Source file bigarray_ext.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
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
include Stdlib.Bigarray
type bfloat16_elt = Bfloat16_elt
type bool_elt = Bool_elt
type int4_signed_elt = Int4_signed_elt
type int4_unsigned_elt = Int4_unsigned_elt
type float8_e4m3_elt = Float8_e4m3_elt
type float8_e5m2_elt = Float8_e5m2_elt
type complex16_elt = Complex16_elt
type qint8_elt = Qint8_elt
type quint8_elt = Quint8_elt
type ('a, 'b) kind =
| Float32 : (float, float32_elt) kind
| Float64 : (float, float64_elt) kind
| Int8_signed : (int, int8_signed_elt) kind
| Int8_unsigned : (int, int8_unsigned_elt) kind
| Int16_signed : (int, int16_signed_elt) kind
| Int16_unsigned : (int, int16_unsigned_elt) kind
| Int32 : (int32, int32_elt) kind
| Int64 : (int64, int64_elt) kind
| Int : (int, int_elt) kind
| Nativeint : (nativeint, nativeint_elt) kind
| Complex32 : (Complex.t, complex32_elt) kind
| Complex64 : (Complex.t, complex64_elt) kind
| Char : (char, int8_unsigned_elt) kind
| Float16 : (float, float16_elt) kind
| Bfloat16 : (float, bfloat16_elt) kind
| Bool : (bool, bool_elt) kind
| Int4_signed : (int, int4_signed_elt) kind
| Int4_unsigned : (int, int4_unsigned_elt) kind
| Float8_e4m3 : (float, float8_e4m3_elt) kind
| Float8_e5m2 : (float, float8_e5m2_elt) kind
| Complex16 : (Complex.t, complex16_elt) kind
| Qint8 : (int, qint8_elt) kind
| Quint8 : (int, quint8_elt) kind
let float32 = Float32
let float64 = Float64
let int8_signed = Int8_signed
let int8_unsigned = Int8_unsigned
let int16_signed = Int16_signed
let int16_unsigned = Int16_unsigned
let int32 = Int32
let int64 = Int64
let int = Int
let nativeint = Nativeint
let complex32 = Complex32
let complex64 = Complex64
let char = Char
let float16 = Float16
let bfloat16 = Bfloat16
let bool = Bool
let int4_signed = Int4_signed
let int4_unsigned = Int4_unsigned
let float8_e4m3 = Float8_e4m3
let float8_e5m2 = Float8_e5m2
let complex16 = Complex16
let qint8 = Qint8
let quint8 = Quint8
let kind_size_in_bytes : type a b. (a, b) kind -> int = function
| Float16 -> 2
| Float32 -> 4
| Float64 -> 8
| Int8_signed -> 1
| Int8_unsigned -> 1
| Int16_signed -> 2
| Int16_unsigned -> 2
| Int32 -> 4
| Int64 -> 8
| Int -> Sys.word_size / 8
| Nativeint -> Sys.word_size / 8
| Complex32 -> 8
| Complex64 -> 16
| Char -> 1
| Bfloat16 -> 2
| Bool -> 1
| Int4_signed -> 1
| Int4_unsigned -> 1
| Float8_e4m3 -> 1
| Float8_e5m2 -> 1
| Complex16 -> 4
| Qint8 -> 1
| Quint8 -> 1
let to_stdlib_kind : type a b. (a, b) kind -> (a, b) Stdlib.Bigarray.kind option
= function
| Float32 -> Some Stdlib.Bigarray.Float32
| Float64 -> Some Stdlib.Bigarray.Float64
| Int8_signed -> Some Stdlib.Bigarray.Int8_signed
| Int8_unsigned -> Some Stdlib.Bigarray.Int8_unsigned
| Int16_signed -> Some Stdlib.Bigarray.Int16_signed
| Int16_unsigned -> Some Stdlib.Bigarray.Int16_unsigned
| Int32 -> Some Stdlib.Bigarray.Int32
| Int64 -> Some Stdlib.Bigarray.Int64
| Int -> Some Stdlib.Bigarray.Int
| Nativeint -> Some Stdlib.Bigarray.Nativeint
| Complex32 -> Some Stdlib.Bigarray.Complex32
| Complex64 -> Some Stdlib.Bigarray.Complex64
| Char -> Some Stdlib.Bigarray.Char
| Float16 -> Some Stdlib.Bigarray.Float16
| Bfloat16 -> None
| Bool -> None
| Int4_signed -> None
| Int4_unsigned -> None
| Float8_e4m3 -> None
| Float8_e5m2 -> None
| Complex16 -> None
| Qint8 -> None
| Quint8 -> None
external create_bfloat16_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t
= "caml_nx_ba_create_bfloat16"
external create_bool_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t = "caml_nx_ba_create_bool"
external create_int4_signed_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t
= "caml_nx_ba_create_int4_signed"
external create_int4_unsigned_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t
= "caml_nx_ba_create_int4_unsigned"
external create_float8_e4m3_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t
= "caml_nx_ba_create_float8_e4m3"
external create_float8_e5m2_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t
= "caml_nx_ba_create_float8_e5m2"
external create_complex16_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t
= "caml_nx_ba_create_complex16"
external create_qint8_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t = "caml_nx_ba_create_qint8"
external create_quint8_genarray :
'c layout -> int array -> ('a, 'b, 'c) Genarray.t = "caml_nx_ba_create_quint8"
external nx_ba_get_generic : ('a, 'b, 'c) Genarray.t -> int array -> 'a
= "caml_nx_ba_get_generic"
external nx_ba_set_generic : ('a, 'b, 'c) Genarray.t -> int array -> 'a -> unit
= "caml_nx_ba_set_generic"
external nx_ba_kind : ('a, 'b, 'c) Genarray.t -> ('a, 'b) kind
= "caml_nx_ba_kind"
module Genarray = struct
include Stdlib.Bigarray.Genarray
let create : type a b c. (a, b) kind -> c layout -> int array -> (a, b, c) t =
fun kind layout dims ->
match kind with
| Bfloat16 -> create_bfloat16_genarray layout dims
| Bool -> create_bool_genarray layout dims
| Int4_signed -> create_int4_signed_genarray layout dims
| Int4_unsigned -> create_int4_unsigned_genarray layout dims
| Float8_e4m3 -> create_float8_e4m3_genarray layout dims
| Float8_e5m2 -> create_float8_e5m2_genarray layout dims
| Complex16 -> create_complex16_genarray layout dims
| Qint8 -> create_qint8_genarray layout dims
| Quint8 -> create_quint8_genarray layout dims
| _ -> (
match to_stdlib_kind kind with
| Some k -> Stdlib.Bigarray.Genarray.create k layout dims
| None -> failwith "Internal error: unhandled kind")
let kind : type a b c. (a, b, c) t -> (a, b) kind = nx_ba_kind
let get arr idx = nx_ba_get_generic arr idx
let set arr idx value = nx_ba_set_generic arr idx value
let init (type t) kind (layout : t layout) dims f =
let arr = create kind layout dims in
let dlen = Array.length dims in
match layout with
| C_layout ->
let rec cloop arr idx f col max =
if col = Array.length idx then set arr idx (f idx)
else
for j = 0 to pred max.(col) do
idx.(col) <- j;
cloop arr idx f (succ col) max
done
in
cloop arr (Array.make dlen 0) f 0 dims;
arr
| Fortran_layout ->
let rec floop arr idx f col max =
if col < 0 then set arr idx (f idx)
else
for j = 1 to max.(col) do
idx.(col) <- j;
floop arr idx f (pred col) max
done
in
floop arr (Array.make dlen 1) f (pred dlen) dims;
arr
let size_in_bytes arr =
Stdlib.Bigarray.Genarray.size_in_bytes arr
external nx_ba_blit_genarray : ('a, 'b, 'c) t -> ('a, 'b, 'c) t -> unit
= "caml_nx_ba_blit"
let blit = nx_ba_blit_genarray
external nx_ba_fill : ('a, 'b, 'c) t -> 'a -> unit = "caml_nx_ba_fill"
let fill = nx_ba_fill
end
module Array0 = struct
include Stdlib.Bigarray.Array0
let create : type a b c. (a, b) kind -> c layout -> (a, b, c) t =
fun kind layout -> array0_of_genarray (Genarray.create kind layout [||])
let get arr = Genarray.get (genarray_of_array0 arr) [||]
let set arr v = Genarray.set (genarray_of_array0 arr) [||] v
let init kind layout f =
let a = create kind layout in
Genarray.set (genarray_of_array0 a) [||] (f ());
a
let of_value = init
end
module Array1 = struct
include Stdlib.Bigarray.Array1
let create : type a b c. (a, b) kind -> c layout -> int -> (a, b, c) t =
fun kind layout dim ->
array1_of_genarray (Genarray.create kind layout [| dim |])
let kind : type a b c. (a, b, c) t -> (a, b) kind =
fun arr -> Genarray.kind (genarray_of_array1 arr)
let get arr i = Genarray.get (genarray_of_array1 arr) [| i |]
let set arr i v = Genarray.set (genarray_of_array1 arr) [| i |] v
let unsafe_get arr i = get arr i
let unsafe_set arr i v = set arr i v
external nx_ba_blit : ('a, 'b, 'c) t -> ('a, 'b, 'c) t -> unit
= "caml_nx_ba_blit"
let blit = nx_ba_blit
external nx_ba_fill : ('a, 'b, 'c) t -> 'a -> unit = "caml_nx_ba_fill"
let fill = nx_ba_fill
let init (type t) kind (layout : t layout) dim f =
let arr = create kind layout dim in
match layout with
| C_layout ->
for i = 0 to pred dim do
unsafe_set arr i (f i)
done;
arr
| Fortran_layout ->
for i = 1 to dim do
unsafe_set arr i (f i)
done;
arr
let of_array (type t) kind (layout : t layout) data =
let ba = create kind layout (Array.length data) in
let ofs = match layout with C_layout -> 0 | Fortran_layout -> 1 in
for i = 0 to Array.length data - 1 do
unsafe_set ba (i + ofs) data.(i)
done;
ba
end
module Array2 = struct
include Stdlib.Bigarray.Array2
let create : type a b c. (a, b) kind -> c layout -> int -> int -> (a, b, c) t
=
fun kind layout dim1 dim2 ->
array2_of_genarray (Genarray.create kind layout [| dim1; dim2 |])
let kind : type a b c. (a, b, c) t -> (a, b) kind =
fun arr -> Genarray.kind (genarray_of_array2 arr)
let get arr i j = Genarray.get (genarray_of_array2 arr) [| i; j |]
let set arr i j v = Genarray.set (genarray_of_array2 arr) [| i; j |] v
rsions just call the safe versions for extended types *)
let unsafe_get arr i j = get arr i j
let unsafe_set arr i j v = set arr i j v
external nx_ba_blit : ('a, 'b, 'c) t -> ('a, 'b, 'c) t -> unit
= "caml_nx_ba_blit"
let blit = nx_ba_blit
external nx_ba_fill : ('a, 'b, 'c) t -> 'a -> unit = "caml_nx_ba_fill"
let fill = nx_ba_fill
let init (type t) kind (layout : t layout) dim1 dim2 f =
let arr = create kind layout dim1 dim2 in
match layout with
| C_layout ->
for i = 0 to pred dim1 do
for j = 0 to pred dim2 do
unsafe_set arr i j (f i j)
done
done;
arr
| Fortran_layout ->
for j = 1 to dim2 do
for i = 1 to dim1 do
unsafe_set arr i j (f i j)
done
done;
arr
let of_array (type t) kind (layout : t layout) data =
let dim1 = Array.length data in
let dim2 = if dim1 = 0 then 0 else Array.length data.(0) in
let ba = create kind layout dim1 dim2 in
let ofs = match layout with C_layout -> 0 | Fortran_layout -> 1 in
for i = 0 to dim1 - 1 do
let row = data.(i) in
if Array.length row <> dim2 then
invalid_arg "Bigarray_ext.Array2.of_array: non-rectangular data";
for j = 0 to dim2 - 1 do
unsafe_set ba (i + ofs) (j + ofs) row.(j)
done
done;
ba
end
module Array3 = struct
include Stdlib.Bigarray.Array3
let create : type a b c.
(a, b) kind -> c layout -> int -> int -> int -> (a, b, c) t =
fun kind layout dim1 dim2 dim3 ->
array3_of_genarray (Genarray.create kind layout [| dim1; dim2; dim3 |])
let kind : type a b c. (a, b, c) t -> (a, b) kind =
fun arr -> Genarray.kind (genarray_of_array3 arr)
let get arr i j k = Genarray.get (genarray_of_array3 arr) [| i; j; k |]
let set arr i j k v = Genarray.set (genarray_of_array3 arr) [| i; j; k |] v
let unsafe_get arr i j k = get arr i j k
let unsafe_set arr i j k v = set arr i j k v
external nx_ba_blit : ('a, 'b, 'c) t -> ('a, 'b, 'c) t -> unit
= "caml_nx_ba_blit"
let blit = nx_ba_blit
external nx_ba_fill : ('a, 'b, 'c) t -> 'a -> unit = "caml_nx_ba_fill"
let fill = nx_ba_fill
let init (type t) kind (layout : t layout) dim1 dim2 dim3 f =
let arr = create kind layout dim1 dim2 dim3 in
match layout with
| C_layout ->
for i = 0 to pred dim1 do
for j = 0 to pred dim2 do
for k = 0 to pred dim3 do
unsafe_set arr i j k (f i j k)
done
done
done;
arr
| Fortran_layout ->
for k = 1 to dim3 do
for j = 1 to dim2 do
for i = 1 to dim1 do
unsafe_set arr i j k (f i j k)
done
done
done;
arr
let of_array (type t) kind (layout : t layout) data =
let dim1 = Array.length data in
let dim2 = if dim1 = 0 then 0 else Array.length data.(0) in
let dim3 = if dim2 = 0 then 0 else Array.length data.(0).(0) in
let ba = create kind layout dim1 dim2 dim3 in
let ofs = match layout with C_layout -> 0 | Fortran_layout -> 1 in
for i = 0 to dim1 - 1 do
let row = data.(i) in
if Array.length row <> dim2 then
invalid_arg "Bigarray_ext.Array3.of_array: non-cubic data";
for j = 0 to dim2 - 1 do
let col = row.(j) in
if Array.length col <> dim3 then
invalid_arg "Bigarray_ext.Array3.of_array: non-cubic data";
for k = 0 to dim3 - 1 do
unsafe_set ba (i + ofs) (j + ofs) (k + ofs) col.(k)
done
done
done;
ba
end