-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathHDF5Interface.h
More file actions
526 lines (449 loc) · 16.5 KB
/
HDF5Interface.h
File metadata and controls
526 lines (449 loc) · 16.5 KB
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
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
#ifndef HDF5INTERFACE
#define HDF5INTERFACE
#include <memory>
#include <assert.h>
#include <filesystem>
#include <H5Cpp.h> // compile with -lhdf5 -lhdf5_cpp
#include <Eigen/Dense>
#include <Eigen/SparseCore>
#ifdef HDF5_WITH_TENSOR
#include <unsupported/Eigen/CXX11/Tensor>
#endif
// conversion into native types of HDF5
template<typename T> inline H5::PredType native_type() {return H5::PredType::NATIVE_DOUBLE;}
template<> inline H5::PredType native_type<int>() {return H5::PredType::NATIVE_INT;}
template<> inline H5::PredType native_type<double>(){return H5::PredType::NATIVE_DOUBLE;}
template<> inline H5::PredType native_type<unsigned long>() {return H5::PredType::NATIVE_ULONG;}
template<> inline H5::PredType native_type<long>() {return H5::PredType::NATIVE_LONG;}
template<> inline H5::PredType native_type<long long>() {return H5::PredType::NATIVE_LLONG;}
template<> inline H5::PredType native_type<unsigned long long>() {return H5::PredType::NATIVE_ULLONG;}
template<> inline H5::PredType native_type<unsigned>() {return H5::PredType::NATIVE_UINT;}
template<> inline H5::PredType native_type<short>() {return H5::PredType::NATIVE_SHORT;}
template<> inline H5::PredType native_type<unsigned short>() {return H5::PredType::NATIVE_USHORT;}
template<> inline H5::PredType native_type<float>() {return H5::PredType::NATIVE_FLOAT;}
template<> inline H5::PredType native_type<long double>() {return H5::PredType::NATIVE_LDOUBLE;}
template<> inline H5::PredType native_type<const char*>(){return H5::PredType::NATIVE_CHAR;}
template<> inline H5::PredType native_type<std::string>(){return H5::PredType::NATIVE_CHAR;}
template<> inline H5::PredType native_type<signed char>(){return H5::PredType::NATIVE_SCHAR;}
template<> inline H5::PredType native_type<unsigned char>(){return H5::PredType::NATIVE_UCHAR;}
enum FILE_ACCESS_MODE {READ, WRITE, REWRITE};
class HDF5Interface
{
typedef Eigen::Index Index;
#ifdef HDF5_WITH_TENSOR
template<typename ScalarType, Index Nl> using TensorType = Eigen::Tensor<ScalarType,Nl,Eigen::ColMajor,Index>;
#endif
template<typename ScalarType> using MatrixType = Eigen::Matrix<ScalarType,Eigen::Dynamic,Eigen::Dynamic>;
template<typename ScalarType> using VectorType = Eigen::Matrix<ScalarType,Eigen::Dynamic,1>;
public:
HDF5Interface () {};
HDF5Interface (std::string filename_input, FILE_ACCESS_MODE mode_input);
/* ~HDF5Interface(); */
static bool IS_VALID_HDF5(std::string filename)
{
return H5::H5File::isHdf5(filename.c_str());
};
void switch_to(FILE_ACCESS_MODE mode_input);
void close();
void create_group(std::string grp_name);
bool HAS_GROUP(std::string grp_name);
std::vector<std::string> get_groups() const;
template<typename ScalarType> void save_scalar (ScalarType x, std::string setname, std::string grp_name="");
template<typename ScalarType> void load_scalar (ScalarType &x, std::string setname, std::string grp_name="");
template<typename ScalarType> void save_vector (const ScalarType * vec, const size_t size, const std::string& setname);
template<typename ScalarType> void load_vector (ScalarType * vec, const std::string& setname);
template<typename ScalarType> void save_matrix (const MatrixType<ScalarType> &mat, std::string setname, std::string grp_name="");
template<typename ScalarType> void load_matrix (MatrixType<ScalarType> &mat, std::string setname, std::string grp_name="");
template<typename ScalarType> void save_vector (const VectorType<ScalarType> &vec, std::string setname, std::string grp_name="");
template<typename ScalarType> void load_vector (VectorType<ScalarType> &vec, std::string setname, std::string grp_name="");
#ifdef HDF5_WITH_TENSOR
template<typename ScalarType, Index Nl> void save_tensor (const TensorType<ScalarType,Nl> &ten, std::string setname, std::string grp_name="");
template<typename ScalarType, Index Nl> void load_tensor (TensorType<ScalarType,Nl> &ten, std::string setname);
#endif
void save_char (std::string x, std::string setname, std::string grp_name="");
void load_char (std::string &x, std::string setname, std::string grp_name="");
std::size_t get_vector_size (const char * setname);
bool CHECK (std::string dataset)
{
return H5Lexists(file->getId(), dataset.c_str(), H5P_DEFAULT) > 0;
}
private:
FILE_ACCESS_MODE MODE;
std::string filename;
std::unique_ptr<H5::H5File> file;
};
HDF5Interface::
HDF5Interface (std::string filename_input, FILE_ACCESS_MODE mode_input)
:filename(filename_input)
{
switch_to(mode_input);
}
/* HDF5Interface:: */
/* ~HDF5Interface() */
/* { */
/* file.reset(); */
/* } */
inline void HDF5Interface::
switch_to (FILE_ACCESS_MODE mode_input)
{
MODE = mode_input;
if (MODE == WRITE) { file = std::make_unique<H5::H5File>(filename.c_str(), H5F_ACC_TRUNC); }
else if (MODE == READ) { file = std::make_unique<H5::H5File>(filename.c_str(), H5F_ACC_RDONLY); }
else if (MODE == REWRITE) { file = std::make_unique<H5::H5File>(filename.c_str(), H5F_ACC_RDWR); }
}
void HDF5Interface::
close()
{
file->close();
}
void HDF5Interface::
create_group (std::string grp_name)
{
if (!HAS_GROUP(grp_name))
{
try {file->createGroup(grp_name.c_str());}
catch(...) {}
}
}
bool HDF5Interface::
HAS_GROUP (std::string grp_name)
{
// bool out = true;
// try {file->openGroup(grp_name.c_str());}
// catch(...) {out = false;}
// return out;
return H5Lexists(file->getId(), grp_name.c_str(), H5P_DEFAULT) > 0;
}
std::vector<std::string> HDF5Interface::
get_groups () const
{
hsize_t nobjs = file->getNumObjs();
std::vector<std::string> out(nobjs);
H5std_string obj_name;
for (std::size_t i = 0; i < nobjs; i++)
{
out[i] = file->getObjnameByIdx(i);
}
return out;
}
template<typename ScalarType>
void HDF5Interface::
save_matrix (const Eigen::Matrix<ScalarType,Eigen::Dynamic,Eigen::Dynamic> &mat, std::string setname, std::string grp_name)
{
assert(MODE==WRITE or MODE==REWRITE);
//Need to switch the layout here, because HDF5 uses RowMajor.
Eigen::Matrix<ScalarType,Eigen::Dynamic,Eigen::Dynamic,Eigen::RowMajor> switch_to_row = mat;
constexpr std::size_t dimensions_size = 2ul;
// std::array<Index,dimensions_size> tmp; // not used??
hsize_t dimensions[dimensions_size]; dimensions[0] = mat.rows(); dimensions[1] = mat.cols();
H5::DataSpace space(dimensions_size, dimensions);
H5::IntType datatype(native_type<ScalarType>());
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->createDataSet(setname.c_str(), datatype, space);
delete g;
}
else
{
dataset = file->createDataSet(setname.c_str(), datatype, space);
}
dataset.write(switch_to_row.data(), native_type<ScalarType>());
}
template<typename ScalarType>
void HDF5Interface::
load_matrix (Eigen::Matrix<ScalarType,Eigen::Dynamic,Eigen::Dynamic> &mat, std::string setname, std::string grp_name)
{
assert(MODE==READ);
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->openDataSet(setname);
delete g;
}
else
{
dataset = file->openDataSet(setname);
}
H5::DataSpace dataspace = dataset.getSpace();
constexpr std::size_t dimensions_size = static_cast<std::size_t>(2);
hsize_t dimensions[dimensions_size];
[[maybe_unused]] int ndims = dataspace.getSimpleExtentDims( dimensions, NULL);
H5::DataSpace memspace(2,dimensions);
//Need to use a Rowmajor matrix here and convert afterwards, because HDF5 us RowMajor storage order.
Eigen::Matrix<ScalarType,Eigen::Dynamic,Eigen::Dynamic,Eigen::RowMajor> temp(dimensions[0],dimensions[1]);
dataset.read(temp.data(), native_type<ScalarType>(), memspace, dataspace);
mat = temp;
}
template<typename ScalarType>
void HDF5Interface::
save_vector (const Eigen::Matrix<ScalarType,Eigen::Dynamic,1> &vec, std::string setname, std::string grp_name)
{
assert(MODE==WRITE or MODE==REWRITE);
constexpr std::size_t dimensions_size = 1ul;
hsize_t dimensions[dimensions_size]; dimensions[0] = vec.rows();
H5::DataSpace space(dimensions_size, dimensions);
H5::IntType datatype(native_type<ScalarType>());
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->createDataSet(setname.c_str(), datatype, space);
delete g;
}
else
{
dataset = file->createDataSet(setname.c_str(), datatype, space);
}
dataset.write(vec.data(), native_type<ScalarType>());
}
template<typename ScalarType>
void HDF5Interface::
load_vector (Eigen::Matrix<ScalarType,Eigen::Dynamic,1> &vec, std::string setname, std::string grp_name)
{
assert(MODE==READ);
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->openDataSet(setname);
delete g;
}
else
{
dataset = file->openDataSet(setname);
}
H5::DataSpace dataspace = dataset.getSpace();
constexpr std::size_t dimensions_size = 1ul;
hsize_t dimensions[dimensions_size];
[[maybe_unused]] int ndims = dataspace.getSimpleExtentDims(dimensions, NULL);
H5::DataSpace memspace(1,dimensions);
Eigen::Matrix<ScalarType,Eigen::Dynamic,1> temp(dimensions[0]);
dataset.read(temp.data(), native_type<ScalarType>(), memspace, dataspace);
vec = temp;
}
#ifdef HDF5_WITH_TENSOR
template<typename ScalarType, Eigen::Index Nl>
void HDF5Interface::
save_tensor (const TensorType<ScalarType,Nl> &ten, std::string setname, std::string grp_name)
{
assert(MODE==WRITE);
//Need to switch the layout here, because HDF5 uses RowMajor.
std::array<Index,Nl> shuffle_dims;
Index n=Nl-1;
std::generate(shuffle_dims.begin(),shuffle_dims.end(),[&n]{ return n--; });
Eigen::Tensor<ScalarType,Nl,Eigen::RowMajor,Index> switch_to_row = ten.swap_layout().shuffle(shuffle_dims);
constexpr std::size_t dimensions_size = static_cast<std::size_t>(Nl);
// std::array<Index,dimensions_size> tmp; // not used??
hsize_t dimensions[dimensions_size];
for (std::size_t i=0; i<Nl; i++)
{
dimensions[i] = ten.dimension(i);
}
H5::DataSpace space(dimensions_size, dimensions);
H5::IntType datatype(native_type<ScalarType>());
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->createDataSet(setname.c_str(), datatype, space);
delete g;
}
else
{
dataset = file->createDataSet(setname.c_str(), datatype, space);
}
dataset.write(switch_to_row.data(), native_type<ScalarType>());
}
template<typename ScalarType,Eigen::Index Nl>
void HDF5Interface::
load_tensor (TensorType<ScalarType,Nl> &ten, std::string setname)
{
assert(MODE==READ);
H5::DataSet dataset = file->openDataSet(setname);
H5::DataSpace dataspace = dataset.getSpace();
constexpr std::size_t dimensions_size = static_cast<std::size_t>(Nl);
hsize_t dimensions[dimensions_size];
[[maybe_unused]] int ndims = dataspace.getSimpleExtentDims( dimensions, NULL);
H5::DataSpace memspace(Nl,dimensions);
std::array<Index,Nl> dims;
for (std::size_t i=0; i<Nl; i++)
{
dims[i] = static_cast<Index>(dimensions[i]);
}
//Need to use a Rowmajor tensor here and convert afterwards, because HDF5 us RowMajor storage order.
Eigen::Tensor<ScalarType,Nl,Eigen::RowMajor,Index> temp(dims);
dataset.read(temp.data(), native_type<ScalarType>(), memspace, dataspace);
std::array<Index,Nl> shuffle_dims;
Index n=Nl-1;
std::generate(shuffle_dims.begin(),shuffle_dims.end(),[&n]{ return n--; });
ten = temp.swap_layout().shuffle(shuffle_dims);
}
#endif
template<typename ScalarType>
void HDF5Interface::
save_vector (const ScalarType * vec, const size_t size, const std::string& setname)
{
// write uncompressed
assert(MODE==WRITE);
hsize_t length[] = {size};
H5::DataSpace space(1,length);
H5::IntType datatype(native_type<ScalarType>());
H5::DataSet dataset = file->createDataSet(setname.c_str(), datatype, space);
dataset.write(vec, native_type<ScalarType>());
// write compressed
/*hsize_t cdims[1];
cdims[0] = (int)sqrt(size);
H5::DSetCreatPropList ds_creatplist;
ds_creatplist.setChunk(1,cdims);
ds_creatplist.setDeflate(6);
hsize_t length[] = {size};
H5::DataSpace space(1,length);
H5::IntType datatype(H5::PredType::NATIVE_DOUBLE);
H5::DataSet dataset = file->createDataSet(setname, datatype, space, ds_creatplist);
dataset.write(vec, H5::PredType::NATIVE_DOUBLE);*/
// write autocompressed for large file sizes
/*assert(MODE==WRITE);
hsize_t length[] = {size};
H5::DataSpace space(1,length);
H5::IntType datatype(H5::PredType::NATIVE_DOUBLE);
H5::DataSet dataset;
if (size<65536) // don't compress below 512kB
{
dataset = file->createDataSet(setname, datatype, space);
}
else
{
hsize_t cdims[1];
cdims[0] = max(1024,(int)sqrt(size)); // set chunk size
H5::DSetCreatPropList ds_creatplist;
ds_creatplist.setChunk(1,cdims);
ds_creatplist.setDeflate(6);
dataset = file->createDataSet(setname, datatype, space, ds_creatplist);
}
dataset.write(vec, H5::PredType::NATIVE_DOUBLE);*/
}
template<typename ScalarType>
void HDF5Interface::
load_vector (ScalarType * vec, const std::string& setname)
{
assert(MODE==READ);
H5::DataSet dataset = file->openDataSet(setname.c_str());
H5::DataSpace dataspace = dataset.getSpace();
hsize_t length[1];
[[maybe_unused]] int ndims = dataspace.getSimpleExtentDims(length,NULL);
H5::DataSpace memspace(1,length);
dataset.read(vec, native_type<ScalarType>(), memspace, dataspace);
}
template<typename ScalarType>
void HDF5Interface::
load_scalar (ScalarType &x, std::string setname, std::string grp_name)
{
assert(MODE==READ);
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->openDataSet(setname);
delete g;
}
else
{
dataset = file->openDataSet(setname);
}
H5::DataSpace dataspace = dataset.getSpace();
hsize_t length[] = {1};
H5::DataSpace double_memspace(1,length);
ScalarType tmp;
dataset.read(&tmp, native_type<ScalarType>(), double_memspace, dataspace);
x = tmp;
}
size_t HDF5Interface::
get_vector_size (const char * setname)
{
assert(MODE==READ);
H5::DataSet dataset = file->openDataSet(setname);
H5::DataSpace dataspace = dataset.getSpace();
hsize_t length[1];
[[maybe_unused]] int ndims = dataspace.getSimpleExtentDims(length,NULL);
return length[0];
}
template<typename ScalarType>
void HDF5Interface::
save_scalar (ScalarType x, std::string setname, std::string grp_name)
{
assert(MODE==WRITE or MODE==REWRITE);
hsize_t length[] = {1};
H5::DataSpace space(1,length);
H5::IntType datatype(native_type<ScalarType>());
ScalarType x_as_array[] = {x};
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->createDataSet(setname.c_str(), datatype, space);
delete g;
}
else
{
dataset = file->createDataSet(setname.c_str(), datatype, space);
}
dataset.write(x_as_array, native_type<ScalarType>());
}
void HDF5Interface::
save_char (std::string x, std::string setname, std::string grp_name)
{
assert(MODE==WRITE or MODE==REWRITE);
hsize_t length[] = {1};
H5::DataSpace space(1,length);
H5::StrType datatype(0,H5T_VARIABLE);
//H5::DataSet dataset = file->createDataSet(setname.c_str(), datatype, space);
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->createDataSet(setname.c_str(), datatype, space);
delete g;
}
else
{
dataset = file->createDataSet(setname.c_str(), datatype, space);
}
const char * this_sucks_hairy_balls_but_it_works[1] = {0};
this_sucks_hairy_balls_but_it_works[0] = x.c_str();
dataset.write((void*)this_sucks_hairy_balls_but_it_works, datatype);
}
void HDF5Interface::
load_char (std::string &x, std::string setname, std::string grp_name)
{
assert(MODE==READ);
//H5::DataSet dataset = file->openDataSet(setname);
H5::DataSet dataset;
if (grp_name != "")
{
std::string fullPath = "/" + grp_name;
H5::Group * g = new H5::Group(file->openGroup(fullPath.c_str()));
dataset = g->openDataSet(setname);
delete g;
}
else
{
dataset = file->openDataSet(setname);
}
H5::DataSpace dataspace = dataset.getSpace();
H5::DataType datatype = dataset.getDataType();
const char * this_sucks_hairy_balls_but_it_works[1] = {0};
dataset.read((void*)this_sucks_hairy_balls_but_it_works, datatype);
x = this_sucks_hairy_balls_but_it_works[0];
}
#endif