/* * Copyright (C) 2020 The Android Open Source Project * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include #include #include #include #include #include #include "GeneratedTestUtils.h" #include "Manager.h" #include "SampleDriverPartial.h" #include "TestNeuralNetworksWrapper.h" #include "Utils.h" namespace generated_tests::avg_pool_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); const test_helper::TestModel& get_test_model_nchw(); const test_helper::TestModel& get_test_model_nhwc_5(); } // namespace generated_tests::avg_pool_v1_2 namespace generated_tests::conv2d_dilation { const test_helper::TestModel& get_test_model_nhwc(); const test_helper::TestModel& get_test_model_nchw(); const test_helper::TestModel& get_test_model_valid_padding_nhwc(); } // namespace generated_tests::conv2d_dilation namespace generated_tests::depthwise_conv2d_dilation { const test_helper::TestModel& get_test_model_nhwc(); const test_helper::TestModel& get_test_model_valid_padding_nhwc(); } // namespace generated_tests::depthwise_conv2d_dilation namespace generated_tests::depth_to_space_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); } // namespace generated_tests::depth_to_space_v1_2 namespace generated_tests::l2_normalization_axis { const test_helper::TestModel& get_test_model_dim4_axis3_neg(); } // namespace generated_tests::l2_normalization_axis namespace generated_tests::l2_pool_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); const test_helper::TestModel& get_test_model_nhwc_2(); } // namespace generated_tests::l2_pool_v1_2 namespace generated_tests::local_response_normalization_v1_2 { const test_helper::TestModel& get_test_model_axis_dim2_axis1_neg(); } // namespace generated_tests::local_response_normalization_v1_2 namespace generated_tests::max_pool_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); const test_helper::TestModel& get_test_model_nhwc_4(); } // namespace generated_tests::max_pool_v1_2 namespace generated_tests::resize_bilinear_v1_2 { const test_helper::TestModel& get_test_model_shape_nhwc(); } // namespace generated_tests::resize_bilinear_v1_2 namespace generated_tests::resize_bilinear_v1_3 { const test_helper::TestModel& get_test_model_align_corners_2x2_to_1x1(); } // namespace generated_tests::resize_bilinear_v1_3 namespace generated_tests::softmax_v1_2 { const test_helper::TestModel& get_test_model_axis_quant8_dim1_axis0_neg(); } // namespace generated_tests::softmax_v1_2 namespace generated_tests::space_to_depth_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); } // namespace generated_tests::space_to_depth_v1_2 namespace generated_tests::batch_to_space_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); } // namespace generated_tests::batch_to_space_v1_2 namespace generated_tests::space_to_batch_v1_2 { const test_helper::TestModel& get_test_model_nhwc(); } // namespace generated_tests::space_to_batch_v1_2 namespace generated_tests::resize_nearest_neighbor_v1_3 { const test_helper::TestModel& get_test_model_align_corners_2x2_to_1x1(); } // namespace generated_tests::resize_nearest_neighbor_v1_3 namespace android::nn { namespace { using namespace hal; using sample_driver::SampleDriverPartial; using Result = test_wrapper::Result; using WrapperOperandType = test_wrapper::OperandType; using WrapperCompilation = test_wrapper::Compilation; using WrapperType = test_wrapper::Type; using WrapperModel = test_wrapper::Model; const char* kTestDriverName = "nnapi-test"; // A driver that rejects operations based solely on the input count. class TestDriver : public SampleDriverPartial { public: TestDriver() : SampleDriverPartial(kTestDriverName) {} Return getCapabilities_1_3(getCapabilities_1_3_cb cb) override { cb(V1_3::ErrorStatus::NONE, {/* Dummy zero-filled capabilities. */}); return Void(); } void setSupportedInputCount(uint32_t count) { mSupportedInputCount = count; } private: std::vector getSupportedOperationsImpl(const Model& model) const override { std::vector supported(model.main.operations.size()); std::transform(model.main.operations.begin(), model.main.operations.end(), supported.begin(), [this](const Operation& operation) { SCOPED_TRACE("operation = " + toString(operation.type)); EXPECT_EQ(operation.inputs.size(), mSupportedInputCount); return operation.inputs.size() == mSupportedInputCount; }); return supported; } uint32_t mSupportedInputCount = std::numeric_limits::max(); }; class TestRemoveDefaultArguments : public ::testing::Test { virtual void SetUp() { // skip the tests if useCpuOnly = 1 if (DeviceManager::get()->getUseCpuOnly()) { GTEST_SKIP(); } mTestDriver = new TestDriver(); DeviceManager::get()->forTest_registerDevice(kTestDriverName, mTestDriver); mTestDevice = getDeviceByName(kTestDriverName); ASSERT_NE(mTestDevice, nullptr); } virtual void TearDown() { DeviceManager::get()->forTest_reInitializeDeviceList(); } protected: void test(const test_helper::TestModel& testModel, uint32_t originalInputCount, uint32_t expectedInputCount) { ASSERT_EQ(testModel.main.operations.size(), 1u); ASSERT_EQ(testModel.main.operations[0].inputs.size(), originalInputCount); mTestDriver->setSupportedInputCount(expectedInputCount); generated_tests::GeneratedModel model; generated_tests::createModel(testModel, &model); ASSERT_TRUE(model.isValid()); ASSERT_EQ(model.finish(), Result::NO_ERROR); auto [result, compilation] = WrapperCompilation::createForDevice(&model, mTestDevice); ASSERT_EQ(result, Result::NO_ERROR); ASSERT_EQ(compilation.finish(), Result::NO_ERROR); } private: ANeuralNetworksDevice* getDeviceByName(const std::string& name) { ANeuralNetworksDevice* result = nullptr; uint32_t numDevices = 0; EXPECT_EQ(ANeuralNetworks_getDeviceCount(&numDevices), ANEURALNETWORKS_NO_ERROR); EXPECT_GE(numDevices, 1u); for (uint32_t i = 0; i < numDevices; i++) { ANeuralNetworksDevice* device = nullptr; EXPECT_EQ(ANeuralNetworks_getDevice(i, &device), ANEURALNETWORKS_NO_ERROR); const char* buffer = nullptr; EXPECT_EQ(ANeuralNetworksDevice_getName(device, &buffer), ANEURALNETWORKS_NO_ERROR); if (name == buffer) { EXPECT_EQ(result, nullptr) << "multiple devices named " << name; result = device; } } return result; } sp mTestDriver; ANeuralNetworksDevice* mTestDevice; }; TEST_F(TestRemoveDefaultArguments, AVERAGE_POOL_2D_11_inputs_to_10_inputs) { const uint32_t originalInputCount = 11; const uint32_t expectedInputCount = 10; test(::generated_tests::avg_pool_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, AVERAGE_POOL_2D_11_inputs_no_default_values) { const uint32_t originalInputCount = 11; const uint32_t expectedInputCount = 11; test(::generated_tests::avg_pool_v1_2::get_test_model_nchw(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, AVERAGE_POOL_2D_8_inputs_to_7_inputs) { const uint32_t originalInputCount = 8; const uint32_t expectedInputCount = 7; test(::generated_tests::avg_pool_v1_2::get_test_model_nhwc_5(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, CONV_2D_13_inputs_to_10_inputs) { const uint32_t originalInputCount = 13; const uint32_t expectedInputCount = 10; test(::generated_tests::conv2d_dilation::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, CONV_2D_13_inputs_to_11_inputs) { const uint32_t originalInputCount = 13; const uint32_t expectedInputCount = 11; test(::generated_tests::conv2d_dilation::get_test_model_nchw(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, CONV_2D_10_inputs_to_7_inputs) { const uint32_t originalInputCount = 10; const uint32_t expectedInputCount = 7; test(::generated_tests::conv2d_dilation::get_test_model_valid_padding_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, DEPTHWISE_CONV_3D_14_inputs_to_11_inputs) { const uint32_t originalInputCount = 14; const uint32_t expectedInputCount = 11; test(::generated_tests::depthwise_conv2d_dilation::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, DEPTHWISE_CONV_2D_11_inputs_to_8_inputs) { const uint32_t originalInputCount = 11; const uint32_t expectedInputCount = 8; test(::generated_tests::depthwise_conv2d_dilation::get_test_model_valid_padding_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, DEPTH_TO_SPACE_3_inputs_to_2_inputs) { const uint32_t originalInputCount = 3; const uint32_t expectedInputCount = 2; test(::generated_tests::depth_to_space_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, L2_NORMALIZATION_2_inputs_to_1_input) { const uint32_t originalInputCount = 2; const uint32_t expectedInputCount = 1; test(::generated_tests::l2_normalization_axis::get_test_model_dim4_axis3_neg(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, L2_POOL_2D_11_inputs_to_10_inputs) { const uint32_t originalInputCount = 11; const uint32_t expectedInputCount = 10; test(::generated_tests::l2_pool_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, L2_POOL_2D_8_inputs_to_7_inputs) { const uint32_t originalInputCount = 8; const uint32_t expectedInputCount = 7; test(::generated_tests::l2_pool_v1_2::get_test_model_nhwc_2(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, LOCAL_RESPONSE_NORMALIZATION_6_inputs_to_5_inputs) { const uint32_t originalInputCount = 6; const uint32_t expectedInputCount = 5; test(::generated_tests::local_response_normalization_v1_2::get_test_model_axis_dim2_axis1_neg(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, MAX_POOL_2D_11_inputs_to_10_inputs) { const uint32_t originalInputCount = 11; const uint32_t expectedInputCount = 10; test(::generated_tests::max_pool_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, MAX_POOL_2D_8_inputs_to_7_inputs) { const uint32_t originalInputCount = 8; const uint32_t expectedInputCount = 7; test(::generated_tests::max_pool_v1_2::get_test_model_nhwc_4(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, RESIZE_BILINEAR_by_shape_6_inputs_to_5_inputs) { const uint32_t originalInputCount = 6; const uint32_t expectedInputCount = 5; test(::generated_tests::resize_bilinear_v1_3::get_test_model_align_corners_2x2_to_1x1(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, RESIZE_BILINEAR_by_shape_4_inputs_to_3_inputs) { const uint32_t originalInputCount = 4; const uint32_t expectedInputCount = 3; test(::generated_tests::resize_bilinear_v1_2::get_test_model_shape_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, SOFTMAX_3_inputs_to_2_inputs) { const uint32_t originalInputCount = 3; const uint32_t expectedInputCount = 2; test(::generated_tests::softmax_v1_2::get_test_model_axis_quant8_dim1_axis0_neg(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, SPACE_TO_DEPTH_3_inputs_to_2_inputs) { const uint32_t originalInputCount = 3; const uint32_t expectedInputCount = 2; test(::generated_tests::space_to_depth_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, BATCH_TO_SPACE_ND_3_inputs_to_2_inputs) { const uint32_t originalInputCount = 3; const uint32_t expectedInputCount = 2; test(::generated_tests::batch_to_space_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, SPACE_TO_BATCH_ND_4_inputs_to_3_inputs) { const uint32_t originalInputCount = 4; const uint32_t expectedInputCount = 3; test(::generated_tests::space_to_batch_v1_2::get_test_model_nhwc(), originalInputCount, expectedInputCount); } TEST_F(TestRemoveDefaultArguments, RESIZE_NEAREST_NEIGHBOR_by_shape_6_inputs_to_5_inputs) { const uint32_t originalInputCount = 6; const uint32_t expectedInputCount = 5; test(::generated_tests::resize_nearest_neighbor_v1_3::get_test_model_align_corners_2x2_to_1x1(), originalInputCount, expectedInputCount); } } // namespace } // namespace android::nn