package owl

  1. Overview
  2. Docs
Legend:
Page
Library
Module
Module type
Parameter
Class
Class type
Source

Source file owl_cblas.ml

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
# 1 "src/owl/cblas/owl_cblas.ml"
(*
 * OWL - OCaml Scientific and Engineering Computing
 * Copyright (c) 2016-2017 Liang Wang <liang.wang@cl.cam.ac.uk>
 *)

open Bigarray

open Owl_cblas_basic


(** Type definition *)

type ('a, 'b) t = ('a, 'b, c_layout) Genarray.t

type side = Owl_cblas_basic.cblas_side

type uplo = Owl_cblas_basic.cblas_uplo


(** Helper functions *)

let _matrix_shape x =
  let s = Genarray.dims x in
  assert (Array.length s = 2);
  s.(0), s.(1)


let _flatten x =
  let d = Genarray.dims x in
  let n = Array.fold_right ( * ) d 1 in
  reshape x [|n|]


let _cblas_trans : type a b . (a, b) kind -> bool -> cblas_transpose
  = fun _kind trans ->
  if trans = true then
    match _kind with
    | Float32   -> CblasTrans
    | Float64   -> CblasTrans
    | Complex32 -> CblasConjTrans
    | Complex64 -> CblasConjTrans
    | _         -> failwith "owl_cblas._trans_typ: unsupported type"
  else
    CblasNoTrans


let _cblas_diag = function true -> CblasUnit | false -> CblasNonUnit


(** Level-1 BLAS: vector-vector operations *)



(** Level-2 BLAS: matrix-vector operations *)

let gemv ?(trans=false) ?(incx=1) ?(incy=1) ?alpha ?beta ~a ~x ~y =
  let m, n = _matrix_shape a in

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let trans = _cblas_trans _kind trans in
  let lda = n in

  let a = _flatten a |> array1_of_genarray in
  let x = _flatten x |> array1_of_genarray in
  let y = _flatten y |> array1_of_genarray in

  Owl_cblas_basic.gemv layout trans m n alpha a lda x incx beta y incy


let gbmv ?(trans=false) ?(incx=1) ?(incy=1) ?alpha ?beta ~kl ~ku ~a ~x ~y =
  let m, n = _matrix_shape a in
  assert (kl >= 0 && ku >= 0);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let trans = _cblas_trans _kind trans in
  let lda = n in

  let a = _flatten a |> array1_of_genarray in
  let x = _flatten x |> array1_of_genarray in
  let y = _flatten y |> array1_of_genarray in

  Owl_cblas_basic.gbmv layout trans m n kl ku alpha a lda x incx beta y incy


(** Level-3 BLAS: matrix-matrix operations *)

let gemm ?(transa=false) ?(transb=false) ?alpha ?beta ~a ~b ~c =
  let m, k = _matrix_shape a in
  let l, n = _matrix_shape b in
  let p, q = _matrix_shape c in

  let m, k = if transa then k, m else m, k in
  let l, n = if transb then n, l else l, n in
  assert (k = l && m > 0 && n > 0);
  assert (p = m && q = n);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let transa = _cblas_trans _kind transa in
  let transb = _cblas_trans _kind transb in
  let lda = match transa with CblasNoTrans -> k | _  -> m in
  let ldb = match transb with CblasNoTrans -> n | _  -> k in
  let ldc = n in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.gemm layout transa transb m n k alpha a lda b ldb beta c ldc


let symm ?(side=CblasRight) ?(uplo=CblasUpper) ?alpha ?beta ~a ~b ~c =
  let m, n, lda, ldb, ldc =
    let m, k = _matrix_shape a in
    let l, n = _matrix_shape b in
    let p, q = _matrix_shape c in
    let () = match side with
    | CblasLeft ->
      assert (k = l && m > 0 && n > 0);
      assert (p = m && q = n);
    | CblasRight ->
      assert (n = m && l > 0 && k > 0);
      assert (p = l && q = k);
    in
      p, q, k, n, q
  in
  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.symm layout side uplo m n alpha a lda b ldb beta c ldc


let syrk ?(uplo=CblasUpper) ?(trans=false) ?alpha ?beta ~a ~c =
  let n, k = _matrix_shape a in
  let p, q = _matrix_shape c in

  let n, k = if trans then k, n else n, k in
  assert (n > 0 && k > 0);
  assert (p = n && q = n);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let trans = _cblas_trans _kind trans in
  let lda = match trans with CblasNoTrans -> k | _  -> n in
  let ldc = n in

  let a = _flatten a |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.syrk layout uplo trans n k alpha a lda beta c ldc


let syr2k ?(uplo=CblasUpper) ?(trans=false) ?alpha ?beta ~a ~b ~c =
  let n, k = _matrix_shape a in
  let m, l = _matrix_shape b in
  let p, q = _matrix_shape c in

  let n, k = if trans then k, n else n, k in
  let m, l = if trans then l, m else n, l in
  assert (n > 0 && k > 0);
  assert (m = n && k = l);
  assert (p = n && q = n);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let trans = _cblas_trans _kind trans in
  let lda = match trans with CblasNoTrans -> k | _  -> n in
  let ldb = match trans with CblasNoTrans -> k | _  -> n in
  let ldc = n in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.syr2k layout uplo trans n k alpha a lda b ldb beta c ldc


let trmm ?(side=CblasRight) ?(uplo=CblasUpper) ?(transa=false) ?(diag=false) ?alpha ~a ~b =
  let p, q = _matrix_shape a in
  let m, n = _matrix_shape b in

  let p, q = if transa then q, p else p, q in
  assert (m > 0 && n > 0);
  assert (m = p && n = q);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let transa = _cblas_trans _kind transa in
  let diag = _cblas_diag diag in
  let lda = match side with CblasLeft -> m | _  -> n in
  let ldb = n in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in

  Owl_cblas_basic.trmm layout side uplo transa diag m n alpha a lda b ldb


let trsm ?(side=CblasRight) ?(uplo=CblasUpper) ?(transa=false) ?(diag=false) ?alpha ~a ~b =
  let p, q = _matrix_shape a in
  let m, n = _matrix_shape b in

  let p, q = if transa then q, p else p, q in
  assert (m > 0 && n > 0);
  assert (m = p && n = q);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let transa = _cblas_trans _kind transa in
  let diag = _cblas_diag diag in
  let lda = match side with CblasLeft -> m | _  -> n in
  let ldb = n in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in

  Owl_cblas_basic.trsm layout side uplo transa diag m n alpha a lda b ldb


let hemm ?(side=CblasRight) ?(uplo=CblasUpper) ?alpha ?beta ~a ~b ~c =
  (* TODO: check the shape of a *)
  let m, n = _matrix_shape b in
  let p, q = _matrix_shape c in
  assert (m > 0 && n > 0);
  assert (p = m && q = n);

  let _kind = Genarray.kind a in
  let alpha = match alpha with
    | Some alpha -> alpha
    | None       -> Owl_const.one _kind
  in
  let beta = match beta with
    | Some beta -> beta
    | None      -> Owl_const.zero _kind
  in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let lda = match side with CblasLeft -> m | CblasRight -> n in
  let ldb = n in
  let ldc = n in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.hemm layout side uplo m n alpha a lda b ldb beta c ldc


let herk ?(uplo=CblasUpper) ?(trans=false) ?alpha ?beta ~a ~c =
  let n, k = _matrix_shape a in
  let p, q = _matrix_shape c in

  let n, k = if trans then k, n else n, k in
  assert (n > 0 && k > 0);
  assert (p = n && q = n);

  let _kind = Genarray.kind a in
  let alpha = match alpha with Some alpha -> alpha | None -> 1. in
  let beta = match beta with Some beta -> beta | None -> 0. in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let trans = _cblas_trans _kind trans in
  let lda = match trans with CblasNoTrans -> k | _  -> n in
  let ldc = n in

  let a = _flatten a |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.herk layout uplo trans n k alpha a lda beta c ldc


let her2k ?(uplo=CblasUpper) ?(trans=false) ?alpha ?beta ~a ~b ~c =
  let n, k = _matrix_shape a in
  let l, m = _matrix_shape b in
  let p, q = _matrix_shape c in

  let n, k = if trans then k, n else n, k in
  let l, m = if trans then m, l else l, m in
  assert (n > 0 && k > 0);
  assert (n = l && k = m);
  assert (p = n && q = n);

  let _kind = Genarray.kind a in
  let alpha = match alpha with Some alpha -> alpha | None -> Complex.one in
  let beta = match beta with Some beta -> beta | None -> 0. in
  let layout = Owl_cblas_basic.CblasRowMajor in
  let trans = _cblas_trans _kind trans in
  let lda = match trans with CblasNoTrans -> k | _  -> n in
  let ldb = match trans with CblasNoTrans -> k | _  -> n in
  let ldc = n in

  let a = _flatten a |> array1_of_genarray in
  let b = _flatten b |> array1_of_genarray in
  let c = _flatten c |> array1_of_genarray in

  Owl_cblas_basic.her2k layout uplo trans n k alpha a lda b ldb beta c ldc
OCaml

Innovation. Community. Security.