Files
FastDeploy/csrcs/fastdeploy/backends/tensorrt/common/EntropyCalibrator.h
Jason ffbc5cc42d Move cpp code to directory csrcs (#42)
* move cpp code to csrcs

* move cpp code to csrcs
2022-07-26 17:59:02 +08:00

119 lines
3.9 KiB
C++

/*
* Copyright (c) 1993-2022, NVIDIA CORPORATION. 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.
*/
#ifndef ENTROPY_CALIBRATOR_H
#define ENTROPY_CALIBRATOR_H
#include "BatchStream.h"
#include "NvInfer.h"
//! \class EntropyCalibratorImpl
//!
//! \brief Implements common functionality for Entropy calibrators.
//!
template <typename TBatchStream> class EntropyCalibratorImpl {
public:
EntropyCalibratorImpl(TBatchStream stream, int firstBatch,
std::string networkName, const char* inputBlobName,
bool readCache = true)
: mStream{stream},
mCalibrationTableName("CalibrationTable" + networkName),
mInputBlobName(inputBlobName), mReadCache(readCache) {
nvinfer1::Dims dims = mStream.getDims();
mInputCount = samplesCommon::volume(dims);
CHECK(cudaMalloc(&mDeviceInput, mInputCount * sizeof(float)));
mStream.reset(firstBatch);
}
virtual ~EntropyCalibratorImpl() { CHECK(cudaFree(mDeviceInput)); }
int getBatchSize() const noexcept { return mStream.getBatchSize(); }
bool getBatch(void* bindings[], const char* names[],
int nbBindings) noexcept {
if (!mStream.next()) {
return false;
}
CHECK(cudaMemcpy(mDeviceInput, mStream.getBatch(),
mInputCount * sizeof(float), cudaMemcpyHostToDevice));
ASSERT(!strcmp(names[0], mInputBlobName));
bindings[0] = mDeviceInput;
return true;
}
const void* readCalibrationCache(size_t& length) noexcept {
mCalibrationCache.clear();
std::ifstream input(mCalibrationTableName, std::ios::binary);
input >> std::noskipws;
if (mReadCache && input.good()) {
std::copy(std::istream_iterator<char>(input),
std::istream_iterator<char>(),
std::back_inserter(mCalibrationCache));
}
length = mCalibrationCache.size();
return length ? mCalibrationCache.data() : nullptr;
}
void writeCalibrationCache(const void* cache, size_t length) noexcept {
std::ofstream output(mCalibrationTableName, std::ios::binary);
output.write(reinterpret_cast<const char*>(cache), length);
}
private:
TBatchStream mStream;
size_t mInputCount;
std::string mCalibrationTableName;
const char* mInputBlobName;
bool mReadCache{true};
void* mDeviceInput{nullptr};
std::vector<char> mCalibrationCache;
};
//! \class Int8EntropyCalibrator2
//!
//! \brief Implements Entropy calibrator 2.
//! CalibrationAlgoType is kENTROPY_CALIBRATION_2.
//!
template <typename TBatchStream>
class Int8EntropyCalibrator2 : public IInt8EntropyCalibrator2 {
public:
Int8EntropyCalibrator2(TBatchStream stream, int firstBatch,
const char* networkName, const char* inputBlobName,
bool readCache = true)
: mImpl(stream, firstBatch, networkName, inputBlobName, readCache) {}
int getBatchSize() const noexcept override { return mImpl.getBatchSize(); }
bool getBatch(void* bindings[], const char* names[],
int nbBindings) noexcept override {
return mImpl.getBatch(bindings, names, nbBindings);
}
const void* readCalibrationCache(size_t& length) noexcept override {
return mImpl.readCalibrationCache(length);
}
void writeCalibrationCache(const void* cache,
size_t length) noexcept override {
mImpl.writeCalibrationCache(cache, length);
}
private:
EntropyCalibratorImpl<TBatchStream> mImpl;
};
#endif // ENTROPY_CALIBRATOR_H