-
Notifications
You must be signed in to change notification settings - Fork 305
/
cnpy.cpp
340 lines (268 loc) · 11.2 KB
/
cnpy.cpp
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
//Copyright (C) 2011 Carl Rogers
//Released under MIT License
//license available in LICENSE file, or at http://www.opensource.org/licenses/mit-license.php
#include"cnpy.h"
#include<complex>
#include<cstdlib>
#include<algorithm>
#include<cstring>
#include<iomanip>
#include<stdint.h>
#include<stdexcept>
#include <regex>
char cnpy::BigEndianTest() {
int x = 1;
return (((char *)&x)[0]) ? '<' : '>';
}
char cnpy::map_type(const std::type_info& t)
{
if(t == typeid(float) ) return 'f';
if(t == typeid(double) ) return 'f';
if(t == typeid(long double) ) return 'f';
if(t == typeid(int) ) return 'i';
if(t == typeid(char) ) return 'i';
if(t == typeid(short) ) return 'i';
if(t == typeid(long) ) return 'i';
if(t == typeid(long long) ) return 'i';
if(t == typeid(unsigned char) ) return 'u';
if(t == typeid(unsigned short) ) return 'u';
if(t == typeid(unsigned long) ) return 'u';
if(t == typeid(unsigned long long) ) return 'u';
if(t == typeid(unsigned int) ) return 'u';
if(t == typeid(bool) ) return 'b';
if(t == typeid(std::complex<float>) ) return 'c';
if(t == typeid(std::complex<double>) ) return 'c';
if(t == typeid(std::complex<long double>) ) return 'c';
else return '?';
}
template<> std::vector<char>& cnpy::operator+=(std::vector<char>& lhs, const std::string rhs) {
lhs.insert(lhs.end(),rhs.begin(),rhs.end());
return lhs;
}
template<> std::vector<char>& cnpy::operator+=(std::vector<char>& lhs, const char* rhs) {
//write in little endian
size_t len = strlen(rhs);
lhs.reserve(len);
for(size_t byte = 0; byte < len; byte++) {
lhs.push_back(rhs[byte]);
}
return lhs;
}
void cnpy::parse_npy_header(unsigned char* buffer,size_t& word_size, std::vector<size_t>& shape, bool& fortran_order) {
//std::string magic_string(buffer,6);
uint8_t major_version = *reinterpret_cast<uint8_t*>(buffer+6);
uint8_t minor_version = *reinterpret_cast<uint8_t*>(buffer+7);
uint16_t header_len = *reinterpret_cast<uint16_t*>(buffer+8);
std::string header(reinterpret_cast<char*>(buffer+9),header_len);
size_t loc1, loc2;
//fortran order
loc1 = header.find("fortran_order")+16;
fortran_order = (header.substr(loc1,4) == "True" ? true : false);
//shape
loc1 = header.find("(");
loc2 = header.find(")");
std::regex num_regex("[0-9][0-9]*");
std::smatch sm;
shape.clear();
std::string str_shape = header.substr(loc1+1,loc2-loc1-1);
while(std::regex_search(str_shape, sm, num_regex)) {
shape.push_back(std::stoi(sm[0].str()));
str_shape = sm.suffix().str();
}
//endian, word size, data type
//byte order code | stands for not applicable.
//not sure when this applies except for byte array
loc1 = header.find("descr")+9;
bool littleEndian = (header[loc1] == '<' || header[loc1] == '|' ? true : false);
assert(littleEndian);
//char type = header[loc1+1];
//assert(type == map_type(T));
std::string str_ws = header.substr(loc1+2);
loc2 = str_ws.find("'");
word_size = atoi(str_ws.substr(0,loc2).c_str());
}
void cnpy::parse_npy_header(FILE* fp, size_t& word_size, std::vector<size_t>& shape, bool& fortran_order) {
char buffer[256];
size_t res = fread(buffer,sizeof(char),11,fp);
if(res != 11)
throw std::runtime_error("parse_npy_header: failed fread");
std::string header = fgets(buffer,256,fp);
assert(header[header.size()-1] == '\n');
size_t loc1, loc2;
//fortran order
loc1 = header.find("fortran_order");
if (loc1 == std::string::npos)
throw std::runtime_error("parse_npy_header: failed to find header keyword: 'fortran_order'");
loc1 += 16;
fortran_order = (header.substr(loc1,4) == "True" ? true : false);
//shape
loc1 = header.find("(");
loc2 = header.find(")");
if (loc1 == std::string::npos || loc2 == std::string::npos)
throw std::runtime_error("parse_npy_header: failed to find header keyword: '(' or ')'");
std::regex num_regex("[0-9][0-9]*");
std::smatch sm;
shape.clear();
std::string str_shape = header.substr(loc1+1,loc2-loc1-1);
while(std::regex_search(str_shape, sm, num_regex)) {
shape.push_back(std::stoi(sm[0].str()));
str_shape = sm.suffix().str();
}
//endian, word size, data type
//byte order code | stands for not applicable.
//not sure when this applies except for byte array
loc1 = header.find("descr");
if (loc1 == std::string::npos)
throw std::runtime_error("parse_npy_header: failed to find header keyword: 'descr'");
loc1 += 9;
bool littleEndian = (header[loc1] == '<' || header[loc1] == '|' ? true : false);
assert(littleEndian);
//char type = header[loc1+1];
//assert(type == map_type(T));
std::string str_ws = header.substr(loc1+2);
loc2 = str_ws.find("'");
word_size = atoi(str_ws.substr(0,loc2).c_str());
}
void cnpy::parse_zip_footer(FILE* fp, uint16_t& nrecs, size_t& global_header_size, size_t& global_header_offset)
{
std::vector<char> footer(22);
fseek(fp,-22,SEEK_END);
size_t res = fread(&footer[0],sizeof(char),22,fp);
if(res != 22)
throw std::runtime_error("parse_zip_footer: failed fread");
uint16_t disk_no, disk_start, nrecs_on_disk, comment_len;
disk_no = *(uint16_t*) &footer[4];
disk_start = *(uint16_t*) &footer[6];
nrecs_on_disk = *(uint16_t*) &footer[8];
nrecs = *(uint16_t*) &footer[10];
global_header_size = *(uint32_t*) &footer[12];
global_header_offset = *(uint32_t*) &footer[16];
comment_len = *(uint16_t*) &footer[20];
assert(disk_no == 0);
assert(disk_start == 0);
assert(nrecs_on_disk == nrecs);
assert(comment_len == 0);
}
cnpy::NpyArray load_the_npy_file(FILE* fp) {
std::vector<size_t> shape;
size_t word_size;
bool fortran_order;
cnpy::parse_npy_header(fp,word_size,shape,fortran_order);
cnpy::NpyArray arr(shape, word_size, fortran_order);
size_t nread = fread(arr.data<char>(),1,arr.num_bytes(),fp);
if(nread != arr.num_bytes())
throw std::runtime_error("load_the_npy_file: failed fread");
return arr;
}
cnpy::NpyArray load_the_npz_array(FILE* fp, uint32_t compr_bytes, uint32_t uncompr_bytes) {
std::vector<unsigned char> buffer_compr(compr_bytes);
std::vector<unsigned char> buffer_uncompr(uncompr_bytes);
size_t nread = fread(&buffer_compr[0],1,compr_bytes,fp);
if(nread != compr_bytes)
throw std::runtime_error("load_the_npy_file: failed fread");
int err;
z_stream d_stream;
d_stream.zalloc = Z_NULL;
d_stream.zfree = Z_NULL;
d_stream.opaque = Z_NULL;
d_stream.avail_in = 0;
d_stream.next_in = Z_NULL;
err = inflateInit2(&d_stream, -MAX_WBITS);
d_stream.avail_in = compr_bytes;
d_stream.next_in = &buffer_compr[0];
d_stream.avail_out = uncompr_bytes;
d_stream.next_out = &buffer_uncompr[0];
err = inflate(&d_stream, Z_FINISH);
err = inflateEnd(&d_stream);
std::vector<size_t> shape;
size_t word_size;
bool fortran_order;
cnpy::parse_npy_header(&buffer_uncompr[0],word_size,shape,fortran_order);
cnpy::NpyArray array(shape, word_size, fortran_order);
size_t offset = uncompr_bytes - array.num_bytes();
memcpy(array.data<unsigned char>(),&buffer_uncompr[0]+offset,array.num_bytes());
return array;
}
cnpy::npz_t cnpy::npz_load(std::string fname) {
FILE* fp = fopen(fname.c_str(),"rb");
if(!fp) {
throw std::runtime_error("npz_load: Error! Unable to open file "+fname+"!");
}
cnpy::npz_t arrays;
while(1) {
std::vector<char> local_header(30);
size_t headerres = fread(&local_header[0],sizeof(char),30,fp);
if(headerres != 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 varname(name_len,' ');
size_t vname_res = fread(&varname[0],sizeof(char),name_len,fp);
if(vname_res != name_len)
throw std::runtime_error("npz_load: failed fread");
//erase the lagging .npy
varname.erase(varname.end()-4,varname.end());
//read in the extra field
uint16_t extra_field_len = *(uint16_t*) &local_header[28];
if(extra_field_len > 0) {
std::vector<char> buff(extra_field_len);
size_t efield_res = fread(&buff[0],sizeof(char),extra_field_len,fp);
if(efield_res != extra_field_len)
throw std::runtime_error("npz_load: failed fread");
}
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(compr_method == 0) {arrays[varname] = load_the_npy_file(fp);}
else {arrays[varname] = load_the_npz_array(fp,compr_bytes,uncompr_bytes);}
}
fclose(fp);
return arrays;
}
cnpy::NpyArray cnpy::npz_load(std::string fname, std::string varname) {
FILE* fp = fopen(fname.c_str(),"rb");
if(!fp) throw std::runtime_error("npz_load: Unable to open file "+fname);
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;
}