c_api.h 20.5 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
*/

Guolin Ke's avatar
Guolin Ke committed
17
18
19
20
21
22
23
24
25
26
27
28
#ifdef __cplusplus
#define DLL_EXTERN_C extern "C"
#else
#define DLL_EXTERN_C
#endif

#ifdef _MSC_VER
#define DllExport DLL_EXTERN_C __declspec(dllexport)
#else
#define DllExport DLL_EXTERN_C
#endif

Guolin Ke's avatar
typo  
Guolin Ke committed
29
typedef void* DatasetHandle;
Guolin Ke's avatar
Guolin Ke committed
30
31
typedef void* BoosterHandle;

Guolin Ke's avatar
Guolin Ke committed
32
33
34
35
36
37
38
39
#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)
40

Guolin Ke's avatar
Guolin Ke committed
41
42
/*!
* \brief get string message of the last error
wxchan's avatar
wxchan committed
43
*  all function in this file will return 0 when succeed
Guolin Ke's avatar
Guolin Ke committed
44
45
46
47
48
49
*  and -1 when an error occured,
* \return const char* error inforomation
*/
DllExport const char* LGBM_GetLastError();


Guolin Ke's avatar
Guolin Ke committed
50
// --- start Dataset interface
Guolin Ke's avatar
Guolin Ke committed
51
52
53
54

/*!
* \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
55
* \param parameters additional parameters
Guolin Ke's avatar
Guolin Ke committed
56
57
* \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
58
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
59
*/
wxchan's avatar
wxchan committed
60
DllExport int LGBM_DatasetCreateFromFile(const char* filename,
Guolin Ke's avatar
Guolin Ke committed
61
  const char* parameters,
62
  const DatasetHandle reference,
Guolin Ke's avatar
typo  
Guolin Ke committed
63
  DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
64
65
66
67

/*!
* \brief create a dataset from CSR format
* \param indptr pointer to row headers
wxchan's avatar
wxchan committed
68
* \param indptr_type type of indptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
Guolin Ke's avatar
Guolin Ke committed
69
70
* \param indices findex
* \param data fvalue
wxchan's avatar
wxchan committed
71
* \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
72
* \param nindptr number of rows in the matrix + 1
Guolin Ke's avatar
Guolin Ke committed
73
* \param nelem number of nonzero elements in the matrix
wxchan's avatar
wxchan committed
74
* \param num_col number of columns
Guolin Ke's avatar
Guolin Ke committed
75
* \param parameters additional parameters
Guolin Ke's avatar
Guolin Ke committed
76
77
* \param reference used to align bin mapper with other dataset, nullptr means don't used
* \param out created dataset
wxchan's avatar
wxchan committed
78
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
79
*/
wxchan's avatar
wxchan committed
80
DllExport int LGBM_DatasetCreateFromCSR(const void* indptr,
81
  int indptr_type,
Guolin Ke's avatar
Guolin Ke committed
82
  const int32_t* indices,
83
  const void* data,
84
85
86
87
  int data_type,
  int64_t nindptr,
  int64_t nelem,
  int64_t num_col,
Guolin Ke's avatar
Guolin Ke committed
88
  const char* parameters,
89
  const DatasetHandle reference,
Guolin Ke's avatar
typo  
Guolin Ke committed
90
  DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
91
92
93
94

/*!
* \brief create a dataset from CSC format
* \param col_ptr pointer to col headers
wxchan's avatar
wxchan committed
95
* \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
96
97
* \param indices findex
* \param data fvalue
wxchan's avatar
wxchan committed
98
99
* \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
100
* \param nelem number of nonzero elements in the matrix
wxchan's avatar
wxchan committed
101
* \param num_row number of rows
Guolin Ke's avatar
Guolin Ke committed
102
103
104
* \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
105
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
106
*/
wxchan's avatar
wxchan committed
107
DllExport int LGBM_DatasetCreateFromCSC(const void* col_ptr,
108
  int col_ptr_type,
Guolin Ke's avatar
Guolin Ke committed
109
110
  const int32_t* indices,
  const void* data,
111
112
113
114
  int data_type,
  int64_t ncol_ptr,
  int64_t nelem,
  int64_t num_row,
Guolin Ke's avatar
Guolin Ke committed
115
  const char* parameters,
116
  const DatasetHandle reference,
Guolin Ke's avatar
typo  
Guolin Ke committed
117
  DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
118
119
120
121

/*!
* \brief create dataset from dense matrix
* \param data pointer to the data space
wxchan's avatar
wxchan committed
122
* \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
123
124
* \param nrow number of rows
* \param ncol number columns
125
* \param is_row_major 1 for row major, 0 for column major
Guolin Ke's avatar
Guolin Ke committed
126
* \param parameters additional parameters
Guolin Ke's avatar
Guolin Ke committed
127
128
* \param reference used to align bin mapper with other dataset, nullptr means don't used
* \param out created dataset
wxchan's avatar
wxchan committed
129
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
130
*/
wxchan's avatar
wxchan committed
131
DllExport int LGBM_DatasetCreateFromMat(const void* data,
132
  int data_type,
Guolin Ke's avatar
Guolin Ke committed
133
134
  int32_t nrow,
  int32_t ncol,
135
  int is_row_major,
Guolin Ke's avatar
Guolin Ke committed
136
  const char* parameters,
137
  const DatasetHandle reference,
Guolin Ke's avatar
typo  
Guolin Ke committed
138
  DatasetHandle* out);
Guolin Ke's avatar
Guolin Ke committed
139

wxchan's avatar
wxchan committed
140
141
142
143
144
145
146
147
148
149
/*!
* \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
*/
DllExport int LGBM_DatasetGetSubset(
150
  const DatasetHandle handle,
wxchan's avatar
wxchan committed
151
152
153
  const int32_t* used_row_indices,
  int32_t num_used_row_indices,
  const char* parameters,
Guolin Ke's avatar
typo  
Guolin Ke committed
154
  DatasetHandle* out);
wxchan's avatar
wxchan committed
155

Guolin Ke's avatar
Guolin Ke committed
156
157
158
159
160
161
162
163
/*!
* \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
*/
DllExport int LGBM_DatasetSetFeatureNames(
Guolin Ke's avatar
typo  
Guolin Ke committed
164
  DatasetHandle handle,
Guolin Ke's avatar
Guolin Ke committed
165
166
167
  const char** feature_names,
  int64_t num_feature_names);

168
169
170
171
172
173
174
175
176
177
178
179
180
181

/*!
* \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
*/
DllExport int LGBM_DatasetGetFeatureNames(
  DatasetHandle handle,
  char** feature_names,
  int64_t* num_feature_names);


Guolin Ke's avatar
Guolin Ke committed
182
183
/*!
* \brief free space for dataset
wxchan's avatar
wxchan committed
184
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
185
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
186
DllExport int LGBM_DatasetFree(DatasetHandle handle);
Guolin Ke's avatar
Guolin Ke committed
187
188
189
190
191

/*!
* \brief save dateset to binary file
* \param handle a instance of dataset
* \param filename file name
wxchan's avatar
wxchan committed
192
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
193
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
194
DllExport int LGBM_DatasetSaveBinary(DatasetHandle handle,
Guolin Ke's avatar
Guolin Ke committed
195
196
197
198
  const char* filename);

/*!
* \brief set vector to a content in info
wxchan's avatar
wxchan committed
199
200
*        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
201
* \param handle a instance of dataset
wxchan's avatar
wxchan committed
202
* \param field_name field name, can be label, weight, group, group_id
203
* \param field_data pointer to vector
Guolin Ke's avatar
Guolin Ke committed
204
* \param num_element number of element in field_data
wxchan's avatar
wxchan committed
205
206
* \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
207
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
208
DllExport int LGBM_DatasetSetField(DatasetHandle handle,
Guolin Ke's avatar
Guolin Ke committed
209
210
  const char* field_name,
  const void* field_data,
211
  int64_t num_element,
Guolin Ke's avatar
Guolin Ke committed
212
213
214
  int type);

/*!
215
* \brief get info vector from dataset
Guolin Ke's avatar
Guolin Ke committed
216
217
218
219
* \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
220
221
* \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
222
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
223
DllExport int LGBM_DatasetGetField(DatasetHandle handle,
Guolin Ke's avatar
Guolin Ke committed
224
  const char* field_name,
225
  int64_t* out_len,
Guolin Ke's avatar
Guolin Ke committed
226
227
228
229
230
231
232
  const void** out_ptr,
  int* out_type);

/*!
* \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
233
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
234
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
235
DllExport int LGBM_DatasetGetNumData(DatasetHandle handle,
236
  int64_t* out);
Guolin Ke's avatar
Guolin Ke committed
237
238
239
240
241

/*!
* \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
242
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
243
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
244
DllExport int LGBM_DatasetGetNumFeature(DatasetHandle handle,
245
  int64_t* out);
Guolin Ke's avatar
Guolin Ke committed
246
247
248
249
250

// --- start Booster interfaces

/*!
* \brief create an new boosting learner
Guolin Ke's avatar
Guolin Ke committed
251
* \param train_data training data set
Guolin Ke's avatar
Guolin Ke committed
252
253
* \param parameters format: 'key1=value1 key2=value2'
* \prama out handle of created Booster
wxchan's avatar
wxchan committed
254
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
255
*/
Guolin Ke's avatar
typo  
Guolin Ke committed
256
DllExport int LGBM_BoosterCreate(const DatasetHandle train_data,
Guolin Ke's avatar
Guolin Ke committed
257
258
259
260
  const char* parameters,
  BoosterHandle* out);

/*!
Guolin Ke's avatar
Guolin Ke committed
261
* \brief load an existing boosting from model file
Guolin Ke's avatar
Guolin Ke committed
262
* \param filename filename of model
wxchan's avatar
wxchan committed
263
* \param out_num_iterations number of iterations of this booster
Guolin Ke's avatar
Guolin Ke committed
264
* \param out handle of created Booster
wxchan's avatar
wxchan committed
265
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
266
*/
wxchan's avatar
wxchan committed
267
DllExport int LGBM_BoosterCreateFromModelfile(
Guolin Ke's avatar
Guolin Ke committed
268
  const char* filename,
wxchan's avatar
wxchan committed
269
  int64_t* out_num_iterations,
Guolin Ke's avatar
Guolin Ke committed
270
271
  BoosterHandle* out);

wxchan's avatar
wxchan committed
272

Guolin Ke's avatar
Guolin Ke committed
273
274
275
/*!
* \brief free obj in handle
* \param handle handle to be freed
wxchan's avatar
wxchan committed
276
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
277
278
279
*/
DllExport int LGBM_BoosterFree(BoosterHandle handle);

wxchan's avatar
wxchan committed
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
/*!
* \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
*/
DllExport int LGBM_BoosterMerge(BoosterHandle handle,
  BoosterHandle other_handle);

/*!
* \brief Add new validation to booster
* \param handle handle
* \param valid_data validation data set
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterAddValidData(BoosterHandle handle,
Guolin Ke's avatar
typo  
Guolin Ke committed
296
  const DatasetHandle valid_data);
wxchan's avatar
wxchan committed
297
298
299
300
301
302
303
304

/*!
* \brief Reset training data for booster
* \param handle handle
* \param train_data training data set
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterResetTrainingData(BoosterHandle handle,
Guolin Ke's avatar
typo  
Guolin Ke committed
305
  const DatasetHandle train_data);
wxchan's avatar
wxchan committed
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322

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

/*!
* \brief Get number of class 
* \param handle handle
* \param out_len number of class
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterGetNumClasses(BoosterHandle handle, int64_t* out_len);

Guolin Ke's avatar
Guolin Ke committed
323
324
325
/*!
* \brief update the model in one round
* \param handle handle
Guolin Ke's avatar
Guolin Ke committed
326
* \param is_finished 1 means finised(cannot split any more)
wxchan's avatar
wxchan committed
327
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
328
329
330
331
332
333
334
335
336
*/
DllExport int LGBM_BoosterUpdateOneIter(BoosterHandle handle, int* is_finished);

/*!
* \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
337
* \param is_finished 1 means finised(cannot split any more)
wxchan's avatar
wxchan committed
338
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
339
340
*/
DllExport int LGBM_BoosterUpdateOneIterCustom(BoosterHandle handle,
341
342
  const float* grad,
  const float* hess,
Guolin Ke's avatar
Guolin Ke committed
343
344
345
  int* is_finished);

/*!
wxchan's avatar
wxchan committed
346
* \brief Rollback one iteration
Guolin Ke's avatar
Guolin Ke committed
347
* \param handle handle
wxchan's avatar
wxchan committed
348
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
349
*/
wxchan's avatar
wxchan committed
350
351
352
353
354
355
356
357
DllExport int LGBM_BoosterRollbackOneIter(BoosterHandle handle);

/*!
* \brief Get iteration of current boosting rounds
* \param out_iteration iteration of boosting rounds
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterGetCurrentIteration(BoosterHandle handle, int64_t* out_iteration);
Guolin Ke's avatar
Guolin Ke committed
358

Guolin Ke's avatar
Guolin Ke committed
359
/*!
wxchan's avatar
wxchan committed
360
361
362
363
364
365
366
367
368
* \brief Get number of eval 
* \param out_len total number of eval results
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterGetEvalCounts(BoosterHandle handle, int64_t* out_len);

/*!
* \brief Get Name of eval
* \param out_len total number of eval results
Guolin Ke's avatar
typo  
Guolin Ke committed
369
* \param out_strs names of eval result, need to pre-allocate memory before call this
wxchan's avatar
wxchan committed
370
371
372
373
374
375
376
377
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterGetEvalNames(BoosterHandle handle, int64_t* out_len, char** out_strs);

/*!
* \brief get evaluation for training data and validation data
         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
378
* \param handle handle
wxchan's avatar
wxchan committed
379
* \param data_idx 0:training data, 1: 1st valid data, 2:2nd valid data ...
Guolin Ke's avatar
Guolin Ke committed
380
* \param out_len len of output result
wxchan's avatar
wxchan committed
381
382
* \param out_result float arrary contains result
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
383
*/
wxchan's avatar
wxchan committed
384
385
DllExport int LGBM_BoosterGetEval(BoosterHandle handle,
  int data_idx,
386
  int64_t* out_len,
Guolin Ke's avatar
Guolin Ke committed
387
388
389
390
391
392
393
394
395
396
397
398
399
400
  double* out_results);

/*!
* \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
*/
DllExport int LGBM_BoosterGetNumPredict(BoosterHandle handle,
  int data_idx,
  int64_t* out_len);
Guolin Ke's avatar
Guolin Ke committed
401

Guolin Ke's avatar
Guolin Ke committed
402
/*!
Guolin Ke's avatar
Guolin Ke committed
403
* \brief Get prediction for training data and validation data
wxchan's avatar
wxchan committed
404
405
         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
406
* \param handle handle
wxchan's avatar
wxchan committed
407
* \param data_idx 0:training data, 1: 1st valid data, 2:2nd valid data ...
Guolin Ke's avatar
Guolin Ke committed
408
* \param out_len len of output result
Guolin Ke's avatar
Guolin Ke committed
409
* \param out_result used to set a pointer to array, should allocate memory before call this function
wxchan's avatar
wxchan committed
410
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
411
*/
Guolin Ke's avatar
Guolin Ke committed
412
DllExport int LGBM_BoosterGetPredict(BoosterHandle handle,
wxchan's avatar
wxchan committed
413
  int data_idx,
414
  int64_t* out_len,
Guolin Ke's avatar
Guolin Ke committed
415
  double* out_result);
Guolin Ke's avatar
Guolin Ke committed
416

417
418
419
420
/*!
* \brief make prediction for file
* \param handle handle
* \param data_filename filename of data file
wxchan's avatar
wxchan committed
421
422
423
424
425
426
* \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
427
* \param result_filename filename of result file
wxchan's avatar
wxchan committed
428
* \return 0 when succeed, -1 when failure happens
429
430
431
*/
DllExport int LGBM_BoosterPredictForFile(BoosterHandle handle,
  const char* data_filename,
wxchan's avatar
wxchan committed
432
433
434
  int data_has_header,
  int predict_type,
  int64_t num_iteration,
435
436
  const char* result_filename);

Guolin Ke's avatar
Guolin Ke committed
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
/*!
* \brief Get number of prediction
* \param handle handle
* \param num_row 
* \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
* \param out_len lenght of prediction
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterCalcNumPredict(BoosterHandle handle,
  int64_t num_row,
  int predict_type,
  int64_t num_iteration,
  int64_t* out_len);

Guolin Ke's avatar
Guolin Ke committed
455
456
/*!
* \brief make prediction for an new data set
wxchan's avatar
wxchan committed
457
458
459
*        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
460
461
* \param handle handle
* \param indptr pointer to row headers
wxchan's avatar
wxchan committed
462
* \param indptr_type type of indptr, can be C_API_DTYPE_INT32 or C_API_DTYPE_INT64
Guolin Ke's avatar
Guolin Ke committed
463
464
* \param indices findex
* \param data fvalue
wxchan's avatar
wxchan committed
465
* \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
466
* \param nindptr number of rows in the matrix + 1
Guolin Ke's avatar
Guolin Ke committed
467
468
469
* \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
470
471
472
473
474
*          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
* \param out_len len of output result
Guolin Ke's avatar
Guolin Ke committed
475
* \param out_result used to set a pointer to array, should allocate memory before call this function
wxchan's avatar
wxchan committed
476
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
477
478
*/
DllExport int LGBM_BoosterPredictForCSR(BoosterHandle handle,
479
480
  const void* indptr,
  int indptr_type,
Guolin Ke's avatar
Guolin Ke committed
481
  const int32_t* indices,
482
  const void* data,
483
484
485
486
  int data_type,
  int64_t nindptr,
  int64_t nelem,
  int64_t num_col,
Guolin Ke's avatar
Guolin Ke committed
487
  int predict_type,
wxchan's avatar
wxchan committed
488
489
  int64_t num_iteration,
  int64_t* out_len,
Guolin Ke's avatar
Guolin Ke committed
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
527
  double* out_result);

/*!
* \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
* \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
*/
DllExport int LGBM_BoosterPredictForCSC(BoosterHandle handle,
  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,
  int64_t num_iteration,
  int64_t* out_len,
  double* out_result);
Guolin Ke's avatar
Guolin Ke committed
528
529
530

/*!
* \brief make prediction for an new data set
wxchan's avatar
wxchan committed
531
532
533
*        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
534
535
* \param handle handle
* \param data pointer to the data space
wxchan's avatar
wxchan committed
536
* \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
537
538
* \param nrow number of rows
* \param ncol number columns
Guolin Ke's avatar
Guolin Ke committed
539
* \param is_row_major 1 for row major, 0 for column major
Guolin Ke's avatar
Guolin Ke committed
540
* \param predict_type
wxchan's avatar
wxchan committed
541
542
543
544
545
*          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
* \param out_len len of output result
Guolin Ke's avatar
Guolin Ke committed
546
* \param out_result used to set a pointer to array, should allocate memory before call this function
wxchan's avatar
wxchan committed
547
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
548
549
*/
DllExport int LGBM_BoosterPredictForMat(BoosterHandle handle,
550
  const void* data,
551
  int data_type,
Guolin Ke's avatar
Guolin Ke committed
552
553
  int32_t nrow,
  int32_t ncol,
Guolin Ke's avatar
Guolin Ke committed
554
  int is_row_major,
Guolin Ke's avatar
Guolin Ke committed
555
  int predict_type,
wxchan's avatar
wxchan committed
556
557
  int64_t num_iteration,
  int64_t* out_len,
Guolin Ke's avatar
Guolin Ke committed
558
  double* out_result);
Guolin Ke's avatar
Guolin Ke committed
559
560
561
562

/*!
* \brief save model into file
* \param handle handle
wxchan's avatar
wxchan committed
563
* \param num_iteration, <= 0 means save all
Guolin Ke's avatar
Guolin Ke committed
564
* \param filename file name
wxchan's avatar
wxchan committed
565
* \return 0 when succeed, -1 when failure happens
Guolin Ke's avatar
Guolin Ke committed
566
567
*/
DllExport int LGBM_BoosterSaveModel(BoosterHandle handle,
wxchan's avatar
wxchan committed
568
  int num_iteration,
Guolin Ke's avatar
Guolin Ke committed
569
570
  const char* filename);

wxchan's avatar
wxchan committed
571
572
573
/*!
* \brief dump model to json
* \param handle handle
574
* \param num_iteration, <= 0 means save all
wxchan's avatar
wxchan committed
575
576
* \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
577
* \param out_str json format string of model, need to pre-allocate memory before call this
wxchan's avatar
wxchan committed
578
579
580
* \return 0 when succeed, -1 when failure happens
*/
DllExport int LGBM_BoosterDumpModel(BoosterHandle handle,
581
  int num_iteration,
wxchan's avatar
wxchan committed
582
583
  int buffer_len,
  int64_t* out_len,
Guolin Ke's avatar
Guolin Ke committed
584
  char* out_str);
585

Guolin Ke's avatar
Guolin Ke committed
586
587
588
589
590
591
592
593
594
595
596
/*!
* \brief Get leaf value 
* \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
*/
DllExport int LGBM_BoosterGetLeafValue(BoosterHandle handle,
  int tree_idx,
  int leaf_idx,
Guolin Ke's avatar
Guolin Ke committed
597
  double* out_val);
Guolin Ke's avatar
Guolin Ke committed
598
599
600
601
602
603
604
605
606
607
608
609

/*!
* \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
*/
DllExport int LGBM_BoosterSetLeafValue(BoosterHandle handle,
  int tree_idx,
  int leaf_idx,
Guolin Ke's avatar
Guolin Ke committed
610
  double val);
611

wxchan's avatar
wxchan committed
612
#if defined(_MSC_VER)
613
// exception handle and error msg
wxchan's avatar
wxchan committed
614
615
616
617
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
618
619

inline void LGBM_SetLastError(const char* msg) {
wxchan's avatar
wxchan committed
620
  std::strcpy(LastErrorMsg(), msg);
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
}

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;
}

#define API_BEGIN() try {

#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
638
return 0;
639

Guolin Ke's avatar
Guolin Ke committed
640
#endif // LIGHTGBM_C_API_H_