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/*
* Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a
* copy of this software and associated documentation files (the "Software"),
* to deal in the Software without restriction, including without limitation
* the rights to use, copy, modify, merge, publish, distribute, sublicense,
* and/or sell copies of the Software, and to permit persons to whom the
* Software is furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
* THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
* DEALINGS IN THE SOFTWARE.
*/
#include <onnx/onnx_pb.h>
#include <google/protobuf/io/coded_stream.h>
#include <google/protobuf/io/zero_copy_stream_impl.h>
#include <google/protobuf/text_format.h>
#include <sstream>
#include <iostream>
#include <fstream>
using std::cerr;
using std::endl;
#pragma once
namespace {
// Helper function to convert ONNX dims to TRT dims
template<typename OnnxDims>
inline bool convert_dims(OnnxDims const& onnx_dims, nvinfer1::Dims& trt_dims)
{
std::vector<int> onnx_dims_vector;
std::vector<nvinfer1::DimensionType> onnx_type_vector;
for( auto const& onnx_dim : onnx_dims ) {
int val = (onnx_dim.dim_param() != "" || onnx_dim.dim_value() == 0) ? -1 : onnx_dim.dim_value();
onnx_dims_vector.push_back(val);
onnx_type_vector.push_back(static_cast<nvinfer1::DimensionType>(0));
}
trt_dims.nbDims = onnx_dims_vector.size();
if (trt_dims.nbDims > nvinfer1::Dims::MAX_DIMS){
return false;
}
std::copy(onnx_dims_vector.begin(), onnx_dims_vector.end(), trt_dims.d);
std::copy(onnx_type_vector.begin(), onnx_type_vector.end(), trt_dims.type);
return true;
}
// Removes raw data from the text representation of an ONNX model
inline void remove_raw_data_strings(std::string& s) {
std::string::size_type beg = 0;
const std::string key = "raw_data: \"";
const std::string sub = "...";
while( (beg = s.find(key, beg)) != std::string::npos ) {
beg += key.length();
std::string::size_type end = beg - 1;
// Note: Must skip over escaped end-quotes
while( s[(end = s.find("\"", ++end)) - 1] == '\\' ) {}
if( end - beg > 128 ) { // Only remove large data strings
s.replace(beg, end - beg, "...");
}
beg += sub.length();
}
}
// Removes float_data, int32_data etc. from the text representation of an ONNX model
inline std::string remove_repeated_data_strings(std::string& s) {
std::istringstream iss(s);
std::ostringstream oss;
bool is_repeat = false;
for( std::string line; std::getline(iss, line); ) {
if( line.find("float_data:") != std::string::npos ||
line.find("int32_data:") != std::string::npos ||
line.find("int64_data:") != std::string::npos ) {
if( !is_repeat ) {
is_repeat = true;
oss << line.substr(0, line.find(":") + 1) << " ...\n";
}
} else {
is_repeat = false;
oss << line << "\n";
}
}
return oss.str();
}
} // anonymous namespace
inline std::string pretty_print_onnx_to_string(::google::protobuf::Message const& message) {
std::string s;
::google::protobuf::TextFormat::PrintToString(message, &s);
remove_raw_data_strings(s);
s = remove_repeated_data_strings(s);
return s;
}
inline std::ostream& operator<<(std::ostream& stream, ::ONNX_NAMESPACE::ModelProto const& message) {
stream << pretty_print_onnx_to_string(message);
return stream;
}
inline std::ostream& operator<<(std::ostream& stream, ::ONNX_NAMESPACE::NodeProto const& message) {
stream << pretty_print_onnx_to_string(message);
return stream;
}
//...
//...Consider moving all of the below functions into a stand alone
//...
inline bool ParseFromFile_WAR(google::protobuf::Message* msg,
const char* filename) {
std::ifstream stream(filename, std::ios::in | std::ios::binary);
if (!stream) {
cerr << "Could not open file " << std::string(filename) <<endl;
return false;
}
google::protobuf::io::IstreamInputStream rawInput(&stream);
google::protobuf::io::CodedInputStream coded_input(&rawInput);
// Note: This WARs the very low default size limit (64MB)
coded_input.SetTotalBytesLimit(std::numeric_limits<int>::max(),
std::numeric_limits<int>::max()/4);
return msg->ParseFromCodedStream(&coded_input);
}
inline bool ParseFromTextFile(google::protobuf::Message* msg,
const char* filename) {
std::ifstream stream(filename, std::ios::in );
if (!stream) {
cerr << "Could not open file " << std::string(filename) <<endl;
return false;
}
google::protobuf::io::IstreamInputStream rawInput(&stream);
return google::protobuf::TextFormat::Parse(&rawInput, msg);
}
inline std::string onnx_ir_version_string(int64_t ir_version=::ONNX_NAMESPACE::IR_VERSION) {
int onnx_ir_major = ir_version / 1000000;
int onnx_ir_minor = ir_version % 1000000 / 10000;
int onnx_ir_patch = ir_version % 10000;
return (std::to_string(onnx_ir_major) + "." +
std::to_string(onnx_ir_minor) + "." +
std::to_string(onnx_ir_patch));
}
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