404 lines
12 KiB
C++
404 lines
12 KiB
C++
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// Copyright (C) 2011 Carl Rogers
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// Released under MIT License
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// license available in LICENSE file, or at http://www.opensource.org/licenses/mit-license.php
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#include "cnpy.h"
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#include <stdint.h>
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#include <algorithm>
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#include <complex>
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#include <cstdlib>
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#include <cstring>
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#include <iomanip>
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#include <regex>
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#include <stdexcept>
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char cnpy::BigEndianTest(int size)
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{
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if (size == 1)
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return '|';
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int x = 1;
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return (((char*)&x)[0]) ? '<' : '>';
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}
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char cnpy::map_type(const std::type_info& t)
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{
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if (t == typeid(float))
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return 'f';
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if (t == typeid(double))
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return 'f';
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if (t == typeid(long double))
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return 'f';
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if (t == typeid(int))
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return 'i';
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if (t == typeid(char))
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return 'i';
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if (t == typeid(signed char))
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return 'i';
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if (t == typeid(short))
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return 'i';
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if (t == typeid(long))
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return 'i';
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if (t == typeid(long long))
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return 'i';
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if (t == typeid(unsigned char))
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return 'u';
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if (t == typeid(unsigned short))
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return 'u';
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if (t == typeid(unsigned long))
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return 'u';
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if (t == typeid(unsigned long long))
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return 'u';
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if (t == typeid(unsigned int))
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return 'u';
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if (t == typeid(bool))
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return 'b';
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if (t == typeid(std::complex<float>))
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return 'c';
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if (t == typeid(std::complex<double>))
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return 'c';
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if (t == typeid(std::complex<long double>))
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return 'c';
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else
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return '?';
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}
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template <>
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std::vector<char>& cnpy::operator+=(std::vector<char>& lhs, const std::string rhs)
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{
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lhs.insert(lhs.end(), rhs.begin(), rhs.end());
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return lhs;
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}
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template <>
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std::vector<char>& cnpy::operator+=(std::vector<char>& lhs, const char* rhs)
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{
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// write in little endian
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size_t len = strlen(rhs);
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lhs.reserve(len);
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for (size_t byte = 0; byte < len; byte++) {
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lhs.push_back(rhs[byte]);
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}
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return lhs;
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}
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void cnpy::parse_npy_header(unsigned char* buffer, size_t& word_size, std::vector<size_t>& shape, bool& fortran_order,
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std::string& typeName)
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{
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// std::string magic_string(buffer,6);
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uint8_t major_version = *reinterpret_cast<uint8_t*>(buffer + 6);
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uint8_t minor_version = *reinterpret_cast<uint8_t*>(buffer + 7);
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uint16_t header_len = *reinterpret_cast<uint16_t*>(buffer + 8);
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std::string header(reinterpret_cast<char*>(buffer + 9), header_len);
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size_t loc1, loc2;
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// fortran order
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loc1 = header.find("fortran_order") + 16;
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fortran_order = (header.substr(loc1, 4) == "True" ? true : false);
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if (fortran_order)
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throw std::runtime_error("npy input file: 'fortran_order' must be false, use: arr2 = np.ascontiguousarray(arr1)");
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// shape
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loc1 = header.find("(");
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loc2 = header.find(")");
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std::regex num_regex("[0-9][0-9]*");
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std::smatch sm;
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shape.clear();
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std::string str_shape = header.substr(loc1 + 1, loc2 - loc1 - 1);
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while (std::regex_search(str_shape, sm, num_regex)) {
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shape.push_back(std::stoi(sm[0].str()));
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str_shape = sm.suffix().str();
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}
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// endian, word size, data type
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// byte order code | stands for not applicable.
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// not sure when this applies except for byte array
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loc1 = header.find("descr") + 9;
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bool littleEndian = (header[loc1] == '<' || header[loc1] == '|' ? true : false);
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assert(littleEndian);
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// char type = header[loc1+1];
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// assert(type == map_type(T));
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std::string str_ws = header.substr(loc1 + 2);
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loc2 = str_ws.find("'");
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word_size = atoi(str_ws.substr(0, loc2).c_str());
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if (header.substr(loc1 + 1, 1) == "i") {
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typeName = "int";
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} else if (header.substr(loc1 + 1, 1) == "u") {
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typeName = "uint";
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} else if (header.substr(loc1 + 1, 1) == "f") {
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typeName = "float";
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}
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typeName = typeName + std::to_string(word_size * 8);
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}
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void cnpy::parse_npy_header(FILE* fp, size_t& word_size, std::vector<size_t>& shape, bool& fortran_order,
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std::string& typeName)
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{
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char buffer[256];
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size_t res = fread(buffer, sizeof(char), 11, fp);
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if (res != 11)
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throw std::runtime_error("parse_npy_header: failed fread");
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std::string header = fgets(buffer, 256, fp);
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assert(header[header.size() - 1] == '\n');
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size_t loc1, loc2;
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// fortran order
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loc1 = header.find("fortran_order");
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if (loc1 == std::string::npos)
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throw std::runtime_error("parse_npy_header: failed to find header keyword: 'fortran_order'");
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loc1 += 16;
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fortran_order = (header.substr(loc1, 4) == "True" ? true : false);
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if (fortran_order)
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throw std::runtime_error("npy input file: 'fortran_order' must be false, use: arr2 = np.ascontiguousarray(arr1)");
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// shape
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loc1 = header.find("(");
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loc2 = header.find(")");
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if (loc1 == std::string::npos || loc2 == std::string::npos)
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throw std::runtime_error("parse_npy_header: failed to find header keyword: '(' or ')'");
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std::regex num_regex("[0-9][0-9]*");
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std::smatch sm;
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shape.clear();
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std::string str_shape = header.substr(loc1 + 1, loc2 - loc1 - 1);
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while (std::regex_search(str_shape, sm, num_regex)) {
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shape.push_back(std::stoi(sm[0].str()));
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str_shape = sm.suffix().str();
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}
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// endian, word size, data type
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// byte order code | stands for not applicable.
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// not sure when this applies except for byte array
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loc1 = header.find("descr");
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if (loc1 == std::string::npos)
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throw std::runtime_error("parse_npy_header: failed to find header keyword: 'descr'");
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loc1 += 9;
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bool littleEndian = (header[loc1] == '<' || header[loc1] == '|' ? true : false);
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assert(littleEndian);
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// char type = header[loc1+1];
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// assert(type == map_type(T));
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std::string str_ws = header.substr(loc1 + 2);
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loc2 = str_ws.find("'");
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word_size = atoi(str_ws.substr(0, loc2).c_str());
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if (header.substr(loc1 + 1, 1) == "i") {
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typeName = "int";
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} else if (header.substr(loc1 + 1, 1) == "u") {
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typeName = "uint";
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} else if (header.substr(loc1 + 1, 1) == "f") {
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typeName = "float";
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}
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typeName = typeName + std::to_string(word_size * 8);
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}
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void cnpy::parse_zip_footer(FILE* fp, uint16_t& nrecs, size_t& global_header_size, size_t& global_header_offset)
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{
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std::vector<char> footer(22);
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fseek(fp, -22, SEEK_END);
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size_t res = fread(&footer[0], sizeof(char), 22, fp);
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if (res != 22)
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throw std::runtime_error("parse_zip_footer: failed fread");
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uint16_t disk_no, disk_start, nrecs_on_disk, comment_len;
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disk_no = *(uint16_t*)&footer[4];
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disk_start = *(uint16_t*)&footer[6];
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nrecs_on_disk = *(uint16_t*)&footer[8];
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nrecs = *(uint16_t*)&footer[10];
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global_header_size = *(uint32_t*)&footer[12];
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global_header_offset = *(uint32_t*)&footer[16];
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comment_len = *(uint16_t*)&footer[20];
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assert(disk_no == 0);
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assert(disk_start == 0);
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assert(nrecs_on_disk == nrecs);
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assert(comment_len == 0);
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}
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cnpy::NpyArray load_the_npy_file(FILE* fp)
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{
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std::vector<size_t> shape;
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size_t word_size;
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std::string typeName;
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bool fortran_order;
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cnpy::parse_npy_header(fp, word_size, shape, fortran_order, typeName);
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cnpy::NpyArray arr(shape, word_size, fortran_order, typeName);
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size_t nread = fread(arr.data<char>(), 1, arr.num_bytes(), fp);
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if (nread != arr.num_bytes())
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throw std::runtime_error("load_the_npy_file: failed fread");
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return arr;
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}
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cnpy::NpyArray load_the_npz_array(FILE* fp, uint32_t compr_bytes, uint32_t uncompr_bytes)
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{
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std::vector<unsigned char> buffer_compr(compr_bytes);
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std::vector<unsigned char> buffer_uncompr(uncompr_bytes);
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size_t nread = fread(&buffer_compr[0], 1, compr_bytes, fp);
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if (nread != compr_bytes)
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throw std::runtime_error("load_the_npy_file: failed fread");
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#if 0
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int err;
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z_stream d_stream;
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d_stream.zalloc = Z_NULL;
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d_stream.zfree = Z_NULL;
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d_stream.opaque = Z_NULL;
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d_stream.avail_in = 0;
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d_stream.next_in = Z_NULL;
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err = inflateInit2(&d_stream, -MAX_WBITS);
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d_stream.avail_in = compr_bytes;
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d_stream.next_in = &buffer_compr[0];
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d_stream.avail_out = uncompr_bytes;
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d_stream.next_out = &buffer_uncompr[0];
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err = inflate(&d_stream, Z_FINISH);
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err = inflateEnd(&d_stream);
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#endif
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std::vector<size_t> shape;
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size_t word_size;
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bool fortran_order;
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std::string typeName;
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cnpy::parse_npy_header(&buffer_uncompr[0], word_size, shape, fortran_order, typeName);
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cnpy::NpyArray array(shape, word_size, fortran_order, typeName);
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size_t offset = uncompr_bytes - array.num_bytes();
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memcpy(array.data<unsigned char>(), &buffer_uncompr[0] + offset, array.num_bytes());
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return array;
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}
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cnpy::npz_t cnpy::npz_load(std::string fname)
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{
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FILE* fp = fopen(fname.c_str(), "rb");
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if (!fp) {
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throw std::runtime_error("npz_load: Error! Unable to open file " + fname + "!");
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}
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cnpy::npz_t arrays;
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while (1) {
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std::vector<char> local_header(30);
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size_t headerres = fread(&local_header[0], sizeof(char), 30, fp);
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if (headerres != 30)
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throw std::runtime_error("npz_load: failed fread");
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// if we've reached the global header, stop reading
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if (local_header[2] != 0x03 || local_header[3] != 0x04)
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break;
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// read in the variable name
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uint16_t name_len = *(uint16_t*)&local_header[26];
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std::string varname(name_len, ' ');
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size_t vname_res = fread(&varname[0], sizeof(char), name_len, fp);
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if (vname_res != name_len)
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throw std::runtime_error("npz_load: failed fread");
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// erase the lagging .npy
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varname.erase(varname.end() - 4, varname.end());
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// read in the extra field
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uint16_t extra_field_len = *(uint16_t*)&local_header[28];
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if (extra_field_len > 0) {
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std::vector<char> buff(extra_field_len);
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size_t efield_res = fread(&buff[0], sizeof(char), extra_field_len, fp);
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if (efield_res != extra_field_len)
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throw std::runtime_error("npz_load: failed fread");
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}
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uint16_t compr_method = *reinterpret_cast<uint16_t*>(&local_header[0] + 8);
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uint32_t compr_bytes = *reinterpret_cast<uint32_t*>(&local_header[0] + 18);
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uint32_t uncompr_bytes = *reinterpret_cast<uint32_t*>(&local_header[0] + 22);
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if (compr_method == 0) {
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arrays[varname] = load_the_npy_file(fp);
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} else {
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arrays[varname] = load_the_npz_array(fp, compr_bytes, uncompr_bytes);
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}
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}
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fclose(fp);
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return arrays;
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}
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cnpy::NpyArray cnpy::npz_load(std::string fname, std::string varname)
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{
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FILE* fp = fopen(fname.c_str(), "rb");
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if (!fp)
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throw std::runtime_error("npz_load: Unable to open file " + fname);
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|
||
|
|
while (1) {
|
||
|
|
std::vector<char> local_header(30);
|
||
|
|
size_t header_res = fread(&local_header[0], sizeof(char), 30, fp);
|
||
|
|
if (header_res != 30)
|
||
|
|
throw std::runtime_error("npz_load: failed fread");
|
||
|
|
|
||
|
|
// if we've reached the global header, stop reading
|
||
|
|
if (local_header[2] != 0x03 || local_header[3] != 0x04)
|
||
|
|
break;
|
||
|
|
|
||
|
|
// read in the variable name
|
||
|
|
uint16_t name_len = *(uint16_t*)&local_header[26];
|
||
|
|
std::string vname(name_len, ' ');
|
||
|
|
size_t vname_res = fread(&vname[0], sizeof(char), name_len, fp);
|
||
|
|
if (vname_res != name_len)
|
||
|
|
throw std::runtime_error("npz_load: failed fread");
|
||
|
|
vname.erase(vname.end() - 4, vname.end()); // erase the lagging .npy
|
||
|
|
|
||
|
|
// read in the extra field
|
||
|
|
uint16_t extra_field_len = *(uint16_t*)&local_header[28];
|
||
|
|
fseek(fp, extra_field_len, SEEK_CUR); // skip past the extra field
|
||
|
|
|
||
|
|
uint16_t compr_method = *reinterpret_cast<uint16_t*>(&local_header[0] + 8);
|
||
|
|
uint32_t compr_bytes = *reinterpret_cast<uint32_t*>(&local_header[0] + 18);
|
||
|
|
uint32_t uncompr_bytes = *reinterpret_cast<uint32_t*>(&local_header[0] + 22);
|
||
|
|
|
||
|
|
if (vname == varname) {
|
||
|
|
NpyArray array = (compr_method == 0) ? load_the_npy_file(fp) : load_the_npz_array(fp, compr_bytes, uncompr_bytes);
|
||
|
|
fclose(fp);
|
||
|
|
return array;
|
||
|
|
} else {
|
||
|
|
// skip past the data
|
||
|
|
uint32_t size = *(uint32_t*)&local_header[22];
|
||
|
|
fseek(fp, size, SEEK_CUR);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
fclose(fp);
|
||
|
|
|
||
|
|
// if we get here, we haven't found the variable in the file
|
||
|
|
throw std::runtime_error("npz_load: Variable name " + varname + " not found in " + fname);
|
||
|
|
}
|
||
|
|
|
||
|
|
cnpy::NpyArray cnpy::npy_load(std::string fname)
|
||
|
|
{
|
||
|
|
FILE* fp = fopen(fname.c_str(), "rb");
|
||
|
|
|
||
|
|
if (!fp)
|
||
|
|
throw std::runtime_error("npy_load: Unable to open file " + fname);
|
||
|
|
|
||
|
|
NpyArray arr = load_the_npy_file(fp);
|
||
|
|
|
||
|
|
fclose(fp);
|
||
|
|
return arr;
|
||
|
|
}
|