You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Paddle/paddle/fluid/inference/tensorrt/convert/test_io_converter.cc

77 lines
2.3 KiB

/* Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
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 <gtest/gtest.h>
#include "paddle/fluid/framework/lod_tensor.h"
#include "paddle/fluid/inference/tensorrt/convert/io_converter.h"
namespace paddle {
namespace inference {
namespace tensorrt {
void IOConverterTester(const platform::DeviceContext& ctx) {
cudaStream_t stream;
ASSERT_EQ(0, cudaStreamCreate(&stream));
// init fluid in_tensor
framework::LoDTensor in_tensor;
in_tensor.Resize({10, 10});
auto place = ctx.GetPlace();
in_tensor.mutable_data<float>(place);
std::vector<float> init;
for (int64_t i = 0; i < 10 * 10; ++i) {
init.push_back(i);
}
framework::TensorFromVector(init, ctx, &in_tensor);
// init tensorrt buffer
void* buffer;
size_t size = in_tensor.memory_size();
ASSERT_EQ(cudaMalloc(&buffer, size), 0);
// convert fluid in_tensor to tensorrt buffer
EngineIOConverter::ConvertInput("test", in_tensor, buffer, size, &stream);
// convert tensorrt buffer to fluid out_tensor
framework::LoDTensor out_tensor;
out_tensor.Resize({10, 10});
out_tensor.mutable_data<float>(place);
EngineIOConverter::ConvertOutput("test", buffer, &out_tensor, size, &stream);
// compare in_tensor and out_tensor
std::vector<float> result;
framework::TensorToVector(out_tensor, ctx, &result);
EXPECT_EQ(init.size(), result.size());
for (size_t i = 0; i < init.size(); i++) {
EXPECT_EQ(init[i], result[i]);
}
cudaStreamDestroy(stream);
}
TEST(EngineIOConverterTester, DefaultCPU) {
platform::CPUPlace place;
platform::CPUDeviceContext ctx(place);
IOConverterTester(ctx);
}
TEST(EngineIOConverterTester, DefaultGPU) {
platform::CUDAPlace place;
platform::CUDADeviceContext ctx(place);
IOConverterTester(ctx);
}
} // namespace tensorrt
} // namespace inference
} // namespace paddle