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330 lines
12 KiB
C++
330 lines
12 KiB
C++
// Copyright © Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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#include <cmath>
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#include <gtest/gtest.h>
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#include <hip/hip_runtime.h>
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#include <iostream>
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#include <memory>
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#include <random>
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#include <vector>
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#include <hipdnn_data_sdk/utilities/MigratableMemory.hpp>
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#include <hipdnn_data_sdk/utilities/Tensor.hpp>
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#include <hipdnn_data_sdk/utilities/Workspace.hpp>
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#include <hipdnn_frontend.hpp>
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#include <hipdnn_test_sdk/utilities/TestUtilities.hpp>
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#include "test_plugins/TestPluginConstants.hpp"
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using namespace hipdnn_frontend;
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using namespace hipdnn_frontend::graph;
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using namespace hipdnn_data_sdk::utilities;
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namespace
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{
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enum class FailurePoint
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{
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NONE, // No failure expected
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CREATE_EXECUTION_PLAN, // Expect failure at create execution plan
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EXECUTE // Expect failure at execute
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};
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struct IntegrationTestCase
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{
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std::string pluginPath;
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std::string description;
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std::string graphName;
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FailurePoint expectedFailure;
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bool useManualUids;
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friend std::ostream& operator<<(std::ostream& os, const IntegrationTestCase& tc)
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{
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os << "ConvTestCase{" << "plugin_path: " << tc.pluginPath
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<< ", description: " << tc.description << ", graph_name: " << tc.graphName
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<< ", expected_failure: ";
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switch(tc.expectedFailure)
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{
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case FailurePoint::NONE:
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os << "NONE";
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break;
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case FailurePoint::CREATE_EXECUTION_PLAN:
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os << "CREATE_EXECUTION_PLAN";
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break;
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case FailurePoint::EXECUTE:
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os << "EXECUTE";
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break;
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default:
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os << "UNKNOWN";
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break;
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}
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os << ", use_manual_uids: " << (tc.useManualUids ? "true" : "false") << "}";
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return os;
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}
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};
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// Test class for frontend integration tests.
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// This class runs end-to-end tests to ensure the frontend API works as expected.
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// Notes:
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// - We are using fake test plugins to simulate different scenarios.
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// - The tests will validate the graph creation, execution plan building, and execution through the full flow.
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// - We are using a batchnorm graph since the graph doesn't really matter due to fake plugins.
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template <typename Data_type>
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class IntegrationConvolutionForward : public ::testing::TestWithParam<IntegrationTestCase>
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{
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protected:
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// Simplified tensor bundle for frontend integration tests
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struct SimpleConvolutionTensorBundle
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{
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SimpleConvolutionTensorBundle(const std::vector<int64_t>& xDims,
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const std::vector<int64_t>& wDims,
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const std::vector<int64_t>& yDims)
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: xTensor(Tensor<Data_type>(xDims))
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, wTensor(Tensor<Data_type>(wDims))
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, yTensor(Tensor<Data_type>(yDims))
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{
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// Initialize with simple constant values
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xTensor.fillWithValue(static_cast<Data_type>(1.0));
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wTensor.fillWithValue(static_cast<Data_type>(1.0));
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yTensor.fillWithValue(static_cast<Data_type>(0.0));
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}
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Tensor<Data_type> xTensor;
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Tensor<Data_type> wTensor;
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Tensor<Data_type> yTensor;
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};
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struct ConvolutionTestTensors
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{
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std::shared_ptr<TensorAttributes> x;
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std::shared_ptr<TensorAttributes> w;
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std::shared_ptr<TensorAttributes> y;
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};
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void SetUp() override
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{
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SKIP_IF_NO_DEVICES();
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ASSERT_EQ(hipInit(0), hipSuccess);
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int deviceId = 0;
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ASSERT_EQ(hipGetDevice(&deviceId), hipSuccess);
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}
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void TearDown() override
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{
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if(_handle != nullptr)
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{
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ASSERT_EQ(hipdnnDestroy(_handle), HIPDNN_STATUS_SUCCESS);
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}
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}
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static hipdnnHandle_t setupEnvironmentWithPlugin(const std::string& pluginPath)
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{
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// Set up plugin path - load specific plugin by absolute path
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const std::array<const char*, 1> paths = {pluginPath.c_str()};
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EXPECT_EQ(hipdnnSetEnginePluginPaths_ext(
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paths.size(), paths.data(), HIPDNN_PLUGIN_LOADING_ABSOLUTE),
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HIPDNN_STATUS_SUCCESS);
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// Create handle
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hipdnnHandle_t handle = nullptr;
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EXPECT_EQ(hipdnnCreate(&handle), HIPDNN_STATUS_SUCCESS);
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return handle;
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}
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static std::pair<std::shared_ptr<Graph>, ConvolutionTestTensors>
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createConvTestGraphWithUids(const std::string& graphName,
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const SimpleConvolutionTensorBundle& tensorBundle,
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const std::vector<int64_t>& prePadding,
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const std::vector<int64_t>& postPadding,
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const std::vector<int64_t>& stride,
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const std::vector<int64_t>& dilation,
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bool useManualUids)
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{
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auto graph = std::make_shared<hipdnn_frontend::graph::Graph>();
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graph->set_name(graphName)
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.set_io_data_type(DataType::FLOAT)
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.set_intermediate_data_type(DataType::FLOAT)
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.set_compute_data_type(DataType::FLOAT);
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int64_t uid = 1;
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ConvolutionTestTensors tensors;
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auto xAttr
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= makeTensorAttributes("X", getDataTypeEnumFromType<Data_type>(), tensorBundle.xTensor);
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if(useManualUids)
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{
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xAttr.set_uid(uid++);
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}
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tensors.x = std::make_shared<TensorAttributes>(std::move(xAttr));
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auto wAttr
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= makeTensorAttributes("W", getDataTypeEnumFromType<Data_type>(), tensorBundle.wTensor);
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if(useManualUids)
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{
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wAttr.set_uid(uid++);
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}
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tensors.w = std::make_shared<TensorAttributes>(std::move(wAttr));
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ConvFpropAttributes convAttrs;
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convAttrs.set_name("convolution_forward");
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convAttrs.set_pre_padding(prePadding);
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convAttrs.set_post_padding(postPadding);
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convAttrs.set_stride(stride);
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convAttrs.set_dilation(dilation);
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tensors.y = graph->conv_fprop(tensors.x, tensors.w, convAttrs);
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if(useManualUids)
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{
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tensors.y->set_uid(uid++);
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}
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tensors.y->set_output(true);
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return {graph, tensors};
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}
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static std::unordered_map<int64_t, void*>
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createVariantPack(const ConvolutionTestTensors& tensors,
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SimpleConvolutionTensorBundle& tensorBundle)
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{
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std::unordered_map<int64_t, void*> variantPack;
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variantPack[tensors.x->get_uid()] = tensorBundle.xTensor.memory().deviceData();
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variantPack[tensors.w->get_uid()] = tensorBundle.wTensor.memory().deviceData();
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variantPack[tensors.y->get_uid()] = tensorBundle.yTensor.memory().deviceData();
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return variantPack;
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}
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static void runGraphPipeline(const std::shared_ptr<Graph>& graph,
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hipdnnHandle_t handle,
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const ConvolutionTestTensors& tensors,
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SimpleConvolutionTensorBundle& tensorBundle,
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FailurePoint expectedFailure = FailurePoint::NONE)
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{
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auto result = graph->validate();
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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result = graph->build_operation_graph(handle);
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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result = graph->create_execution_plans();
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if(expectedFailure == FailurePoint::CREATE_EXECUTION_PLAN)
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{
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ASSERT_NE(result.code, ErrorCode::OK) << "create_execution_plans should fail";
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return;
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}
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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result = graph->check_support();
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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result = graph->build_plans();
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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int64_t workspaceSize;
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result = graph->get_workspace_size(workspaceSize);
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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ASSERT_GE(workspaceSize, 0) << result.err_msg;
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const Workspace workspace(static_cast<size_t>(workspaceSize));
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ASSERT_TRUE(tensors.x->has_uid());
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ASSERT_TRUE(tensors.w->has_uid());
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ASSERT_TRUE(tensors.y->has_uid());
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auto variantPack = createVariantPack(tensors, tensorBundle);
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result = graph->execute(handle, variantPack, workspace.get());
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if(expectedFailure == FailurePoint::EXECUTE)
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{
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ASSERT_NE(result.code, ErrorCode::OK) << "Execute should fail";
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}
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else
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{
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ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
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}
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}
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void runTest()
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{
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const auto& testCase = GetParam();
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const std::vector<int64_t> xDims = {2, 3, 14, 14}; // n, c, h, w
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const std::vector<int64_t> wDims = {3, 3, 3, 3}; // k, c, h, w
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const std::vector<int64_t> yDims = {2, 3, 12, 12}; // n, k, h, w
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const std::vector<int64_t> prePadding = {0, 0};
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const std::vector<int64_t> postPadding = {0, 0};
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const std::vector<int64_t> stride = {1, 1};
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const std::vector<int64_t> dilation = {1, 1};
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// Setup environment with specified plugin
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_handle = setupEnvironmentWithPlugin(testCase.pluginPath);
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// Create tensor bundle
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SimpleConvolutionTensorBundle tensorBundle(xDims, wDims, yDims);
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// Create graph and tensors using the unified function
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auto [graph, tensors] = createConvTestGraphWithUids(testCase.graphName,
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tensorBundle,
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prePadding,
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postPadding,
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stride,
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dilation,
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testCase.useManualUids);
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runGraphPipeline(graph, _handle, tensors, tensorBundle, testCase.expectedFailure);
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}
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private:
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hipdnnHandle_t _handle = nullptr;
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};
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} // namespace
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class IntegrationConvolutionForwardFp32 : public IntegrationConvolutionForward<float>
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{
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};
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TEST_P(IntegrationConvolutionForwardFp32, ExecutePluginPipeline)
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{
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runTest();
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}
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INSTANTIATE_TEST_SUITE_P(
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,
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IntegrationConvolutionForwardFp32,
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::testing::Values(
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IntegrationTestCase{hipdnn_tests::plugin_constants::testGoodPluginPath(),
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"DefaultPluginWithManualUids",
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"DefaultPluginBatchnormTest",
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FailurePoint::NONE,
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true},
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IntegrationTestCase{hipdnn_tests::plugin_constants::testGoodPluginPath(),
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"DefaultPluginWithAutoUids",
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"DefaultPluginBatchnormTestAutoUID",
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FailurePoint::NONE,
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false},
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IntegrationTestCase{hipdnn_tests::plugin_constants::testExecuteFailsPluginPath(),
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"ExecuteFailsPlugin",
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"ExecuteFailsPluginBatchnormTest",
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FailurePoint::EXECUTE,
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true},
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IntegrationTestCase{hipdnn_tests::plugin_constants::testNoApplicableEnginesAPluginPath(),
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"NoApplicableEnginesPlugin",
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"NoEnginesPluginBatchnormTest",
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FailurePoint::CREATE_EXECUTION_PLAN,
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true}),
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// Provide a custom name for each test instance
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[](const ::testing::TestParamInfo<IntegrationTestCase>& info) {
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std::string name = info.param.description;
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std::transform(name.cbegin(), name.cend(), name.begin(), [](char c) {
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return std::isalnum(static_cast<unsigned char>(c)) ? c : '_';
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});
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return name;
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});
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