surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | 93e4898 | 2018-09-05 13:05:09 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 4 | // |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 5 | |
| 6 | #pragma once |
| 7 | |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 8 | #include "DriverTestHelpers.hpp" |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 9 | |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 10 | #include <boost/test/unit_test.hpp> |
| 11 | #include <log/log.h> |
| 12 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 13 | #include <OperationsUtils.h> |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 14 | |
| 15 | BOOST_AUTO_TEST_SUITE(Convolution2DTests) |
| 16 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 17 | using namespace android::hardware; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 18 | using namespace driverTestHelpers; |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 19 | using namespace armnn_driver; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 20 | |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 21 | namespace driverTestHelpers |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 22 | { |
| 23 | |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 24 | void SetModelFp16Flag(V1_0::Model& model, bool fp16Enabled); |
| 25 | |
| 26 | #ifdef ARMNN_ANDROID_NN_V1_1 |
| 27 | void SetModelFp16Flag(V1_1::Model& model, bool fp16Enabled); |
| 28 | #endif |
| 29 | |
| 30 | template<typename HalPolicy> |
| 31 | void PaddingTestImpl(android::nn::PaddingScheme paddingScheme, bool fp16Enabled = false) |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 32 | { |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 33 | using HalModel = typename HalPolicy::Model; |
| 34 | using HalOperationType = typename HalPolicy::OperationType; |
| 35 | |
| 36 | auto driver = std::make_unique<ArmnnDriver>(DriverOptions(armnn::Compute::GpuAcc, fp16Enabled)); |
| 37 | HalModel model = {}; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 38 | |
| 39 | uint32_t outSize = paddingScheme == android::nn::kPaddingSame ? 2 : 1; |
| 40 | |
| 41 | // add operands |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 42 | float weightValue[] = {1.f, -1.f, 0.f, 1.f}; |
| 43 | float biasValue[] = {0.f}; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 44 | |
| 45 | AddInputOperand(model, hidl_vec<uint32_t>{1, 2, 3, 1}); |
| 46 | AddTensorOperand(model, hidl_vec<uint32_t>{1, 2, 2, 1}, weightValue); |
| 47 | AddTensorOperand(model, hidl_vec<uint32_t>{1}, biasValue); |
| 48 | AddIntOperand(model, (int32_t)paddingScheme); // padding |
| 49 | AddIntOperand(model, 2); // stride x |
| 50 | AddIntOperand(model, 2); // stride y |
| 51 | AddIntOperand(model, 0); // no activation |
| 52 | AddOutputOperand(model, hidl_vec<uint32_t>{1, 1, outSize, 1}); |
| 53 | |
| 54 | // make the convolution operation |
| 55 | model.operations.resize(1); |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 56 | model.operations[0].type = HalOperationType::CONV_2D; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 57 | model.operations[0].inputs = hidl_vec<uint32_t>{0, 1, 2, 3, 4, 5, 6}; |
| 58 | model.operations[0].outputs = hidl_vec<uint32_t>{7}; |
| 59 | |
| 60 | // make the prepared model |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 61 | SetModelFp16Flag(model, fp16Enabled); |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 62 | android::sp<IPreparedModel> preparedModel = PrepareModel(model, *driver); |
| 63 | |
| 64 | // construct the request |
| 65 | DataLocation inloc = {}; |
| 66 | inloc.poolIndex = 0; |
| 67 | inloc.offset = 0; |
| 68 | inloc.length = 6 * sizeof(float); |
| 69 | RequestArgument input = {}; |
| 70 | input.location = inloc; |
| 71 | input.dimensions = hidl_vec<uint32_t>{}; |
| 72 | |
| 73 | DataLocation outloc = {}; |
| 74 | outloc.poolIndex = 1; |
| 75 | outloc.offset = 0; |
| 76 | outloc.length = outSize * sizeof(float); |
| 77 | RequestArgument output = {}; |
| 78 | output.location = outloc; |
| 79 | output.dimensions = hidl_vec<uint32_t>{}; |
| 80 | |
| 81 | Request request = {}; |
| 82 | request.inputs = hidl_vec<RequestArgument>{input}; |
| 83 | request.outputs = hidl_vec<RequestArgument>{output}; |
| 84 | |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 85 | // set the input data (matching source test) |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 86 | float indata[] = {1024.25f, 1.f, 0.f, 3.f, -1, -1024.25f}; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 87 | AddPoolAndSetData(6, request, indata); |
| 88 | |
| 89 | // add memory for the output |
| 90 | android::sp<IMemory> outMemory = AddPoolAndGetData(outSize, request); |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 91 | float* outdata = reinterpret_cast<float*>(static_cast<void*>(outMemory->getPointer())); |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 92 | |
| 93 | // run the execution |
| 94 | Execute(preparedModel, request); |
| 95 | |
| 96 | // check the result |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 97 | switch (paddingScheme) |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 98 | { |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 99 | case android::nn::kPaddingValid: |
| 100 | if (fp16Enabled) |
| 101 | { |
| 102 | BOOST_TEST(outdata[0] == 1022.f); |
| 103 | } |
| 104 | else |
| 105 | { |
| 106 | BOOST_TEST(outdata[0] == 1022.25f); |
| 107 | } |
| 108 | break; |
| 109 | case android::nn::kPaddingSame: |
| 110 | if (fp16Enabled) |
| 111 | { |
| 112 | BOOST_TEST(outdata[0] == 1022.f); |
| 113 | BOOST_TEST(outdata[1] == 0.f); |
| 114 | } |
| 115 | else |
| 116 | { |
| 117 | BOOST_TEST(outdata[0] == 1022.25f); |
| 118 | BOOST_TEST(outdata[1] == 0.f); |
| 119 | } |
| 120 | break; |
| 121 | default: |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 122 | BOOST_TEST(false); |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 123 | break; |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 124 | } |
| 125 | } |
| 126 | |
Nikhil Raj | 7760582 | 2018-09-03 11:25:56 +0100 | [diff] [blame] | 127 | } // namespace driverTestHelpers |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 128 | |
| 129 | BOOST_AUTO_TEST_SUITE_END() |