c_api.h 31.2 KB
Newer Older
Guolin Ke's avatar
Guolin Ke committed
1
2
#ifndef LIGHTGBM_C_API_H_
#define LIGHTGBM_C_API_H_
3
4
5
#include <cstdint>
#include <exception>
#include <stdexcept>
wxchan's avatar
wxchan committed
6
#include <cstring>
7
#include <string>
wxchan's avatar
wxchan committed
8

9
10
11
/*!
* To avoid type conversion on large data, most of our expose interface support both for float_32 and float_64.
* Except following:
wxchan's avatar
wxchan committed
12
* 1. gradients and hessians.
13
* 2. Get current score for training data and validation
wxchan's avatar
wxchan committed
14
* The reason is because they are called frequently, the type-conversion on them maybe time cost.
15
16
*/

17
#include <LightGBM/export.h>
Guolin Ke's avatar
Guolin Ke committed
18

Guolin Ke's avatar
typo  
Guolin Ke committed
19
typedef void* DatasetHandle;
Guolin Ke's avatar
Guolin Ke committed
20
21
typedef void* BoosterHandle;

Guolin Ke's avatar
Guolin Ke committed
22
23
24
25
26
27
28
29
#define C_API_DTYPE_FLOAT32 (0)
#define C_API_DTYPE_FLOAT64 (1)
#define C_API_DTYPE_INT32   (2)
#define C_API_DTYPE_INT64   (3)

#define C_API_PREDICT_NORMAL     (0)
#define C_API_PREDICT_RAW_SCORE  (1)
#define C_API_PREDICT_LEAF_INDEX (2)
30

Guolin Ke's avatar
Guolin Ke committed
31
32
/*!
* \brief get string message of the last error
wxchan's avatar
wxchan committed
33
*  all function in this file will return 0 when succeed
Guolin Ke's avatar
Guolin Ke committed
34
35
36
*  and -1 when an error occured,
* \return const char* error inforomation
*/
37
LIGHTGBM_C_EXPORT const char* LGBM_GetLastError();
Guolin Ke's avatar
Guolin Ke committed
38

Guolin Ke's avatar
Guolin Ke committed
39
// --- start Dataset interface
Guolin Ke's avatar
Guolin Ke committed
40
41
42
43

/*!
* \brief load data set from file like the command_line LightGBM do
* \param filename the name of the file
Guolin Ke's avatar
Guolin Ke committed
44
* \param parameters additional parameters
Guolin Ke's avatar
Guolin Ke committed
45
46
* \param reference used to align bin mapper with other dataset, nullptr means don't used
* \param out a loaded dataset
wxchan's avatar
wxchan committed
47
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
48
*/
49
LIGHTGBM_C_EXPORT int LGBM_DatasetCreateFromFile(const char* filename,
50
51
52
                                                 const char* parameters,
                                                 const DatasetHandle reference,
                                                 DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
53

54
/*!
55
56
57
* \brief create a empty dataset by sampling data.
* \param sample_data sampled data, grouped by the column.
* \param sample_indices indices of sampled data. 
58
* \param ncol number columns
59
60
* \param num_per_col Size of each sampling column
* \param num_sample_row Number of sampled rows
61
62
63
64
65
* \param num_total_row number of total rows
* \param parameters additional parameters
* \param out created dataset
* \return 0 when succeed, -1 when failure happens
*/
66
67
68
69
70
71
72
73
LIGHTGBM_C_EXPORT int LGBM_DatasetCreateFromSampledColumn(double** sample_data,
                                                          int** sample_indices,
                                                          int32_t ncol,
                                                          const int* num_per_col,
                                                          int32_t num_sample_row,
                                                          int32_t num_total_row,
                                                          const char* parameters,
                                                          DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
74
75
76
77
78
79
80
81
82

/*!
* \brief create a empty dataset by reference Dataset
* \param reference used to align bin mapper
* \param num_total_row number of total rows
* \param out created dataset
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_DatasetCreateByReference(const DatasetHandle reference,
83
84
                                                    int64_t num_total_row,
                                                    DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
85
86
87
88
89
90
91
92
93
94
95
96

/*!
* \brief push data to existing dataset, if nrow + start_row == num_total_row, will call dataset->FinishLoad
* \param dataset handle of dataset
* \param data pointer to the data space
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
* \param nrow number of rows
* \param ncol number columns
* \param start_row row start index
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_DatasetPushRows(DatasetHandle dataset,
97
98
99
100
101
                                           const void* data,
                                           int data_type,
                                           int32_t nrow,
                                           int32_t ncol,
                                           int32_t start_row);
Guolin Ke's avatar
Guolin Ke committed
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117

/*!
* \brief push data to existing dataset, if nrow + start_row == num_total_row, will call dataset->FinishLoad
* \param dataset handle of dataset
* \param indptr pointer to row headers
* \param indptr_type type of indptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
* \param indices findex
* \param data fvalue
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
* \param nindptr number of rows in the matrix + 1
* \param nelem number of nonzero elements in the matrix
* \param num_col number of columns
* \param start_row row start index
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_DatasetPushRowsByCSR(DatasetHandle dataset,
118
119
120
121
122
123
124
125
126
                                                const void* indptr,
                                                int indptr_type,
                                                const int32_t* indices,
                                                const void* data,
                                                int data_type,
                                                int64_t nindptr,
                                                int64_t nelem,
                                                int64_t num_col,
                                                int64_t start_row);
Guolin Ke's avatar
Guolin Ke committed
127

Guolin Ke's avatar
Guolin Ke committed
128
129
130
/*!
* \brief create a dataset from CSR format
* \param indptr pointer to row headers
wxchan's avatar
wxchan committed
131
* \param indptr_type type of indptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
Guolin Ke's avatar
Guolin Ke committed
132
133
* \param indices findex
* \param data fvalue
wxchan's avatar
wxchan committed
134
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
Guolin Ke's avatar
Guolin Ke committed
135
* \param nindptr number of rows in the matrix + 1
Guolin Ke's avatar
Guolin Ke committed
136
* \param nelem number of nonzero elements in the matrix
wxchan's avatar
wxchan committed
137
* \param num_col number of columns
Guolin Ke's avatar
Guolin Ke committed
138
* \param parameters additional parameters
Guolin Ke's avatar
Guolin Ke committed
139
140
* \param reference used to align bin mapper with other dataset, nullptr means don't used
* \param out created dataset
wxchan's avatar
wxchan committed
141
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
142
*/
143
LIGHTGBM_C_EXPORT int LGBM_DatasetCreateFromCSR(const void* indptr,
144
145
146
147
148
149
150
151
152
153
                                                int indptr_type,
                                                const int32_t* indices,
                                                const void* data,
                                                int data_type,
                                                int64_t nindptr,
                                                int64_t nelem,
                                                int64_t num_col,
                                                const char* parameters,
                                                const DatasetHandle reference,
                                                DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
154
155
156
157

/*!
* \brief create a dataset from CSC format
* \param col_ptr pointer to col headers
wxchan's avatar
wxchan committed
158
* \param col_ptr_type type of col_ptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
Guolin Ke's avatar
Guolin Ke committed
159
160
* \param indices findex
* \param data fvalue
wxchan's avatar
wxchan committed
161
162
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
* \param ncol_ptr number of cols in the matrix + 1
Guolin Ke's avatar
Guolin Ke committed
163
* \param nelem number of nonzero elements in the matrix
wxchan's avatar
wxchan committed
164
* \param num_row number of rows
Guolin Ke's avatar
Guolin Ke committed
165
166
167
* \param parameters additional parameters
* \param reference used to align bin mapper with other dataset, nullptr means don't used
* \param out created dataset
wxchan's avatar
wxchan committed
168
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
169
*/
170
LIGHTGBM_C_EXPORT int LGBM_DatasetCreateFromCSC(const void* col_ptr,
171
172
173
174
175
176
177
178
179
180
                                                int col_ptr_type,
                                                const int32_t* indices,
                                                const void* data,
                                                int data_type,
                                                int64_t ncol_ptr,
                                                int64_t nelem,
                                                int64_t num_row,
                                                const char* parameters,
                                                const DatasetHandle reference,
                                                DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
181
182
183
184

/*!
* \brief create dataset from dense matrix
* \param data pointer to the data space
wxchan's avatar
wxchan committed
185
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
Guolin Ke's avatar
Guolin Ke committed
186
187
* \param nrow number of rows
* \param ncol number columns
188
* \param is_row_major 1 for row major, 0 for column major
Guolin Ke's avatar
Guolin Ke committed
189
* \param parameters additional parameters
Guolin Ke's avatar
Guolin Ke committed
190
191
* \param reference used to align bin mapper with other dataset, nullptr means don't used
* \param out created dataset
wxchan's avatar
wxchan committed
192
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
193
*/
194
LIGHTGBM_C_EXPORT int LGBM_DatasetCreateFromMat(const void* data,
195
196
197
198
199
200
201
                                                int data_type,
                                                int32_t nrow,
                                                int32_t ncol,
                                                int is_row_major,
                                                const char* parameters,
                                                const DatasetHandle reference,
                                                DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
202

wxchan's avatar
wxchan committed
203
204
205
206
207
208
209
210
211
/*!
* \brief Create subset of a data
* \param handle handle of full dataset
* \param used_row_indices Indices used in subset
* \param num_used_row_indices len of used_row_indices
* \param parameters additional parameters
* \param out subset of data
* \return 0 when succeed, -1 when failure happens
*/
212
LIGHTGBM_C_EXPORT int LGBM_DatasetGetSubset(
213
  const DatasetHandle handle,
wxchan's avatar
wxchan committed
214
215
216
  const int32_t* used_row_indices,
  int32_t num_used_row_indices,
  const char* parameters,
Guolin Ke's avatar
typo  
Guolin Ke committed
217
  DatasetHandle* out);
wxchan's avatar
wxchan committed
218

Guolin Ke's avatar
Guolin Ke committed
219
220
221
222
223
224
225
/*!
* \brief save feature names to Dataset
* \param handle handle
* \param feature_names feature names
* \param num_feature_names number of feature names
* \return 0 when succeed, -1 when failure happens
*/
226
LIGHTGBM_C_EXPORT int LGBM_DatasetSetFeatureNames(
Guolin Ke's avatar
typo  
Guolin Ke committed
227
  DatasetHandle handle,
Guolin Ke's avatar
Guolin Ke committed
228
  const char** feature_names,
Guolin Ke's avatar
Guolin Ke committed
229
  int num_feature_names);
Guolin Ke's avatar
Guolin Ke committed
230

231
232
233
234
235
236
237
238

/*!
* \brief get feature names of Dataset
* \param handle handle
* \param feature_names feature names, should pre-allocate memory
* \param num_feature_names number of feature names
* \return 0 when succeed, -1 when failure happens
*/
239
LIGHTGBM_C_EXPORT int LGBM_DatasetGetFeatureNames(
240
241
  DatasetHandle handle,
  char** feature_names,
Guolin Ke's avatar
Guolin Ke committed
242
  int* num_feature_names);
243
244


Guolin Ke's avatar
Guolin Ke committed
245
246
/*!
* \brief free space for dataset
wxchan's avatar
wxchan committed
247
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
248
*/
249
LIGHTGBM_C_EXPORT int LGBM_DatasetFree(DatasetHandle handle);
Guolin Ke's avatar
Guolin Ke committed
250
251
252
253
254

/*!
* \brief save dateset to binary file
* \param handle a instance of dataset
* \param filename file name
wxchan's avatar
wxchan committed
255
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
256
*/
257
LIGHTGBM_C_EXPORT int LGBM_DatasetSaveBinary(DatasetHandle handle,
258
                                             const char* filename);
Guolin Ke's avatar
Guolin Ke committed
259
260
261

/*!
* \brief set vector to a content in info
wxchan's avatar
wxchan committed
262
263
*        Note: group and group only work for C_API_DTYPE_INT32
*              label and weight only work for C_API_DTYPE_FLOAT32
Guolin Ke's avatar
Guolin Ke committed
264
* \param handle a instance of dataset
wxchan's avatar
wxchan committed
265
* \param field_name field name, can be label, weight, group, group_id
266
* \param field_data pointer to vector
Guolin Ke's avatar
Guolin Ke committed
267
* \param num_element number of element in field_data
wxchan's avatar
wxchan committed
268
269
* \param type C_API_DTYPE_FLOAT32 or C_API_DTYPE_INT32
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
270
*/
271
LIGHTGBM_C_EXPORT int LGBM_DatasetSetField(DatasetHandle handle,
272
273
274
275
                                           const char* field_name,
                                           const void* field_data,
                                           int num_element,
                                           int type);
Guolin Ke's avatar
Guolin Ke committed
276
277

/*!
278
* \brief get info vector from dataset
Guolin Ke's avatar
Guolin Ke committed
279
280
281
282
* \param handle a instance of data matrix
* \param field_name field name
* \param out_len used to set result length
* \param out_ptr pointer to the result
wxchan's avatar
wxchan committed
283
284
* \param out_type  C_API_DTYPE_FLOAT32 or C_API_DTYPE_INT32
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
285
*/
286
LIGHTGBM_C_EXPORT int LGBM_DatasetGetField(DatasetHandle handle,
287
288
289
290
                                           const char* field_name,
                                           int* out_len,
                                           const void** out_ptr,
                                           int* out_type);
Guolin Ke's avatar
Guolin Ke committed
291
292
293
294
295

/*!
* \brief get number of data.
* \param handle the handle to the dataset
* \param out The address to hold number of data
wxchan's avatar
wxchan committed
296
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
297
*/
298
LIGHTGBM_C_EXPORT int LGBM_DatasetGetNumData(DatasetHandle handle,
299
                                             int* out);
Guolin Ke's avatar
Guolin Ke committed
300
301
302
303
304

/*!
* \brief get number of features
* \param handle the handle to the dataset
* \param out The output of number of features
wxchan's avatar
wxchan committed
305
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
306
*/
307
LIGHTGBM_C_EXPORT int LGBM_DatasetGetNumFeature(DatasetHandle handle,
308
                                                int* out);
Guolin Ke's avatar
Guolin Ke committed
309
310
311
312
313

// --- start Booster interfaces

/*!
* \brief create an new boosting learner
Guolin Ke's avatar
Guolin Ke committed
314
* \param train_data training data set
Guolin Ke's avatar
Guolin Ke committed
315
316
* \param parameters format: 'key1=value1 key2=value2'
* \prama out handle of created Booster
wxchan's avatar
wxchan committed
317
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
318
*/
319
LIGHTGBM_C_EXPORT int LGBM_BoosterCreate(const DatasetHandle train_data,
320
321
                                         const char* parameters,
                                         BoosterHandle* out);
Guolin Ke's avatar
Guolin Ke committed
322
323

/*!
Guolin Ke's avatar
Guolin Ke committed
324
* \brief load an existing boosting from model file
Guolin Ke's avatar
Guolin Ke committed
325
* \param filename filename of model
wxchan's avatar
wxchan committed
326
* \param out_num_iterations number of iterations of this booster
Guolin Ke's avatar
Guolin Ke committed
327
* \param out handle of created Booster
wxchan's avatar
wxchan committed
328
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
329
*/
330
LIGHTGBM_C_EXPORT int LGBM_BoosterCreateFromModelfile(
Guolin Ke's avatar
Guolin Ke committed
331
  const char* filename,
Guolin Ke's avatar
Guolin Ke committed
332
  int* out_num_iterations,
Guolin Ke's avatar
Guolin Ke committed
333
334
  BoosterHandle* out);

335
336
337
338
339
340
341
342
343
344
345
/*!
* \brief load an existing boosting from string
* \param model_str model string
* \param out_num_iterations number of iterations of this booster
* \param out handle of created Booster
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_BoosterLoadModelFromString(
  const char* model_str,
  int* out_num_iterations,
  BoosterHandle* out);
wxchan's avatar
wxchan committed
346

Guolin Ke's avatar
Guolin Ke committed
347
348
349
/*!
* \brief free obj in handle
* \param handle handle to be freed
wxchan's avatar
wxchan committed
350
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
351
*/
352
LIGHTGBM_C_EXPORT int LGBM_BoosterFree(BoosterHandle handle);
Guolin Ke's avatar
Guolin Ke committed
353

wxchan's avatar
wxchan committed
354
355
356
357
358
359
/*!
* \brief Merge model in two booster to first handle
* \param handle handle, will merge other handle to this
* \param other_handle
* \return 0 when succeed, -1 when failure happens
*/
360
LIGHTGBM_C_EXPORT int LGBM_BoosterMerge(BoosterHandle handle,
361
                                        BoosterHandle other_handle);
wxchan's avatar
wxchan committed
362
363
364
365
366
367
368

/*!
* \brief Add new validation to booster
* \param handle handle
* \param valid_data validation data set
* \return 0 when succeed, -1 when failure happens
*/
369
LIGHTGBM_C_EXPORT int LGBM_BoosterAddValidData(BoosterHandle handle,
370
                                               const DatasetHandle valid_data);
wxchan's avatar
wxchan committed
371
372
373
374
375
376
377

/*!
* \brief Reset training data for booster
* \param handle handle
* \param train_data training data set
* \return 0 when succeed, -1 when failure happens
*/
378
LIGHTGBM_C_EXPORT int LGBM_BoosterResetTrainingData(BoosterHandle handle,
379
                                                    const DatasetHandle train_data);
wxchan's avatar
wxchan committed
380
381
382
383
384
385
386

/*!
* \brief Reset config for current booster
* \param handle handle
* \param parameters format: 'key1=value1 key2=value2'
* \return 0 when succeed, -1 when failure happens
*/
387
LIGHTGBM_C_EXPORT int LGBM_BoosterResetParameter(BoosterHandle handle, const char* parameters);
wxchan's avatar
wxchan committed
388
389

/*!
Guolin Ke's avatar
Guolin Ke committed
390
* \brief Get number of class
wxchan's avatar
wxchan committed
391
392
393
394
* \param handle handle
* \param out_len number of class
* \return 0 when succeed, -1 when failure happens
*/
395
LIGHTGBM_C_EXPORT int LGBM_BoosterGetNumClasses(BoosterHandle handle, int* out_len);
wxchan's avatar
wxchan committed
396

Guolin Ke's avatar
Guolin Ke committed
397
398
399
/*!
* \brief update the model in one round
* \param handle handle
Guolin Ke's avatar
Guolin Ke committed
400
* \param is_finished 1 means finised(cannot split any more)
wxchan's avatar
wxchan committed
401
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
402
*/
403
LIGHTGBM_C_EXPORT int LGBM_BoosterUpdateOneIter(BoosterHandle handle, int* is_finished);
Guolin Ke's avatar
Guolin Ke committed
404
405
406
407
408
409
410

/*!
* \brief update the model, by directly specify gradient and second order gradient,
*       this can be used to support customized loss function
* \param handle handle
* \param grad gradient statistics
* \param hess second order gradient statistics
Guolin Ke's avatar
Guolin Ke committed
411
* \param is_finished 1 means finised(cannot split any more)
wxchan's avatar
wxchan committed
412
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
413
*/
414
LIGHTGBM_C_EXPORT int LGBM_BoosterUpdateOneIterCustom(BoosterHandle handle,
415
416
417
                                                      const float* grad,
                                                      const float* hess,
                                                      int* is_finished);
Guolin Ke's avatar
Guolin Ke committed
418
419

/*!
wxchan's avatar
wxchan committed
420
* \brief Rollback one iteration
Guolin Ke's avatar
Guolin Ke committed
421
* \param handle handle
wxchan's avatar
wxchan committed
422
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
423
*/
424
LIGHTGBM_C_EXPORT int LGBM_BoosterRollbackOneIter(BoosterHandle handle);
wxchan's avatar
wxchan committed
425
426
427
428
429
430

/*!
* \brief Get iteration of current boosting rounds
* \param out_iteration iteration of boosting rounds
* \return 0 when succeed, -1 when failure happens
*/
431
LIGHTGBM_C_EXPORT int LGBM_BoosterGetCurrentIteration(BoosterHandle handle, int* out_iteration);
Guolin Ke's avatar
Guolin Ke committed
432

Guolin Ke's avatar
Guolin Ke committed
433
/*!
Guolin Ke's avatar
Guolin Ke committed
434
* \brief Get number of eval
wxchan's avatar
wxchan committed
435
436
437
* \param out_len total number of eval results
* \return 0 when succeed, -1 when failure happens
*/
438
LIGHTGBM_C_EXPORT int LGBM_BoosterGetEvalCounts(BoosterHandle handle, int* out_len);
wxchan's avatar
wxchan committed
439
440

/*!
wxchan's avatar
wxchan committed
441
* \brief Get name of eval
wxchan's avatar
wxchan committed
442
* \param out_len total number of eval results
Guolin Ke's avatar
typo  
Guolin Ke committed
443
* \param out_strs names of eval result, need to pre-allocate memory before call this
wxchan's avatar
wxchan committed
444
445
* \return 0 when succeed, -1 when failure happens
*/
446
LIGHTGBM_C_EXPORT int LGBM_BoosterGetEvalNames(BoosterHandle handle, int* out_len, char** out_strs);
wxchan's avatar
wxchan committed
447

wxchan's avatar
wxchan committed
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
/*!
* \brief Get name of features
* \param out_len total number of features
* \param out_strs names of features, need to pre-allocate memory before call this
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_BoosterGetFeatureNames(BoosterHandle handle, int* out_len, char** out_strs);

/*!
* \brief Get number of features
* \param out_len total number of features
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_BoosterGetNumFeature(BoosterHandle handle, int* out_len);

wxchan's avatar
wxchan committed
463
464
/*!
* \brief get evaluation for training data and validation data
Guolin Ke's avatar
Guolin Ke committed
465
466
Note: 1. you should call LGBM_BoosterGetEvalNames first to get the name of evaluation results
2. should pre-allocate memory for out_results, you can get its length by LGBM_BoosterGetEvalCounts
Guolin Ke's avatar
Guolin Ke committed
467
* \param handle handle
wxchan's avatar
wxchan committed
468
* \param data_idx 0:training data, 1: 1st valid data, 2:2nd valid data ...
Guolin Ke's avatar
Guolin Ke committed
469
* \param out_len len of output result
wxchan's avatar
wxchan committed
470
471
* \param out_result float arrary contains result
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
472
*/
473
LIGHTGBM_C_EXPORT int LGBM_BoosterGetEval(BoosterHandle handle,
474
475
476
                                          int data_idx,
                                          int* out_len,
                                          double* out_results);
Guolin Ke's avatar
Guolin Ke committed
477
478
479
480
481
482
483
484
485
486

/*!
* \brief Get number of predict for inner dataset
this can be used to support customized eval function
Note:  should pre-allocate memory for out_result, its length is equal to num_class * num_data
* \param handle handle
* \param data_idx 0:training data, 1: 1st valid data, 2:2nd valid data ...
* \param out_len len of output result
* \return 0 when succeed, -1 when failure happens
*/
487
LIGHTGBM_C_EXPORT int LGBM_BoosterGetNumPredict(BoosterHandle handle,
488
489
                                                int data_idx,
                                                int64_t* out_len);
Guolin Ke's avatar
Guolin Ke committed
490

Guolin Ke's avatar
Guolin Ke committed
491
/*!
Guolin Ke's avatar
Guolin Ke committed
492
* \brief Get prediction for training data and validation data
Guolin Ke's avatar
Guolin Ke committed
493
494
this can be used to support customized eval function
Note:  should pre-allocate memory for out_result, its length is equal to num_class * num_data
Guolin Ke's avatar
Guolin Ke committed
495
* \param handle handle
wxchan's avatar
wxchan committed
496
* \param data_idx 0:training data, 1: 1st valid data, 2:2nd valid data ...
Guolin Ke's avatar
Guolin Ke committed
497
* \param out_len len of output result
Guolin Ke's avatar
Guolin Ke committed
498
* \param out_result used to set a pointer to array, should allocate memory before call this function
wxchan's avatar
wxchan committed
499
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
500
*/
501
LIGHTGBM_C_EXPORT int LGBM_BoosterGetPredict(BoosterHandle handle,
502
503
504
                                             int data_idx,
                                             int64_t* out_len,
                                             double* out_result);
Guolin Ke's avatar
Guolin Ke committed
505

506
507
508
509
/*!
* \brief make prediction for file
* \param handle handle
* \param data_filename filename of data file
wxchan's avatar
wxchan committed
510
511
512
513
514
515
* \param data_has_header data file has header or not
* \param predict_type
*          C_API_PREDICT_NORMAL: normal prediction, with transform (if needed)
*          C_API_PREDICT_RAW_SCORE: raw score
*          C_API_PREDICT_LEAF_INDEX: leaf index
* \param num_iteration number of iteration for prediction, <= 0 means no limit
516
* \param result_filename filename of result file
wxchan's avatar
wxchan committed
517
* \return 0 when succeed, -1 when failure happens
518
*/
519
LIGHTGBM_C_EXPORT int LGBM_BoosterPredictForFile(BoosterHandle handle,
520
521
522
523
                                                 const char* data_filename,
                                                 int data_has_header,
                                                 int predict_type,
                                                 int num_iteration,
524
                                                 const char* parameter,
525
                                                 const char* result_filename);
526

Guolin Ke's avatar
Guolin Ke committed
527
528
529
/*!
* \brief Get number of prediction
* \param handle handle
Guolin Ke's avatar
Guolin Ke committed
530
* \param num_row
Guolin Ke's avatar
Guolin Ke committed
531
532
533
534
535
* \param predict_type
*          C_API_PREDICT_NORMAL: normal prediction, with transform (if needed)
*          C_API_PREDICT_RAW_SCORE: raw score
*          C_API_PREDICT_LEAF_INDEX: leaf index
* \param num_iteration number of iteration for prediction, <= 0 means no limit
536
* \param out_len length of prediction
Guolin Ke's avatar
Guolin Ke committed
537
538
* \return 0 when succeed, -1 when failure happens
*/
539
LIGHTGBM_C_EXPORT int LGBM_BoosterCalcNumPredict(BoosterHandle handle,
540
541
542
543
                                                 int num_row,
                                                 int predict_type,
                                                 int num_iteration,
                                                 int64_t* out_len);
Guolin Ke's avatar
Guolin Ke committed
544

Guolin Ke's avatar
Guolin Ke committed
545
546
/*!
* \brief make prediction for an new data set
Guolin Ke's avatar
Guolin Ke committed
547
*        Note:  should pre-allocate memory for out_result,
wxchan's avatar
wxchan committed
548
549
*               for noraml and raw score: its length is equal to num_class * num_data
*               for leaf index, its length is equal to num_class * num_data * num_iteration
Guolin Ke's avatar
Guolin Ke committed
550
551
* \param handle handle
* \param indptr pointer to row headers
wxchan's avatar
wxchan committed
552
* \param indptr_type type of indptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
Guolin Ke's avatar
Guolin Ke committed
553
554
* \param indices findex
* \param data fvalue
wxchan's avatar
wxchan committed
555
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
Guolin Ke's avatar
Guolin Ke committed
556
* \param nindptr number of rows in the matrix + 1
Guolin Ke's avatar
Guolin Ke committed
557
558
559
* \param nelem number of nonzero elements in the matrix
* \param num_col number of columns; when it's set to 0, then guess from data
* \param predict_type
wxchan's avatar
wxchan committed
560
561
562
563
*          C_API_PREDICT_NORMAL: normal prediction, with transform (if needed)
*          C_API_PREDICT_RAW_SCORE: raw score
*          C_API_PREDICT_LEAF_INDEX: leaf index
* \param num_iteration number of iteration for prediction, <= 0 means no limit
cbecker's avatar
cbecker committed
564
* \param early_stop_handle early stopping to use for prediction. If null, no early stopping is applied
wxchan's avatar
wxchan committed
565
* \param out_len len of output result
Guolin Ke's avatar
Guolin Ke committed
566
* \param out_result used to set a pointer to array, should allocate memory before call this function
wxchan's avatar
wxchan committed
567
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
568
*/
569
LIGHTGBM_C_EXPORT int LGBM_BoosterPredictForCSR(BoosterHandle handle,
570
571
572
573
574
575
576
577
578
579
                                                const void* indptr,
                                                int indptr_type,
                                                const int32_t* indices,
                                                const void* data,
                                                int data_type,
                                                int64_t nindptr,
                                                int64_t nelem,
                                                int64_t num_col,
                                                int predict_type,
                                                int num_iteration,
580
                                                const char* parameter,
581
582
                                                int64_t* out_len,
                                                double* out_result);
Guolin Ke's avatar
Guolin Ke committed
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602

/*!
* \brief make prediction for an new data set
*        Note:  should pre-allocate memory for out_result,
*               for noraml and raw score: its length is equal to num_class * num_data
*               for leaf index, its length is equal to num_class * num_data * num_iteration
* \param handle handle
* \param col_ptr pointer to col headers
* \param col_ptr_type type of col_ptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
* \param indices findex
* \param data fvalue
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
* \param ncol_ptr number of cols in the matrix + 1
* \param nelem number of nonzero elements in the matrix
* \param num_row number of rows
* \param predict_type
*          C_API_PREDICT_NORMAL: normal prediction, with transform (if needed)
*          C_API_PREDICT_RAW_SCORE: raw score
*          C_API_PREDICT_LEAF_INDEX: leaf index
* \param num_iteration number of iteration for prediction, <= 0 means no limit
cbecker's avatar
cbecker committed
603
* \param early_stop_handle early stopping to use for prediction. If null, no early stopping is applied
Guolin Ke's avatar
Guolin Ke committed
604
605
606
607
* \param out_len len of output result
* \param out_result used to set a pointer to array, should allocate memory before call this function
* \return 0 when succeed, -1 when failure happens
*/
608
LIGHTGBM_C_EXPORT int LGBM_BoosterPredictForCSC(BoosterHandle handle,
609
610
611
612
613
614
615
616
617
618
                                                const void* col_ptr,
                                                int col_ptr_type,
                                                const int32_t* indices,
                                                const void* data,
                                                int data_type,
                                                int64_t ncol_ptr,
                                                int64_t nelem,
                                                int64_t num_row,
                                                int predict_type,
                                                int num_iteration,
619
                                                const char* parameter,
620
621
                                                int64_t* out_len,
                                                double* out_result);
Guolin Ke's avatar
Guolin Ke committed
622
623
624

/*!
* \brief make prediction for an new data set
wxchan's avatar
wxchan committed
625
626
627
*        Note:  should pre-allocate memory for out_result,
*               for noraml and raw score: its length is equal to num_class * num_data
*               for leaf index, its length is equal to num_class * num_data * num_iteration
Guolin Ke's avatar
Guolin Ke committed
628
629
* \param handle handle
* \param data pointer to the data space
wxchan's avatar
wxchan committed
630
* \param data_type type of data pointer, can be C_API_DTYPE_FLOAT32 or C_API_DTYPE_FLOAT64
Guolin Ke's avatar
Guolin Ke committed
631
632
* \param nrow number of rows
* \param ncol number columns
Guolin Ke's avatar
Guolin Ke committed
633
* \param is_row_major 1 for row major, 0 for column major
Guolin Ke's avatar
Guolin Ke committed
634
* \param predict_type
wxchan's avatar
wxchan committed
635
636
637
638
*          C_API_PREDICT_NORMAL: normal prediction, with transform (if needed)
*          C_API_PREDICT_RAW_SCORE: raw score
*          C_API_PREDICT_LEAF_INDEX: leaf index
* \param num_iteration number of iteration for prediction, <= 0 means no limit
cbecker's avatar
cbecker committed
639
* \param early_stop_handle early stopping to use for prediction. If null, no early stopping is applied
wxchan's avatar
wxchan committed
640
* \param out_len len of output result
Guolin Ke's avatar
Guolin Ke committed
641
* \param out_result used to set a pointer to array, should allocate memory before call this function
wxchan's avatar
wxchan committed
642
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
643
*/
644
LIGHTGBM_C_EXPORT int LGBM_BoosterPredictForMat(BoosterHandle handle,
645
646
647
648
649
650
651
                                                const void* data,
                                                int data_type,
                                                int32_t nrow,
                                                int32_t ncol,
                                                int is_row_major,
                                                int predict_type,
                                                int num_iteration,
652
                                                const char* parameter,
653
654
                                                int64_t* out_len,
                                                double* out_result);
Guolin Ke's avatar
Guolin Ke committed
655
656
657
658

/*!
* \brief save model into file
* \param handle handle
wxchan's avatar
wxchan committed
659
* \param num_iteration, <= 0 means save all
Guolin Ke's avatar
Guolin Ke committed
660
* \param filename file name
wxchan's avatar
wxchan committed
661
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
662
*/
663
LIGHTGBM_C_EXPORT int LGBM_BoosterSaveModel(BoosterHandle handle,
664
665
                                            int num_iteration,
                                            const char* filename);
Guolin Ke's avatar
Guolin Ke committed
666

667
668
669
670
671
672
673
674
675
676
/*!
* \brief save model to string
* \param handle handle
* \param num_iteration, <= 0 means save all
* \param buffer_len string buffer length, if buffer_len < out_len, re-allocate buffer
* \param out_len actual output length
* \param out_str string of model, need to pre-allocate memory before call this
* \return 0 when succeed, -1 when failure happens
*/
LIGHTGBM_C_EXPORT int LGBM_BoosterSaveModelToString(BoosterHandle handle,
677
678
679
680
                                                    int num_iteration,
                                                    int buffer_len,
                                                    int* out_len,
                                                    char* out_str);
681

wxchan's avatar
wxchan committed
682
683
684
/*!
* \brief dump model to json
* \param handle handle
685
* \param num_iteration, <= 0 means save all
wxchan's avatar
wxchan committed
686
687
* \param buffer_len string buffer length, if buffer_len < out_len, re-allocate buffer
* \param out_len actual output length
Guolin Ke's avatar
typo  
Guolin Ke committed
688
* \param out_str json format string of model, need to pre-allocate memory before call this
wxchan's avatar
wxchan committed
689
690
* \return 0 when succeed, -1 when failure happens
*/
691
LIGHTGBM_C_EXPORT int LGBM_BoosterDumpModel(BoosterHandle handle,
692
693
694
695
                                            int num_iteration,
                                            int buffer_len,
                                            int* out_len,
                                            char* out_str);
696

Guolin Ke's avatar
Guolin Ke committed
697
/*!
Guolin Ke's avatar
Guolin Ke committed
698
* \brief Get leaf value
Guolin Ke's avatar
Guolin Ke committed
699
700
701
702
703
704
* \param handle handle
* \param tree_idx index of tree
* \param leaf_idx index of leaf
* \param out_val out result
* \return 0 when succeed, -1 when failure happens
*/
705
LIGHTGBM_C_EXPORT int LGBM_BoosterGetLeafValue(BoosterHandle handle,
706
707
708
                                               int tree_idx,
                                               int leaf_idx,
                                               double* out_val);
Guolin Ke's avatar
Guolin Ke committed
709
710
711
712
713
714
715
716
717

/*!
* \brief Set leaf value
* \param handle handle
* \param tree_idx index of tree
* \param leaf_idx index of leaf
* \param val leaf value
* \return 0 when succeed, -1 when failure happens
*/
718
LIGHTGBM_C_EXPORT int LGBM_BoosterSetLeafValue(BoosterHandle handle,
719
720
721
                                               int tree_idx,
                                               int leaf_idx,
                                               double val);
722

wxchan's avatar
wxchan committed
723
#if defined(_MSC_VER)
724
// exception handle and error msg
wxchan's avatar
wxchan committed
725
726
727
728
static char* LastErrorMsg() { static __declspec(thread) char err_msg[512] = "Everything is fine"; return err_msg; }
#else
static char* LastErrorMsg() { static thread_local char err_msg[512] = "Everything is fine"; return err_msg; }
#endif
729

730
#pragma warning(disable : 4996)
731
inline void LGBM_SetLastError(const char* msg) {
wxchan's avatar
wxchan committed
732
  std::strcpy(LastErrorMsg(), msg);
733
734
735
736
737
738
739
740
741
742
743
}

inline int LGBM_APIHandleException(const std::exception& ex) {
  LGBM_SetLastError(ex.what());
  return -1;
}
inline int LGBM_APIHandleException(const std::string& ex) {
  LGBM_SetLastError(ex.c_str());
  return -1;
}

744
#define API_BEGIN() try {
745
746
747
748
749

#define API_END() } \
catch(std::exception& ex) { return LGBM_APIHandleException(ex); } \
catch(std::string& ex) { return LGBM_APIHandleException(ex); } \
catch(...) { return LGBM_APIHandleException("unknown exception"); } \
wxchan's avatar
wxchan committed
750
return 0;
751

Guolin Ke's avatar
Guolin Ke committed
752
#endif // LIGHTGBM_C_API_H_