opencv/modules/dnn/test/cnpy.h
2017-06-26 13:41:51 +03:00

295 lines
12 KiB
C++

/*M///////////////////////////////////////////////////////////////////////////////////////
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//Copyright (C) 2011 Carl Rogers
//Released under MIT License
//license available in LICENSE file, or at http://www.opensource.org/licenses/mit-license.php
#ifndef LIBCNPY_H_
#define LIBCNPY_H_
#include<string>
#include<stdexcept>
#include<sstream>
#include<vector>
#include<cstdio>
#include<typeinfo>
#include<iostream>
#include<cassert>
#include<map>
#if defined(HAVE_ZLIB) && HAVE_ZLIB
#include<zlib.h>
#endif
#ifndef NDEBUG
#define cnpy_assert(expression) assert(expression)
#else
#define cnpy_assert(expression) ((void)(expression))
#endif
namespace cnpy {
struct NpyArray {
char* data;
std::vector<unsigned int> shape;
unsigned int word_size;
bool fortran_order;
void destruct() {delete[] data;}
};
struct npz_t : public std::map<std::string, NpyArray>
{
void destruct()
{
npz_t::iterator it = this->begin();
for(; it != this->end(); ++it) (*it).second.destruct();
}
};
char BigEndianTest();
char map_type(const std::type_info& t);
template<typename T> std::vector<char> create_npy_header(const T* data, const unsigned int* shape, const unsigned int ndims);
void parse_npy_header(FILE* fp,unsigned int& word_size, unsigned int*& shape, unsigned int& ndims, bool& fortran_order);
void parse_zip_footer(FILE* fp, unsigned short& nrecs, unsigned int& global_header_size, unsigned int& global_header_offset);
npz_t npz_load(std::string fname);
NpyArray npz_load(std::string fname, std::string varname);
NpyArray npy_load(std::string fname);
template<typename T> std::vector<char>& operator+=(std::vector<char>& lhs, const T rhs) {
//write in little endian
for(char byte = 0; (size_t)byte < sizeof(T); byte++) {
char val = *((char*)&rhs+byte);
lhs.push_back(val);
}
return lhs;
}
template<> std::vector<char>& operator+=(std::vector<char>& lhs, const std::string rhs);
template<> std::vector<char>& operator+=(std::vector<char>& lhs, const char* rhs);
template<typename T> std::string tostring(T i, int = 0, char = ' ') {
std::stringstream s;
s << i;
return s.str();
}
template<typename T> void npy_save(std::string fname, const T* data, const unsigned int* shape, const unsigned int ndims, std::string mode = "w") {
FILE* fp = NULL;
if(mode == "a") fp = fopen(fname.c_str(),"r+b");
if(fp) {
//file exists. we need to append to it. read the header, modify the array size
unsigned int word_size, tmp_dims;
unsigned int* tmp_shape = 0;
bool fortran_order;
parse_npy_header(fp,word_size,tmp_shape,tmp_dims,fortran_order);
cnpy_assert(!fortran_order);
if(word_size != sizeof(T)) {
std::cout<<"libnpy error: "<<fname<<" has word size "<<word_size<<" but npy_save appending data sized "<<sizeof(T)<<"\n";
cnpy_assert( word_size == sizeof(T) );
}
if(tmp_dims != ndims) {
std::cout<<"libnpy error: npy_save attempting to append misdimensioned data to "<<fname<<"\n";
cnpy_assert(tmp_dims == ndims);
}
for(unsigned i = 1; i < ndims; i++) {
if(shape[i] != tmp_shape[i]) {
std::cout<<"libnpy error: npy_save attempting to append misshaped data to "<<fname<<"\n";
cnpy_assert(shape[i] == tmp_shape[i]);
}
}
tmp_shape[0] += shape[0];
fseek(fp,0,SEEK_SET);
std::vector<char> header = create_npy_header(data,tmp_shape,ndims);
fwrite(&header[0],sizeof(char),header.size(),fp);
fseek(fp,0,SEEK_END);
delete[] tmp_shape;
}
else {
fp = fopen(fname.c_str(),"wb");
std::vector<char> header = create_npy_header(data,shape,ndims);
fwrite(&header[0],sizeof(char),header.size(),fp);
}
unsigned int nels = 1;
for(unsigned i = 0;i < ndims;i++) nels *= shape[i];
fwrite(data,sizeof(T),nels,fp);
fclose(fp);
}
template<typename T> void npz_save(std::string zipname, std::string fname, const T* data, const unsigned int* shape, const unsigned int ndims, std::string mode = "w")
{
//first, append a .npy to the fname
fname += ".npy";
//now, on with the show
FILE* fp = NULL;
unsigned short nrecs = 0;
unsigned int global_header_offset = 0;
std::vector<char> global_header;
if(mode == "a") fp = fopen(zipname.c_str(),"r+b");
if(fp) {
//zip file exists. we need to add a new npy file to it.
//first read the footer. this gives us the offset and size of the global header
//then read and store the global header.
//below, we will write the the new data at the start of the global header then append the global header and footer below it
unsigned int global_header_size;
parse_zip_footer(fp,nrecs,global_header_size,global_header_offset);
fseek(fp,global_header_offset,SEEK_SET);
global_header.resize(global_header_size);
size_t res = fread(&global_header[0],sizeof(char),global_header_size,fp);
if(res != global_header_size){
throw std::runtime_error("npz_save: header read error while adding to existing zip");
}
fseek(fp,global_header_offset,SEEK_SET);
}
else {
fp = fopen(zipname.c_str(),"wb");
}
std::vector<char> npy_header = create_npy_header(data,shape,ndims);
unsigned long nels = 1;
for (unsigned m=0; m<ndims; m++ ) nels *= shape[m];
int nbytes = nels*sizeof(T) + npy_header.size();
//get the CRC of the data to be added
#if defined(HAVE_ZLIB) && HAVE_ZLIB
unsigned int crc = crc32(0L,(unsigned char*)&npy_header[0],npy_header.size());
crc = crc32(crc,(unsigned char*)data,nels*sizeof(T));
#else
unsigned int crc = 0;
#endif
//build the local header
std::vector<char> local_header;
local_header += "PK"; //first part of sig
local_header += (unsigned short) 0x0403; //second part of sig
local_header += (unsigned short) 20; //min version to extract
local_header += (unsigned short) 0; //general purpose bit flag
local_header += (unsigned short) 0; //compression method
local_header += (unsigned short) 0; //file last mod time
local_header += (unsigned short) 0; //file last mod date
local_header += (unsigned int) crc; //crc
local_header += (unsigned int) nbytes; //compressed size
local_header += (unsigned int) nbytes; //uncompressed size
local_header += (unsigned short) fname.size(); //fname length
local_header += (unsigned short) 0; //extra field length
local_header += fname;
//build global header
global_header += "PK"; //first part of sig
global_header += (unsigned short) 0x0201; //second part of sig
global_header += (unsigned short) 20; //version made by
global_header.insert(global_header.end(),local_header.begin()+4,local_header.begin()+30);
global_header += (unsigned short) 0; //file comment length
global_header += (unsigned short) 0; //disk number where file starts
global_header += (unsigned short) 0; //internal file attributes
global_header += (unsigned int) 0; //external file attributes
global_header += (unsigned int) global_header_offset; //relative offset of local file header, since it begins where the global header used to begin
global_header += fname;
//build footer
std::vector<char> footer;
footer += "PK"; //first part of sig
footer += (unsigned short) 0x0605; //second part of sig
footer += (unsigned short) 0; //number of this disk
footer += (unsigned short) 0; //disk where footer starts
footer += (unsigned short) (nrecs+1); //number of records on this disk
footer += (unsigned short) (nrecs+1); //total number of records
footer += (unsigned int) global_header.size(); //nbytes of global headers
footer += (unsigned int) (global_header_offset + nbytes + local_header.size()); //offset of start of global headers, since global header now starts after newly written array
footer += (unsigned short) 0; //zip file comment length
//write everything
fwrite(&local_header[0],sizeof(char),local_header.size(),fp);
fwrite(&npy_header[0],sizeof(char),npy_header.size(),fp);
fwrite(data,sizeof(T),nels,fp);
fwrite(&global_header[0],sizeof(char),global_header.size(),fp);
fwrite(&footer[0],sizeof(char),footer.size(),fp);
fclose(fp);
}
template<typename T> std::vector<char> create_npy_header(const T*, const unsigned int* shape, const unsigned int ndims) {
std::vector<char> dict;
dict += "{'descr': '";
dict += BigEndianTest();
dict += map_type(typeid(T));
dict += tostring(sizeof(T));
dict += "', 'fortran_order': False, 'shape': (";
dict += tostring(shape[0]);
for(unsigned i = 1;i < ndims;i++) {
dict += ", ";
dict += tostring(shape[i]);
}
if(ndims == 1) dict += ",";
dict += "), }";
//pad with spaces so that preamble+dict is modulo 16 bytes. preamble is 10 bytes. dict needs to end with \n
int remainder = 16 - (10 + dict.size()) % 16;
dict.insert(dict.end(),remainder,' ');
dict.back() = '\n';
std::vector<char> header;
header += (unsigned char) 0x93;
header += "NUMPY";
header += (char) 0x01; //major version of numpy format
header += (char) 0x00; //minor version of numpy format
header += (unsigned short) dict.size();
header.insert(header.end(),dict.begin(),dict.end());
return header;
}
}
#endif