| 88 | ElementwiseBinarySimple3DEndToEnd<armnn::DataType::Float16>(gpuFsaDefaultBackends, BinaryOperation::Sub); |
| 89 | } |
| 90 | |
Teresa Charlin | a52bca2 | 2024-02-01 17:36:48 +0000 | [diff] [blame] | 91 | // Pooling 2D |
| 92 | // Average Pool 2D |
| 93 | TEST_CASE("GpuFsaAvgPool2DEndtoEndTestFloat32") |
| 94 | { |
| 95 | AvgPool2dEndToEnd<DataType::Float32>(gpuFsaDefaultBackends); |
| 96 | } |
| 97 | |
| 98 | TEST_CASE("GpuFsaAvgPool2DEndtoEndTestFloat16") |
| 99 | { |
| 100 | |
| 101 | AvgPool2dEndToEndFloat16<DataType::Float16>(gpuFsaDefaultBackends); |
| 102 | } |
| 103 | |
| 104 | TEST_CASE("UNSUPPORTED_GpuFsaAvgPool2DIgnoreValueEndtoEndTestFloat32") |
| 105 | { |
| 106 | // Exclude padding must be set to true in Attributes! to be supported by GPU |
| 107 | try |
| 108 | { |
| 109 | AvgPool2dEndToEnd<DataType::Float32>(gpuFsaDefaultBackends, PaddingMethod::IgnoreValue); |
| 110 | FAIL("An exception should have been thrown"); |
| 111 | } |
| 112 | catch (const armnn::InvalidArgumentException& e) |
| 113 | { |
| 114 | CHECK(strcmp(e.what(), "Failed to assign a backend to each layer") == 0); |
| 115 | } |
| 116 | } |
| 117 | |
| 118 | // Max Pool 2D |
| 119 | TEST_CASE("GpuFsaMaxPool2DEndtoEndTestFloat32") |
| 120 | { |
| 121 | MaxPool2dEndToEnd<DataType::Float32>(gpuFsaDefaultBackends); |
| 122 | } |
| 123 | |
| 124 | TEST_CASE("GpuFsaMaxPool2DEndtoEndTestFloat16") |
| 125 | { |
| 126 | MaxPool2dEndToEndFloat16<DataType::Float16>(gpuFsaDefaultBackends); |
| 127 | } |
| 128 | |
| 129 | TEST_CASE("UNSUPPORTED_GpuFsaMaxPool2DIgnoreValueEndtoEndTestFloat32") |
| 130 | { |
| 131 | // Exclude padding must be set to true in Attributes! to be supported by GPU |
| 132 | try |
| 133 | { |
| 134 | MaxPool2dEndToEnd<DataType::Float32>(gpuFsaDefaultBackends, PaddingMethod::IgnoreValue); |
| 135 | FAIL("An exception should have been thrown"); |
| 136 | } |
| 137 | catch (const armnn::InvalidArgumentException& e) |
| 138 | { |
| 139 | CHECK(strcmp(e.what(), "Failed to assign a backend to each layer") == 0); |
| 140 | } |
| 141 | } |
| 142 | |
Teresa Charlin | 1d6b731 | 2024-02-07 22:02:48 +0000 | [diff] [blame] | 143 | // Resize Bilinear |
| 144 | TEST_CASE("GpuFsaResizeBilinearEndToEndFloatNhwcTest") |
| 145 | { |
| 146 | ResizeBilinearEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, armnn::DataLayout::NHWC); |
| 147 | } |
| 148 | |
| 149 | // Resize NearestNeighbor |
| 150 | TEST_CASE("GpuFsaResizeNearestNeighborEndToEndFloatNhwcTest") |
| 151 | { |
| 152 | ResizeNearestNeighborEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, armnn::DataLayout::NHWC); |
| 153 | } |
| 154 | |
| 155 | TEST_CASE("GpuFsaResizeNearestNeighborEndToEndFloatAlignCornersNhwcTest") |
| 156 | { |
| 157 | ResizeNearestNeighborEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, armnn::DataLayout::NHWC, |
| 158 | true, false); |
| 159 | } |
| 160 | |
| 161 | TEST_CASE("GpuFsaResizeNearestNeighborEndToEndFloatHalfPixelNhwcTest") |
| 162 | { |
| 163 | ResizeNearestNeighborEndToEnd<armnn::DataType::Float32>(gpuFsaDefaultBackends, armnn::DataLayout::NHWC, |
| 164 | false, true); |
| 165 | } |
| 166 | |
David Monahan | bd73808 | 2023-12-08 12:50:02 +0000 | [diff] [blame] | 167 | } |