Source file owl_computation_cpu_eval.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
# 1 "src/base/compute/owl_computation_cpu_eval.ml"
open Owl_graph
module Make (Graph : Owl_computation_graph_sig.Sig) = struct
open Graph.Optimiser.Operator.Symbol
open Graph.Optimiser.Operator.Symbol.Shape.Type.Device
let invalidate_opt = function
| Some x -> invalidate x
| None -> ()
let update_validity x b =
invalidate_opt (get_active_node b);
set_active_node b x;
validate x
let rec _eval_terms nodes =
let eval x =
Owl_log.debug "eval %s ..." (node_to_str x);
if is_valid x = false
then (
let () =
try
match get_operator x with
| Noop -> _eval_map_00 x (fun x -> x.(0))
| Var -> check_assigned x
| Const -> check_assigned x
| Empty _shape -> (_eval_map_01 x (fun ~out _x -> ()) [@warning "-27"])
| Zeros _shape -> _eval_map_01 x (fun ~out _x -> A.zeros_ ~out)
| Ones _shape -> _eval_map_01 x (fun ~out _x -> A.ones_ ~out)
| Create _shape -> _eval_map_02 x (fun ~out x -> A.create_ ~out x.(0))
| Sequential _shape ->
_eval_map_02 x (fun ~out x -> A.sequential_ ~a:x.(0) ~step:x.(1) ~out)
| Uniform _shape ->
_eval_map_02 x (fun ~out x -> A.uniform_ ~a:x.(0) ~b:x.(1) ~out)
| Gaussian _shape ->
_eval_map_02 x (fun ~out x -> A.gaussian_ ~mu:x.(0) ~sigma:x.(1) ~out)
| Bernoulli _shape ->
_eval_map_02 x (fun ~out x -> A.bernoulli_ ~p:x.(0) ~out)
| Init (_shape, _f) -> failwith "Init"
| Get i -> _eval_map_06 x (fun x -> A.get x i)
| Set _i -> failwith "Set"
| GetSlice slice ->
_eval_map_01 x (fun ~out x -> A.get_slice_ ~out slice x.(0))
| SetSlice slice ->
_eval_map_01 x (fun ~out x -> A.set_slice_ ~out slice x.(0) x.(1))
| Copy -> (_eval_map_01 x (fun ~out x -> A.copy_ ~out x.(0)) [@warning "-27"])
| Reset -> _eval_map_01 x (fun ~out _x -> A.reset out)
| Reshape _shape -> _eval_map_01 x (fun ~out x -> A.reshape_ ~out x.(0))
| Reverse -> _eval_map_01 x (fun ~out x -> A.reverse_ ~out x.(0))
| Tile repeats -> _eval_map_01 x (fun ~out x -> A.tile_ ~out x.(0) repeats)
| Repeat repeats ->
_eval_map_01 x (fun ~out x -> A.repeat_ ~out x.(0) repeats)
| Pad (v, padding) ->
_eval_map_01 x (fun ~out x -> A.pad_ ~out ~v:(unpack_elt v) padding x.(0))
| Concatenate axis -> _eval_map_00 x A.(concatenate ~axis)
| Split (_axis, _parts) -> failwith "Split"
| Draw (_axis, _n) -> failwith "Draw"
| Map _f -> failwith "Map"
| Fold (_axis, _f) -> failwith "Fold"
| Scan (_axis, _f) -> failwith "Scan"
| OneHot depth -> _eval_map_01 x (fun ~out x -> A.one_hot_ ~out depth x.(0))
| OfArray s -> _eval_map_09 x (fun x -> A.of_array x s)
| Delay f -> _eval_map_08 x f
| DelayArray (_shape, f) -> _eval_map_00 x f
| LazyPrint (max_col, max_row, header, fmt) ->
_eval_map_00 x (fun x ->
A.print ?max_col ?max_row ?header ?fmt x.(0);
x.(0))
| Abs -> _eval_map_01 x (fun ~out x -> A.abs_ ~out x.(0))
| Neg -> _eval_map_01 x (fun ~out x -> A.neg_ ~out x.(0))
| Floor -> _eval_map_01 x (fun ~out x -> A.floor_ ~out x.(0))
| Ceil -> _eval_map_01 x (fun ~out x -> A.ceil_ ~out x.(0))
| Round -> _eval_map_01 x (fun ~out x -> A.round_ ~out x.(0))
| Sqr -> _eval_map_01 x (fun ~out x -> A.sqr_ ~out x.(0))
| Sqrt -> _eval_map_01 x (fun ~out x -> A.sqrt_ ~out x.(0))
| Log -> _eval_map_01 x (fun ~out x -> A.log_ ~out x.(0))
| Log2 -> _eval_map_01 x (fun ~out x -> A.log2_ ~out x.(0))
| Log10 -> _eval_map_01 x (fun ~out x -> A.log10_ ~out x.(0))
| Exp -> _eval_map_01 x (fun ~out x -> A.exp_ ~out x.(0))
| Sin -> _eval_map_01 x (fun ~out x -> A.sin_ ~out x.(0))
| Cos -> _eval_map_01 x (fun ~out x -> A.cos_ ~out x.(0))
| Tan -> _eval_map_01 x (fun ~out x -> A.tan_ ~out x.(0))
| Sinh -> _eval_map_01 x (fun ~out x -> A.sinh_ ~out x.(0))
| Cosh -> _eval_map_01 x (fun ~out x -> A.cosh_ ~out x.(0))
| Tanh -> _eval_map_01 x (fun ~out x -> A.tanh_ ~out x.(0))
| Asin -> _eval_map_01 x (fun ~out x -> A.asin_ ~out x.(0))
| Acos -> _eval_map_01 x (fun ~out x -> A.acos_ ~out x.(0))
| Atan -> _eval_map_01 x (fun ~out x -> A.atan_ ~out x.(0))
| Asinh -> _eval_map_01 x (fun ~out x -> A.asinh_ ~out x.(0))
| Acosh -> _eval_map_01 x (fun ~out x -> A.acosh_ ~out x.(0))
| Atanh -> _eval_map_01 x (fun ~out x -> A.atanh_ ~out x.(0))
| Min axis -> _eval_map_01 x (fun ~out x -> A.min_ ~out ~axis x.(0))
| Max axis -> _eval_map_01 x (fun ~out x -> A.max_ ~out ~axis x.(0))
| Sum axis -> _eval_map_01 x (fun ~out x -> A.sum_ ~out ~axis x.(0))
| SumReduce axis -> _eval_map_00 x (fun x -> A.sum_reduce ~axis x.(0))
| Signum -> _eval_map_01 x (fun ~out x -> A.signum_ ~out x.(0))
| Sigmoid -> _eval_map_01 x (fun ~out x -> A.sigmoid_ ~out x.(0))
| Relu -> _eval_map_01 x (fun ~out x -> A.relu_ ~out x.(0))
| Min' -> _eval_map_06 x A.min'
| Max' -> _eval_map_06 x A.max'
| Sum' -> _eval_map_06 x A.sum'
| L1norm' -> _eval_map_06 x A.l1norm'
| L2norm' -> _eval_map_06 x A.l2norm'
| L2NormSqr' -> _eval_map_06 x A.l2norm_sqr'
| ClipByValue ->
_eval_map_07 x (fun ~out a e ->
A.clip_by_value_ ~out ~amin:e.(0) ~amax:e.(1) a.(0))
| ClipByL2norm ->
_eval_map_07 x (fun ~out a e -> A.clip_by_l2norm_ ~out e.(0) a.(0))
| Pow -> _eval_map_01 x (fun ~out x -> A.pow_ ~out x.(0) x.(1))
| ScalarPow -> _eval_map_05 x A.scalar_pow_
| PowScalar -> _eval_map_04 x A.pow_scalar_
| Atan2 -> _eval_map_01 x (fun ~out x -> A.atan2_ ~out x.(0) x.(1))
| ScalarAtan2 -> _eval_map_05 x A.scalar_atan2_
| Atan2Scalar -> _eval_map_04 x A.atan2_scalar_
| Hypot -> _eval_map_01 x (fun ~out x -> A.hypot_ ~out x.(0) x.(1))
| Min2 -> _eval_map_01 x (fun ~out x -> A.min2_ ~out x.(0) x.(1))
| Max2 -> _eval_map_01 x (fun ~out x -> A.max2_ ~out x.(0) x.(1))
| Add -> _eval_map_01 x (fun ~out x -> A.add_ ~out x.(0) x.(1))
| Sub -> _eval_map_01 x (fun ~out x -> A.sub_ ~out x.(0) x.(1))
| Mul -> _eval_map_01 x (fun ~out x -> A.mul_ ~out x.(0) x.(1))
| Div -> _eval_map_01 x (fun ~out x -> A.div_ ~out x.(0) x.(1))
| AddScalar -> _eval_map_04 x A.add_scalar_
| SubScalar -> _eval_map_04 x A.sub_scalar_
| MulScalar -> _eval_map_04 x A.mul_scalar_
| DivScalar -> _eval_map_04 x A.div_scalar_
| ScalarAdd -> _eval_map_05 x A.scalar_add_
| ScalarSub -> _eval_map_05 x A.scalar_sub_
| ScalarMul -> _eval_map_05 x A.scalar_mul_
| ScalarDiv -> _eval_map_05 x A.scalar_div_
| FMA -> _eval_map_01 x (fun ~out x -> A.fma_ ~out x.(0) x.(1) x.(2))
| EltEqual -> _eval_map_01 x (fun ~out x -> A.elt_equal_ ~out x.(0) x.(1))
| EltNotEqual ->
_eval_map_01 x (fun ~out x -> A.elt_not_equal_ ~out x.(0) x.(1))
| EltLess -> _eval_map_01 x (fun ~out x -> A.elt_less_ ~out x.(0) x.(1))
| EltGreater -> _eval_map_01 x (fun ~out x -> A.elt_greater_ ~out x.(0) x.(1))
| EltLessEqual ->
_eval_map_01 x (fun ~out x -> A.elt_less_equal_ ~out x.(0) x.(1))
| EltGreaterEqual ->
_eval_map_01 x (fun ~out x -> A.elt_greater_equal_ ~out x.(0) x.(1))
| EltEqualScalar -> _eval_map_04 x A.elt_equal_scalar_
| EltNotEqualScalar -> _eval_map_04 x A.elt_not_equal_scalar_
| EltLessScalar -> _eval_map_04 x A.elt_less_scalar_
| EltGreaterScalar -> _eval_map_04 x A.elt_greater_scalar_
| EltLessEqualScalar -> _eval_map_04 x A.elt_less_equal_scalar_
| EltGreaterEqualScalar -> _eval_map_04 x A.elt_greater_equal_scalar_
| Conv1d (padding, stride) ->
_eval_map_01 x (fun ~out x -> A.conv1d_ ~out ~padding x.(0) x.(1) stride)
| Conv2d (padding, stride) ->
_eval_map_01 x (fun ~out x -> A.conv2d_ ~out ~padding x.(0) x.(1) stride)
| Conv3d (padding, stride) ->
_eval_map_01 x (fun ~out x -> A.conv3d_ ~out ~padding x.(0) x.(1) stride)
| TransposeConv1d (padding, stride) ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv1d_ ~out ~padding x.(0) x.(1) stride)
| TransposeConv2d (padding, stride) ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv2d_ ~out ~padding x.(0) x.(1) stride)
| TransposeConv3d (padding, stride) ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv3d_ ~out ~padding x.(0) x.(1) stride)
| DilatedConv1d (padding, stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv1d_ ~out ~padding x.(0) x.(1) stride rate)
| DilatedConv2d (padding, stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv2d_ ~out ~padding x.(0) x.(1) stride rate)
| DilatedConv3d (padding, stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv3d_ ~out ~padding x.(0) x.(1) stride rate)
| MaxPool1d (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.max_pool1d_ ~out ~padding x.(0) kernel stride)
| MaxPool2d (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.max_pool2d_ ~out ~padding x.(0) kernel stride)
| MaxPool3d (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.max_pool3d_ ~out ~padding x.(0) kernel stride)
| AvgPool1d (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.avg_pool1d_ ~out ~padding x.(0) kernel stride)
| AvgPool2d (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.avg_pool2d_ ~out ~padding x.(0) kernel stride)
| AvgPool3d (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.avg_pool3d_ ~out ~padding x.(0) kernel stride)
| UpSampling2d size ->
_eval_map_01 x (fun ~out x -> A.upsampling2d_ ~out x.(0) size)
| Conv1dBackwardInput stride ->
_eval_map_01 x (fun ~out x ->
A.conv1d_backward_input_ ~out x.(0) x.(1) stride x.(2))
| Conv1dBackwardKernel stride ->
_eval_map_01 x (fun ~out x ->
A.conv1d_backward_kernel_ ~out x.(0) x.(1) stride x.(2))
| Conv2dBackwardInput stride ->
_eval_map_01 x (fun ~out x ->
A.conv2d_backward_input_ ~out x.(0) x.(1) stride x.(2))
| Conv2dBackwardKernel stride ->
_eval_map_01 x (fun ~out x ->
A.conv2d_backward_kernel_ ~out x.(0) x.(1) stride x.(2))
| Conv3dBackwardInput stride ->
_eval_map_01 x (fun ~out x ->
A.conv3d_backward_input_ ~out x.(0) x.(1) stride x.(2))
| Conv3dBackwardKernel stride ->
_eval_map_01 x (fun ~out x ->
A.conv3d_backward_kernel_ ~out x.(0) x.(1) stride x.(2))
| TransposeConv1dBackwardInput stride ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv1d_backward_input_ ~out x.(0) x.(1) stride x.(2))
| TransposeConv1dBackwardKernel stride ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv1d_backward_kernel_ ~out x.(0) x.(1) stride x.(2))
| TransposeConv2dBackwardInput stride ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv2d_backward_input_ ~out x.(0) x.(1) stride x.(2))
| TransposeConv2dBackwardKernel stride ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv2d_backward_kernel_ ~out x.(0) x.(1) stride x.(2))
| TransposeConv3dBackwardInput stride ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv3d_backward_input_ ~out x.(0) x.(1) stride x.(2))
| TransposeConv3dBackwardKernel stride ->
_eval_map_01 x (fun ~out x ->
A.transpose_conv3d_backward_kernel_ ~out x.(0) x.(1) stride x.(2))
| DilatedConv1dBackwardInput (stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv1d_backward_input_ ~out x.(0) x.(1) stride rate x.(2))
| DilatedConv1dBackwardKernel (stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv1d_backward_kernel_ ~out x.(0) x.(1) stride rate x.(2))
| DilatedConv2dBackwardInput (stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv2d_backward_input_ ~out x.(0) x.(1) stride rate x.(2))
| DilatedConv2dBackwardKernel (stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv2d_backward_kernel_ ~out x.(0) x.(1) stride rate x.(2))
| DilatedConv3dBackwardInput (stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv3d_backward_input_ ~out x.(0) x.(1) stride rate x.(2))
| DilatedConv3dBackwardKernel (stride, rate) ->
_eval_map_01 x (fun ~out x ->
A.dilated_conv3d_backward_kernel_ ~out x.(0) x.(1) stride rate x.(2))
| MaxPool1dBackward (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.max_pool1d_backward_ ~out padding x.(0) kernel stride x.(1))
| MaxPool2dBackward (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.max_pool2d_backward_ ~out padding x.(0) kernel stride x.(1))
| MaxPool3dBackward (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.max_pool3d_backward_ ~out padding x.(0) kernel stride x.(1))
| AvgPool1dBackward (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.avg_pool1d_backward_ ~out padding x.(0) kernel stride x.(1))
| AvgPool2dBackward (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.avg_pool2d_backward_ ~out padding x.(0) kernel stride x.(1))
| AvgPool3dBackward (padding, kernel, stride) ->
_eval_map_01 x (fun ~out x ->
A.avg_pool3d_backward_ ~out padding x.(0) kernel stride x.(1))
| UpSampling2dBackward size ->
_eval_map_01 x (fun ~out x ->
A.upsampling2d_backward_ ~out x.(0) size x.(1))
| Row -> failwith "Row"
| Rows _i -> failwith "Rows"
| CopyRowTo -> failwith "CopyRowTo"
| CopyColTo -> failwith "CopyColTo"
| Dot (transa, transb, alpha, beta) ->
_eval_map_01 x (fun ~out x ->
A.dot_
~transa
~transb
~alpha:(unpack_elt alpha)
~beta:(unpack_elt beta)
~c:out
x.(0)
x.(1))
| Inv -> _eval_map_00 x (fun x -> A.Linalg.inv x.(0))
| Trace -> _eval_map_06 x A.trace
| Transpose axis ->
_eval_map_01 x (fun ~out x -> A.transpose_ ~out ~axis x.(0))
| ToRows -> failwith "ToRows"
| OfRows -> failwith "OfRows"
| Scalar_Add -> _eval_map_03 x (fun x -> A.Scalar.add x.(0) x.(1))
| Scalar_Sub -> _eval_map_03 x (fun x -> A.Scalar.sub x.(0) x.(1))
| Scalar_Mul -> _eval_map_03 x (fun x -> A.Scalar.mul x.(0) x.(1))
| Scalar_Div -> _eval_map_03 x (fun x -> A.Scalar.div x.(0) x.(1))
| Scalar_Pow -> _eval_map_03 x (fun x -> A.Scalar.pow x.(0) x.(1))
| Scalar_Atan2 -> _eval_map_03 x (fun x -> A.Scalar.atan2 x.(0) x.(1))
| Scalar_Abs -> _eval_map_03 x (fun x -> A.Scalar.abs x.(0))
| Scalar_Neg -> _eval_map_03 x (fun x -> A.Scalar.neg x.(0))
| Scalar_Sqr -> _eval_map_03 x (fun x -> A.Scalar.sqr x.(0))
| Scalar_Sqrt -> _eval_map_03 x (fun x -> A.Scalar.sqrt x.(0))
| Scalar_Exp -> _eval_map_03 x (fun x -> A.Scalar.exp x.(0))
| Scalar_Log -> _eval_map_03 x (fun x -> A.Scalar.log x.(0))
| Scalar_Log2 -> _eval_map_03 x (fun x -> A.Scalar.log2 x.(0))
| Scalar_Log10 -> _eval_map_03 x (fun x -> A.Scalar.log10 x.(0))
| Scalar_Signum -> _eval_map_03 x (fun x -> A.Scalar.signum x.(0))
| Scalar_Floor -> _eval_map_03 x (fun x -> A.Scalar.floor x.(0))
| Scalar_Ceil -> _eval_map_03 x (fun x -> A.Scalar.ceil x.(0))
| Scalar_Round -> _eval_map_03 x (fun x -> A.Scalar.round x.(0))
| Scalar_Sin -> _eval_map_03 x (fun x -> A.Scalar.sin x.(0))
| Scalar_Cos -> _eval_map_03 x (fun x -> A.Scalar.cos x.(0))
| Scalar_Tan -> _eval_map_03 x (fun x -> A.Scalar.tan x.(0))
| Scalar_Sinh -> _eval_map_03 x (fun x -> A.Scalar.sinh x.(0))
| Scalar_Cosh -> _eval_map_03 x (fun x -> A.Scalar.cosh x.(0))
| Scalar_Tanh -> _eval_map_03 x (fun x -> A.Scalar.tanh x.(0))
| Scalar_Asin -> _eval_map_03 x (fun x -> A.Scalar.asin x.(0))
| Scalar_Acos -> _eval_map_03 x (fun x -> A.Scalar.acos x.(0))
| Scalar_Atan -> _eval_map_03 x (fun x -> A.Scalar.atan x.(0))
| Scalar_Asinh -> _eval_map_03 x (fun x -> A.Scalar.asinh x.(0))
| Scalar_Acosh -> _eval_map_03 x (fun x -> A.Scalar.acosh x.(0))
| Scalar_Atanh -> _eval_map_03 x (fun x -> A.Scalar.atanh x.(0))
| Scalar_Relu -> _eval_map_03 x (fun x -> A.Scalar.relu x.(0))
| Scalar_Sigmoid -> _eval_map_03 x (fun x -> A.Scalar.sigmoid x.(0))
| Fused_Adagrad (rate, eps) ->
_eval_map_01 x (fun ~out x -> A.fused_adagrad_ ~out ~rate ~eps x.(0))
| _ -> failwith "owl_computation_eval:_eval_term"
with
| exn ->
Owl_log.error "evaluating %s" (node_to_str x);
raise exn
in
Array.iter (update_validity x) (get_block x))
in
Array.iter eval nodes
and _eval_map_00 x f =
_eval_terms (parents x);
let inputs = Array.map (fun x -> value_to_arr (get_value x).(0)) (parents x) in
let out = f inputs in
set_value x [| arr_to_value out |]
and _eval_map_01 x f =
_eval_terms (parents x);
let inputs =
Array.map (fun parent -> value_to_arr (get_value parent).(0)) (parents x)
in
let out = value_to_arr (get_value x).(0) in
f ~out inputs
and _eval_map_02 x f =
_eval_terms (parents x);
let inputs =
Array.map (fun parent -> value_to_elt (get_value parent).(0)) (parents x)
in
let out = value_to_arr (get_value x).(0) in
f ~out inputs
and _eval_map_03 x f =
_eval_terms (parents x);
let inputs =
Array.map (fun parent -> value_to_elt (get_value parent).(0)) (parents x)
in
let out = f inputs in
set_value x [| elt_to_value out |]
and _eval_map_04 x f =
let x_parent_0 = (parents x).(0) in
let x_parent_1 = (parents x).(1) in
_eval_terms (parents x);
let a = value_to_arr (get_value x_parent_0).(0) in
let b = value_to_elt (get_value x_parent_1).(0) in
let out = value_to_arr (get_value x).(0) in
f ~out a b
and _eval_map_05 x f =
let x_parent_0 = (parents x).(0) in
let x_parent_1 = (parents x).(1) in
_eval_terms (parents x);
let a = value_to_elt (get_value x_parent_0).(0) in
let b = value_to_arr (get_value x_parent_1).(0) in
let out = value_to_arr (get_value x).(0) in
f ~out a b
and _eval_map_06 x f =
let x_parent = (parents x).(0) in
_eval_terms (parents x);
let a = (get_value x_parent).(0) |> value_to_arr |> f in
set_value x [| elt_to_value a |]
and _eval_map_07 x f =
let x_parents = parents x in
_eval_terms x_parents;
let arr_args =
Owl_utils_array.filter is_node_arr x_parents
|> Array.map (fun v -> (get_value v).(0) |> value_to_arr)
in
let elt_args =
Owl_utils_array.filter is_node_elt x_parents
|> Array.map (fun v -> (get_value v).(0) |> value_to_elt)
in
let out = value_to_arr (get_value x).(0) in
f ~out arr_args elt_args
and _eval_map_08 x f =
let x_parent = (parents x).(0) in
_eval_terms (parents x);
let a = (get_value x_parent).(0) |> value_to_arr |> f in
set_value x [| arr_to_value a |]
and _eval_map_09 x f =
_eval_terms (parents x);
let inputs =
Array.map (fun parent -> value_to_elt (get_value parent).(0)) (parents x)
in
let out = f inputs in
set_value x [| arr_to_value out |]
end