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TheRock/rocm-libraries/projects/hipdnn/tests/frontend/IntegrationBlockScaleDequantize.cpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

307 lines
10 KiB
C++

// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
// SPDX-License-Identifier: MIT
#include <gtest/gtest.h>
#include <hip/hip_runtime.h>
#include <memory>
#include <vector>
#include <hipdnn_data_sdk/utilities/MigratableMemory.hpp>
#include <hipdnn_data_sdk/utilities/Tensor.hpp>
#include <hipdnn_frontend.hpp>
#include <hipdnn_test_sdk/utilities/TestUtilities.hpp>
#include <test_plugins/TestPluginConstants.hpp>
using namespace hipdnn_frontend;
using namespace hipdnn_frontend::graph;
using namespace hipdnn_data_sdk::utilities;
namespace
{
enum class FailurePoint
{
NONE,
VALIDATE,
CREATE_EXECUTION_PLAN,
EXECUTE
};
struct IntegrationTestCase
{
std::string pluginPath;
std::string description;
std::string graphName;
FailurePoint expectedFailure;
bool useManualUids;
bool useNegativeScale;
friend std::ostream& operator<<(std::ostream& os, const IntegrationTestCase& tc)
{
os << "BlockScaleDequantizeTestCase{" << "plugin_path: " << tc.pluginPath
<< ", description: " << tc.description << ", graph_name: " << tc.graphName
<< ", expected_failure: ";
switch(tc.expectedFailure)
{
case FailurePoint::NONE:
os << "NONE";
break;
case FailurePoint::VALIDATE:
os << "VALIDATE";
break;
case FailurePoint::CREATE_EXECUTION_PLAN:
os << "CREATE_EXECUTION_PLAN";
break;
case FailurePoint::EXECUTE:
os << "EXECUTE";
break;
default:
os << "UNKNOWN";
break;
}
os << ", use_manual_uids: " << (tc.useManualUids ? "true" : "false")
<< ", use_negative_scale: " << (tc.useNegativeScale ? "true" : "false") << "}";
return os;
}
};
// Test class for BlockScaleDequantize frontend integration tests.
// Runs end-to-end tests using fake test plugins to validate graph creation,
// execution plan building, and execution through the full flow.
class IntegrationBlockScaleDequantizeFp32 : public ::testing::TestWithParam<IntegrationTestCase>
{
protected:
struct SimpleBlockScaleDequantizeTensorBundle
{
SimpleBlockScaleDequantizeTensorBundle(const std::vector<int64_t>& xDims,
const std::vector<int64_t>& scaleDims)
: xTensor(Tensor<float>(xDims))
, scaleTensor(Tensor<float>(scaleDims))
, yTensor(Tensor<float>(xDims)) // output same shape as input
{
xTensor.fillWithValue(1.0f);
scaleTensor.fillWithValue(1.0f);
yTensor.fillWithValue(0.0f);
}
Tensor<float> xTensor;
Tensor<float> scaleTensor;
Tensor<float> yTensor;
};
struct BlockScaleDequantizeTestTensors
{
std::shared_ptr<TensorAttributes> x;
std::shared_ptr<TensorAttributes> scale;
std::shared_ptr<TensorAttributes> y;
};
void SetUp() override
{
SKIP_IF_NO_DEVICES();
}
void TearDown() override
{
if(_handle != nullptr)
{
ASSERT_EQ(hipdnnDestroy(_handle), HIPDNN_STATUS_SUCCESS);
}
}
static hipdnnHandle_t setupEnvironmentWithPlugin(const std::string& pluginPath)
{
EXPECT_EQ(hipInit(0), hipSuccess);
int deviceId = 0;
EXPECT_EQ(hipGetDevice(&deviceId), hipSuccess);
const std::array<const char*, 1> paths = {pluginPath.c_str()};
EXPECT_EQ(hipdnnSetEnginePluginPaths_ext(
paths.size(), paths.data(), HIPDNN_PLUGIN_LOADING_ABSOLUTE),
HIPDNN_STATUS_SUCCESS);
hipdnnHandle_t handle = nullptr;
EXPECT_EQ(hipdnnCreate(&handle), HIPDNN_STATUS_SUCCESS);
return handle;
}
static std::pair<std::shared_ptr<Graph>, BlockScaleDequantizeTestTensors>
createBlockScaleDequantizeTestGraph(
const std::string& graphName,
const SimpleBlockScaleDequantizeTensorBundle& tensorBundle,
bool useManualUids,
bool useNegativeScale)
{
auto graph = std::make_shared<Graph>();
graph->set_name(graphName)
.set_io_data_type(DataType::FLOAT)
.set_intermediate_data_type(DataType::FLOAT)
.set_compute_data_type(DataType::FLOAT);
int64_t uid = 1;
BlockScaleDequantizeTestTensors tensors;
auto xAttr = makeTensorAttributes("X", DataType::FLOAT, tensorBundle.xTensor);
if(useManualUids)
{
xAttr.set_uid(uid++);
}
tensors.x = std::make_shared<TensorAttributes>(std::move(xAttr));
auto scaleAttr = makeTensorAttributes("scale", DataType::FLOAT, tensorBundle.scaleTensor);
if(useManualUids)
{
scaleAttr.set_uid(uid++);
}
tensors.scale = std::make_shared<TensorAttributes>(std::move(scaleAttr));
BlockScaleDequantizeAttributes attrs;
attrs.set_name("block_scale_dequantize");
attrs.set_block_size(std::vector<int32_t>{32});
attrs.set_is_negative_scale(useNegativeScale);
tensors.y = graph->block_scale_dequantize(tensors.x, tensors.scale, std::move(attrs));
if(useManualUids)
{
tensors.y->set_uid(uid++);
}
tensors.y->set_data_type(DataType::FLOAT);
return {graph, tensors};
}
static std::unordered_map<int64_t, void*>
createVariantPack(const BlockScaleDequantizeTestTensors& tensors,
SimpleBlockScaleDequantizeTensorBundle& tensorBundle)
{
std::unordered_map<int64_t, void*> variantPack;
variantPack[tensors.x->get_uid()] = tensorBundle.xTensor.memory().deviceData();
variantPack[tensors.scale->get_uid()] = tensorBundle.scaleTensor.memory().deviceData();
variantPack[tensors.y->get_uid()] = tensorBundle.yTensor.memory().deviceData();
return variantPack;
}
static void runGraphPipeline(const std::shared_ptr<Graph>& graph,
hipdnnHandle_t handle,
const BlockScaleDequantizeTestTensors& tensors,
SimpleBlockScaleDequantizeTensorBundle& tensorBundle,
FailurePoint expectedFailure = FailurePoint::NONE)
{
auto result = graph->validate();
if(expectedFailure == FailurePoint::VALIDATE)
{
ASSERT_NE(result.code, ErrorCode::OK) << "validate should fail";
return;
}
ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
result = graph->build_operation_graph(handle);
ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
result = graph->create_execution_plans();
if(expectedFailure == FailurePoint::CREATE_EXECUTION_PLAN)
{
ASSERT_NE(result.code, ErrorCode::OK) << "create_execution_plans should fail";
return;
}
ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
result = graph->check_support();
ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
result = graph->build_plans();
ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
ASSERT_TRUE(tensors.x->has_uid());
ASSERT_TRUE(tensors.scale->has_uid());
ASSERT_TRUE(tensors.y->has_uid());
auto variantPack = createVariantPack(tensors, tensorBundle);
result = graph->execute(handle, variantPack, nullptr);
if(expectedFailure == FailurePoint::EXECUTE)
{
ASSERT_NE(result.code, ErrorCode::OK) << "Execute should fail";
}
else
{
ASSERT_EQ(result.code, ErrorCode::OK) << result.err_msg;
}
}
void runTest()
{
const auto& testCase = GetParam();
_handle = setupEnvironmentWithPlugin(testCase.pluginPath);
// X: [2, 64, 32, 32], Scale: [2, 2, 32, 32] (block_size=32 on channel dim)
const std::vector<int64_t> xDims = {2, 64, 32, 32};
const std::vector<int64_t> scaleDims = {2, 2, 32, 32};
SimpleBlockScaleDequantizeTensorBundle tensorBundle(xDims, scaleDims);
auto [graph, tensors] = createBlockScaleDequantizeTestGraph(
testCase.graphName, tensorBundle, testCase.useManualUids, testCase.useNegativeScale);
runGraphPipeline(graph, _handle, tensors, tensorBundle, testCase.expectedFailure);
}
private:
hipdnnHandle_t _handle = nullptr;
};
} // namespace
INSTANTIATE_TEST_SUITE_P(
,
IntegrationBlockScaleDequantizeFp32,
::testing::Values(
IntegrationTestCase{hipdnn_tests::plugin_constants::testGoodPluginPath(),
"WithManualUids",
"BlockScaleDequantizeManualUids",
FailurePoint::NONE,
true,
false},
IntegrationTestCase{hipdnn_tests::plugin_constants::testGoodPluginPath(),
"WithAutoUids",
"BlockScaleDequantizeAutoUids",
FailurePoint::NONE,
false,
false},
IntegrationTestCase{hipdnn_tests::plugin_constants::testGoodPluginPath(),
"WithNegativeScale",
"BlockScaleDequantizeNegScale",
FailurePoint::NONE,
true,
true},
IntegrationTestCase{hipdnn_tests::plugin_constants::testExecuteFailsPluginPath(),
"ExecuteFailsPlugin",
"ExecuteFailsBlockScaleDequantize",
FailurePoint::EXECUTE,
true,
false},
IntegrationTestCase{hipdnn_tests::plugin_constants::testNoApplicableEnginesAPluginPath(),
"NoApplicableEnginesPlugin",
"NoEnginesBlockScaleDequantize",
FailurePoint::CREATE_EXECUTION_PLAN,
true,
false}),
[](const ::testing::TestParamInfo<IntegrationTestCase>& info) {
std::string name = info.param.description;
std::transform(name.cbegin(), name.cend(), name.begin(), [](char c) {
return std::isalnum(c) ? c : '_';
});
return name;
});
TEST_P(IntegrationBlockScaleDequantizeFp32, ExecutePluginPipeline)
{
runTest();
}