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
456
457
|
{
"config": {
"input_dim": 16,
"output_dim": 4,
"width": 64,
"train_samples": 256,
"test_samples": 512,
"target_steps": 50,
"early_steps": [
1,
2,
5
],
"lr": 0.001,
"init_seeds": 2,
"feedback_seeds": 4,
"data_seed": 123,
"feedback_scale": "relu",
"device": "cpu",
"torch_threads": 4,
"outdir": "outputs/compressed_operator_T50_width64_N256"
},
"rows": [
{
"init_seed": 10000,
"feedback_seed": 100000,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6773099946553027,
"empirical_gap": 0.10684196919862732,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.674726176946598,
"fixed_gap": 0.12610603568712841,
"compressed_fa_loss": 2.674726176946598,
"compressed_gap": 0.12610603568712841,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.019264066488501097,
"compressed_gap_error": 0.019264066488501097
},
{
"init_seed": 10000,
"feedback_seed": 100000,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6773099946553027,
"empirical_gap": 0.10684196919862732,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.674726176946598,
"fixed_gap": 0.12610603568712841,
"compressed_fa_loss": 2.674726176946598,
"compressed_gap": 0.12610603568712841,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.019264066488501097,
"compressed_gap_error": 0.019264066488501097
},
{
"init_seed": 10000,
"feedback_seed": 100000,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6773099946553027,
"empirical_gap": 0.10684196919862732,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.674726176946598,
"fixed_gap": 0.12610603568712841,
"compressed_fa_loss": 2.674726176946598,
"compressed_gap": 0.12610603568712841,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.019264066488501097,
"compressed_gap_error": 0.019264066488501097
},
{
"init_seed": 10000,
"feedback_seed": 100001,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6761942818704343,
"empirical_gap": 0.10572625641375888,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.686715285479813,
"fixed_gap": 0.13809514422034352,
"compressed_fa_loss": 2.6600757361697767,
"compressed_gap": 0.1114555949103071,
"alpha_s": 0.006521468765592961,
"alpha_slope": 0.006521468765592961,
"fixed_gap_error": 0.032368887806584645,
"compressed_gap_error": 0.00572933849654822
},
{
"init_seed": 10000,
"feedback_seed": 100001,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6761942818704343,
"empirical_gap": 0.10572625641375888,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.686715285479813,
"fixed_gap": 0.13809514422034352,
"compressed_fa_loss": 2.6624306536782534,
"compressed_gap": 0.11381051241878382,
"alpha_s": 0.011844487008643864,
"alpha_slope": 0.005922243504321932,
"fixed_gap_error": 0.032368887806584645,
"compressed_gap_error": 0.008084256005024937
},
{
"init_seed": 10000,
"feedback_seed": 100001,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6761942818704343,
"empirical_gap": 0.10572625641375888,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.686715285479813,
"fixed_gap": 0.13809514422034352,
"compressed_fa_loss": 2.6646749119899624,
"compressed_gap": 0.11605477073049286,
"alpha_s": 0.026777076717473345,
"alpha_slope": 0.005355415343494669,
"fixed_gap_error": 0.032368887806584645,
"compressed_gap_error": 0.010328514316733983
},
{
"init_seed": 10000,
"feedback_seed": 100002,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665831997258412,
"empirical_gap": 0.09536397180173672,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6570973933324966,
"fixed_gap": 0.10847725207302705,
"compressed_fa_loss": 2.6570973933324966,
"compressed_gap": 0.10847725207302705,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.013113280271290328,
"compressed_gap_error": 0.013113280271290328
},
{
"init_seed": 10000,
"feedback_seed": 100002,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665831997258412,
"empirical_gap": 0.09536397180173672,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6570973933324966,
"fixed_gap": 0.10847725207302705,
"compressed_fa_loss": 2.6570973933324966,
"compressed_gap": 0.10847725207302705,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.013113280271290328,
"compressed_gap_error": 0.013113280271290328
},
{
"init_seed": 10000,
"feedback_seed": 100002,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665831997258412,
"empirical_gap": 0.09536397180173672,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6570973933324966,
"fixed_gap": 0.10847725207302705,
"compressed_fa_loss": 2.6570973933324966,
"compressed_gap": 0.10847725207302705,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.013113280271290328,
"compressed_gap_error": 0.013113280271290328
},
{
"init_seed": 10000,
"feedback_seed": 100003,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665868768518039,
"empirical_gap": 0.0954007430613637,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6694883149629254,
"fixed_gap": 0.12086817370345582,
"compressed_fa_loss": 2.6655268878847473,
"compressed_gap": 0.11690674662527778,
"alpha_s": 0.0011094877085590742,
"alpha_slope": 0.0011094877085590742,
"fixed_gap_error": 0.025467430642092115,
"compressed_gap_error": 0.021506003563914078
},
{
"init_seed": 10000,
"feedback_seed": 100003,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665868768518039,
"empirical_gap": 0.0954007430613637,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6694883149629254,
"fixed_gap": 0.12086817370345582,
"compressed_fa_loss": 2.6655890383445255,
"compressed_gap": 0.11696889708505598,
"alpha_s": 0.0021839587128611036,
"alpha_slope": 0.0010919793564305518,
"fixed_gap_error": 0.025467430642092115,
"compressed_gap_error": 0.021568154023692276
},
{
"init_seed": 10000,
"feedback_seed": 100003,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665868768518039,
"empirical_gap": 0.0954007430613637,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6694883149629254,
"fixed_gap": 0.12086817370345582,
"compressed_fa_loss": 2.6656504704220616,
"compressed_gap": 0.11703032916259204,
"alpha_s": 0.005373382883254727,
"alpha_slope": 0.0010746765766509454,
"fixed_gap_error": 0.025467430642092115,
"compressed_gap_error": 0.021629586101228337
},
{
"init_seed": 10001,
"feedback_seed": 101000,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.697143412487514,
"empirical_gap": 0.1268088386664301,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6946737310587165,
"fixed_gap": 0.14360608621061388,
"compressed_fa_loss": 2.6946737310587165,
"compressed_gap": 0.14360608621061388,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.01679724754418377,
"compressed_gap_error": 0.01679724754418377
},
{
"init_seed": 10001,
"feedback_seed": 101000,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.697143412487514,
"empirical_gap": 0.1268088386664301,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6946737310587165,
"fixed_gap": 0.14360608621061388,
"compressed_fa_loss": 2.6946737310587165,
"compressed_gap": 0.14360608621061388,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.01679724754418377,
"compressed_gap_error": 0.01679724754418377
},
{
"init_seed": 10001,
"feedback_seed": 101000,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.697143412487514,
"empirical_gap": 0.1268088386664301,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6946737310587165,
"fixed_gap": 0.14360608621061388,
"compressed_fa_loss": 2.6946737310587165,
"compressed_gap": 0.14360608621061388,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.01679724754418377,
"compressed_gap_error": 0.01679724754418377
},
{
"init_seed": 10001,
"feedback_seed": 101001,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.678819805545933,
"empirical_gap": 0.10848523172484903,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6851718899206034,
"fixed_gap": 0.13410424507250074,
"compressed_fa_loss": 2.6703639595169877,
"compressed_gap": 0.11929631466888502,
"alpha_s": 0.0037299532983107674,
"alpha_slope": 0.0037299532983107674,
"fixed_gap_error": 0.02561901334765171,
"compressed_gap_error": 0.010811082944035988
},
{
"init_seed": 10001,
"feedback_seed": 101001,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.678819805545933,
"empirical_gap": 0.10848523172484903,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6851718899206034,
"fixed_gap": 0.13410424507250074,
"compressed_fa_loss": 2.6720618189650542,
"compressed_gap": 0.12099417411695157,
"alpha_s": 0.006585933781906498,
"alpha_slope": 0.003292966890953249,
"fixed_gap_error": 0.02561901334765171,
"compressed_gap_error": 0.01250894239210254
},
{
"init_seed": 10001,
"feedback_seed": 101001,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.678819805545933,
"empirical_gap": 0.10848523172484903,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6851718899206034,
"fixed_gap": 0.13410424507250074,
"compressed_fa_loss": 2.673452015770911,
"compressed_gap": 0.1223843709228083,
"alpha_s": 0.014684928999982331,
"alpha_slope": 0.0029369857999964662,
"fixed_gap_error": 0.02561901334765171,
"compressed_gap_error": 0.013899139197959265
},
{
"init_seed": 10001,
"feedback_seed": 101002,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.684839622758295,
"empirical_gap": 0.11450504893721103,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6900721075509733,
"fixed_gap": 0.1390044627028706,
"compressed_fa_loss": 2.6900721075509733,
"compressed_gap": 0.1390044627028706,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.02449941376565956,
"compressed_gap_error": 0.02449941376565956
},
{
"init_seed": 10001,
"feedback_seed": 101002,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.684839622758295,
"empirical_gap": 0.11450504893721103,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6900721075509733,
"fixed_gap": 0.1390044627028706,
"compressed_fa_loss": 2.6900721075509733,
"compressed_gap": 0.1390044627028706,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.02449941376565956,
"compressed_gap_error": 0.02449941376565956
},
{
"init_seed": 10001,
"feedback_seed": 101002,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.684839622758295,
"empirical_gap": 0.11450504893721103,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6900721075509733,
"fixed_gap": 0.1390044627028706,
"compressed_fa_loss": 2.6900721075509733,
"compressed_gap": 0.1390044627028706,
"alpha_s": 0.0,
"alpha_slope": 0.0,
"fixed_gap_error": 0.02449941376565956,
"compressed_gap_error": 0.02449941376565956
},
{
"init_seed": 10001,
"feedback_seed": 101003,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.681052714285519,
"empirical_gap": 0.11071814046443507,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6833566536237186,
"fixed_gap": 0.1322890087756159,
"compressed_fa_loss": 2.683154301405447,
"compressed_gap": 0.1320866565573442,
"alpha_s": 4.623696456834322e-05,
"alpha_slope": 4.623696456834322e-05,
"fixed_gap_error": 0.021570868311180824,
"compressed_gap_error": 0.02136851609290913
},
{
"init_seed": 10001,
"feedback_seed": 101003,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.681052714285519,
"empirical_gap": 0.11071814046443507,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6833566536237186,
"fixed_gap": 0.1322890087756159,
"compressed_fa_loss": 2.6831757358474997,
"compressed_gap": 0.13210809099939702,
"alpha_s": 8.267498821544242e-05,
"alpha_slope": 4.133749410772121e-05,
"fixed_gap_error": 0.021570868311180824,
"compressed_gap_error": 0.021389950534961955
},
{
"init_seed": 10001,
"feedback_seed": 101003,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.681052714285519,
"empirical_gap": 0.11071814046443507,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6833566536237186,
"fixed_gap": 0.1322890087756159,
"compressed_fa_loss": 2.6818715854838153,
"compressed_gap": 0.13080394063571266,
"alpha_s": 0.0017009902491515422,
"alpha_slope": 0.00034019804983030844,
"fixed_gap_error": 0.021570868311180824,
"compressed_gap_error": 0.02008580017127759
}
]
}
|
