mirror of
https://github.com/PaddlePaddle/FastDeploy.git
synced 2025-10-06 00:57:33 +08:00
Modify file structure to separate python and cpp code (#223)
Modify code structure
This commit is contained in:
278
fastdeploy/backends/tensorrt/utils.h
Normal file
278
fastdeploy/backends/tensorrt/utils.h
Normal file
@@ -0,0 +1,278 @@
|
||||
// Copyright (c) 2022 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.
|
||||
|
||||
#pragma once
|
||||
|
||||
#include <cuda_runtime_api.h>
|
||||
|
||||
#include <algorithm>
|
||||
#include <iostream>
|
||||
#include <map>
|
||||
#include <memory>
|
||||
#include <numeric>
|
||||
#include <string>
|
||||
#include <vector>
|
||||
|
||||
#include "NvInfer.h"
|
||||
#include "fastdeploy/core/allocate.h"
|
||||
#include "fastdeploy/core/fd_tensor.h"
|
||||
#include "fastdeploy/utils/utils.h"
|
||||
|
||||
namespace fastdeploy {
|
||||
|
||||
struct FDInferDeleter {
|
||||
template <typename T>
|
||||
void operator()(T* obj) const {
|
||||
if (obj) {
|
||||
obj->destroy();
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
template <typename T>
|
||||
using FDUniquePtr = std::unique_ptr<T, FDInferDeleter>;
|
||||
|
||||
int64_t Volume(const nvinfer1::Dims& d);
|
||||
|
||||
nvinfer1::Dims ToDims(const std::vector<int>& vec);
|
||||
nvinfer1::Dims ToDims(const std::vector<int64_t>& vec);
|
||||
|
||||
size_t TrtDataTypeSize(const nvinfer1::DataType& dtype);
|
||||
|
||||
FDDataType GetFDDataType(const nvinfer1::DataType& dtype);
|
||||
|
||||
nvinfer1::DataType ReaderDtypeToTrtDtype(int reader_dtype);
|
||||
|
||||
std::vector<int> ToVec(const nvinfer1::Dims& dim);
|
||||
|
||||
template <typename T>
|
||||
std::ostream& operator<<(std::ostream& out, const std::vector<T>& vec) {
|
||||
out << "[";
|
||||
for (size_t i = 0; i < vec.size(); ++i) {
|
||||
if (i != vec.size() - 1) {
|
||||
out << vec[i] << ", ";
|
||||
} else {
|
||||
out << vec[i] << "]";
|
||||
}
|
||||
}
|
||||
return out;
|
||||
}
|
||||
|
||||
template <typename AllocFunc, typename FreeFunc>
|
||||
class FDGenericBuffer {
|
||||
public:
|
||||
//!
|
||||
//! \brief Construct an empty buffer.
|
||||
//!
|
||||
explicit FDGenericBuffer(nvinfer1::DataType type = nvinfer1::DataType::kFLOAT)
|
||||
: mSize(0),
|
||||
mCapacity(0),
|
||||
mType(type),
|
||||
mBuffer(nullptr),
|
||||
mExternal_buffer(nullptr) {}
|
||||
|
||||
//!
|
||||
//! \brief Construct a buffer with the specified allocation size in bytes.
|
||||
//!
|
||||
FDGenericBuffer(size_t size, nvinfer1::DataType type)
|
||||
: mSize(size), mCapacity(size), mType(type) {
|
||||
if (!allocFn(&mBuffer, this->nbBytes())) {
|
||||
throw std::bad_alloc();
|
||||
}
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief This use to skip memory copy step.
|
||||
//!
|
||||
FDGenericBuffer(size_t size, nvinfer1::DataType type, void* buffer)
|
||||
: mSize(size), mCapacity(size), mType(type) {
|
||||
mExternal_buffer = buffer;
|
||||
}
|
||||
|
||||
FDGenericBuffer(FDGenericBuffer&& buf)
|
||||
: mSize(buf.mSize),
|
||||
mCapacity(buf.mCapacity),
|
||||
mType(buf.mType),
|
||||
mBuffer(buf.mBuffer) {
|
||||
buf.mSize = 0;
|
||||
buf.mCapacity = 0;
|
||||
buf.mType = nvinfer1::DataType::kFLOAT;
|
||||
buf.mBuffer = nullptr;
|
||||
}
|
||||
|
||||
FDGenericBuffer& operator=(FDGenericBuffer&& buf) {
|
||||
if (this != &buf) {
|
||||
freeFn(mBuffer);
|
||||
mSize = buf.mSize;
|
||||
mCapacity = buf.mCapacity;
|
||||
mType = buf.mType;
|
||||
mBuffer = buf.mBuffer;
|
||||
// Reset buf.
|
||||
buf.mSize = 0;
|
||||
buf.mCapacity = 0;
|
||||
buf.mBuffer = nullptr;
|
||||
}
|
||||
return *this;
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief Returns pointer to underlying array.
|
||||
//!
|
||||
void* data() {
|
||||
if (mExternal_buffer != nullptr) return mExternal_buffer;
|
||||
return mBuffer;
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief Returns pointer to underlying array.
|
||||
//!
|
||||
const void* data() const {
|
||||
if (mExternal_buffer != nullptr) return mExternal_buffer;
|
||||
return mBuffer;
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief Returns the size (in number of elements) of the buffer.
|
||||
//!
|
||||
size_t size() const { return mSize; }
|
||||
|
||||
//!
|
||||
//! \brief Returns the size (in bytes) of the buffer.
|
||||
//!
|
||||
size_t nbBytes() const { return this->size() * TrtDataTypeSize(mType); }
|
||||
|
||||
//!
|
||||
//! \brief Set user memory buffer for TRT Buffer
|
||||
//!
|
||||
void SetExternalData(size_t size, nvinfer1::DataType type, void* buffer) {
|
||||
mSize = mCapacity = size;
|
||||
mType = type;
|
||||
mExternal_buffer = const_cast<void*>(buffer);
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief Set user memory buffer for TRT Buffer
|
||||
//!
|
||||
void SetExternalData(const nvinfer1::Dims& dims, const void* buffer) {
|
||||
mSize = mCapacity = Volume(dims);
|
||||
mExternal_buffer = const_cast<void*>(buffer);
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief Resizes the buffer. This is a no-op if the new size is smaller than
|
||||
//! or equal to the current capacity.
|
||||
//!
|
||||
void resize(size_t newSize) {
|
||||
mExternal_buffer = nullptr;
|
||||
mSize = newSize;
|
||||
if (mCapacity < newSize) {
|
||||
freeFn(mBuffer);
|
||||
if (!allocFn(&mBuffer, this->nbBytes())) {
|
||||
throw std::bad_alloc{};
|
||||
}
|
||||
mCapacity = newSize;
|
||||
}
|
||||
}
|
||||
|
||||
//!
|
||||
//! \brief Overload of resize that accepts Dims
|
||||
//!
|
||||
void resize(const nvinfer1::Dims& dims) { return this->resize(Volume(dims)); }
|
||||
|
||||
~FDGenericBuffer() {
|
||||
mExternal_buffer = nullptr;
|
||||
freeFn(mBuffer);
|
||||
}
|
||||
|
||||
private:
|
||||
size_t mSize{0}, mCapacity{0};
|
||||
nvinfer1::DataType mType;
|
||||
void* mBuffer;
|
||||
void* mExternal_buffer;
|
||||
AllocFunc allocFn;
|
||||
FreeFunc freeFn;
|
||||
};
|
||||
|
||||
using FDDeviceBuffer = FDGenericBuffer<FDDeviceAllocator, FDDeviceFree>;
|
||||
|
||||
class FDTrtLogger : public nvinfer1::ILogger {
|
||||
public:
|
||||
static FDTrtLogger* logger;
|
||||
static FDTrtLogger* Get() {
|
||||
if (logger != nullptr) {
|
||||
return logger;
|
||||
}
|
||||
logger = new FDTrtLogger();
|
||||
return logger;
|
||||
}
|
||||
void log(nvinfer1::ILogger::Severity severity,
|
||||
const char* msg) noexcept override {
|
||||
if (severity == nvinfer1::ILogger::Severity::kINFO) {
|
||||
// Disable this log
|
||||
// FDINFO << msg << std::endl;
|
||||
} else if (severity == nvinfer1::ILogger::Severity::kWARNING) {
|
||||
// Disable this log
|
||||
// FDWARNING << msg << std::endl;
|
||||
} else if (severity == nvinfer1::ILogger::Severity::kERROR) {
|
||||
FDERROR << msg << std::endl;
|
||||
} else if (severity == nvinfer1::ILogger::Severity::kINTERNAL_ERROR) {
|
||||
FDASSERT(false, "%s", msg);
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
struct ShapeRangeInfo {
|
||||
explicit ShapeRangeInfo(const std::vector<int64_t>& new_shape) {
|
||||
shape.assign(new_shape.begin(), new_shape.end());
|
||||
min.resize(new_shape.size());
|
||||
max.resize(new_shape.size());
|
||||
is_static.resize(new_shape.size());
|
||||
for (size_t i = 0; i < new_shape.size(); ++i) {
|
||||
if (new_shape[i] > 0) {
|
||||
min[i] = new_shape[i];
|
||||
max[i] = new_shape[i];
|
||||
is_static[i] = 1;
|
||||
} else {
|
||||
min[i] = -1;
|
||||
max[i] = -1;
|
||||
is_static[i] = 0;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
std::string name;
|
||||
std::vector<int64_t> shape;
|
||||
std::vector<int64_t> min;
|
||||
std::vector<int64_t> max;
|
||||
std::vector<int64_t> opt;
|
||||
std::vector<int8_t> is_static;
|
||||
// return
|
||||
// -1: new shape is inillegal
|
||||
// 0 : new shape is able to inference
|
||||
// 1 : new shape is out of range, need to update engine
|
||||
int Update(const std::vector<int64_t>& new_shape);
|
||||
int Update(const std::vector<int>& new_shape) {
|
||||
std::vector<int64_t> new_shape_int64(new_shape.begin(), new_shape.end());
|
||||
return Update(new_shape_int64);
|
||||
}
|
||||
|
||||
friend std::ostream& operator<<(std::ostream& out,
|
||||
const ShapeRangeInfo& info) {
|
||||
out << "Input name: " << info.name << ", shape=" << info.shape
|
||||
<< ", min=" << info.min << ", max=" << info.max << std::endl;
|
||||
return out;
|
||||
}
|
||||
};
|
||||
|
||||
} // namespace fastdeploy
|
Reference in New Issue
Block a user