summaryrefslogtreecommitdiff
path: root/outputs/compressed_operator_T50_width64_N64/summary.json
blob: 2bf353cf02147a820191f8fe9bdff63b697de683 (plain)
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": 64,
    "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_N64"
  },
  "rows": [
    {
      "init_seed": 10000,
      "feedback_seed": 100000,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.464794618995138,
      "empirical_gap": 0.15212977521653404,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.454707655030628,
      "fixed_gap": 0.16634452194560279,
      "compressed_fa_loss": 2.454707655030628,
      "compressed_gap": 0.16634452194560279,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.01421474672906875,
      "compressed_gap_error": 0.01421474672906875
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100000,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.464794618995138,
      "empirical_gap": 0.15212977521653404,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.454707655030628,
      "fixed_gap": 0.16634452194560279,
      "compressed_fa_loss": 2.454707655030628,
      "compressed_gap": 0.16634452194560279,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.01421474672906875,
      "compressed_gap_error": 0.01421474672906875
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100000,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.464794618995138,
      "empirical_gap": 0.15212977521653404,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.454707655030628,
      "fixed_gap": 0.16634452194560279,
      "compressed_fa_loss": 2.454707655030628,
      "compressed_gap": 0.16634452194560279,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.01421474672906875,
      "compressed_gap_error": 0.01421474672906875
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100001,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.479737286011592,
      "empirical_gap": 0.16707244223298767,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.4840468931588786,
      "fixed_gap": 0.19568376007385346,
      "compressed_fa_loss": 2.4549838809321436,
      "compressed_gap": 0.16662074784711844,
      "alpha_s": 0.00518268549211713,
      "alpha_slope": 0.00518268549211713,
      "fixed_gap_error": 0.02861131784086579,
      "compressed_gap_error": -0.00045169438586922794
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100001,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.479737286011592,
      "empirical_gap": 0.16707244223298767,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.4840468931588786,
      "fixed_gap": 0.19568376007385346,
      "compressed_fa_loss": 2.4560665023169435,
      "compressed_gap": 0.1677033692319183,
      "alpha_s": 0.009968669934246919,
      "alpha_slope": 0.004984334967123459,
      "fixed_gap_error": 0.02861131784086579,
      "compressed_gap_error": 0.0006309269989306365
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100001,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.479737286011592,
      "empirical_gap": 0.16707244223298767,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.4840468931588786,
      "fixed_gap": 0.19568376007385346,
      "compressed_fa_loss": 2.4592670891531547,
      "compressed_gap": 0.17090395606812958,
      "alpha_s": 0.022001938069772936,
      "alpha_slope": 0.004400387613954587,
      "fixed_gap_error": 0.02861131784086579,
      "compressed_gap_error": 0.0038315138351419087
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100002,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.4500832954583456,
      "empirical_gap": 0.13741845167974143,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.434982672240099,
      "fixed_gap": 0.14661953915507375,
      "compressed_fa_loss": 2.434982672240099,
      "compressed_gap": 0.14661953915507375,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.009201087475332326,
      "compressed_gap_error": 0.009201087475332326
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100002,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.4500832954583456,
      "empirical_gap": 0.13741845167974143,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.434982672240099,
      "fixed_gap": 0.14661953915507375,
      "compressed_fa_loss": 2.434982672240099,
      "compressed_gap": 0.14661953915507375,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.009201087475332326,
      "compressed_gap_error": 0.009201087475332326
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100002,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.4500832954583456,
      "empirical_gap": 0.13741845167974143,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.434982672240099,
      "fixed_gap": 0.14661953915507375,
      "compressed_fa_loss": 2.434982672240099,
      "compressed_gap": 0.14661953915507375,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.009201087475332326,
      "compressed_gap_error": 0.009201087475332326
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100003,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.4672731231693925,
      "empirical_gap": 0.15460827939078836,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.4698484442220963,
      "fixed_gap": 0.18148531113707111,
      "compressed_fa_loss": 2.4698484442220963,
      "compressed_gap": 0.18148531113707111,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.026877031746282753,
      "compressed_gap_error": 0.026877031746282753
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100003,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.4672731231693925,
      "empirical_gap": 0.15460827939078836,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.4698484442220963,
      "fixed_gap": 0.18148531113707111,
      "compressed_fa_loss": 2.4698484442220963,
      "compressed_gap": 0.18148531113707111,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.026877031746282753,
      "compressed_gap_error": 0.026877031746282753
    },
    {
      "init_seed": 10000,
      "feedback_seed": 100003,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.312664843778604,
      "empirical_fa_loss": 2.4672731231693925,
      "empirical_gap": 0.15460827939078836,
      "fixed_bp_loss": 2.288363133085025,
      "fixed_fa_loss": 2.4698484442220963,
      "fixed_gap": 0.18148531113707111,
      "compressed_fa_loss": 2.4698484442220963,
      "compressed_gap": 0.18148531113707111,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.026877031746282753,
      "compressed_gap_error": 0.026877031746282753
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101000,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.697536218186622,
      "empirical_gap": 0.21761035577811816,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.7021233445604276,
      "fixed_gap": 0.252297466432017,
      "compressed_fa_loss": 2.7021233445604276,
      "compressed_gap": 0.252297466432017,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.034687110653898845,
      "compressed_gap_error": 0.034687110653898845
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101000,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.697536218186622,
      "empirical_gap": 0.21761035577811816,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.7021233445604276,
      "fixed_gap": 0.252297466432017,
      "compressed_fa_loss": 2.7021233445604276,
      "compressed_gap": 0.252297466432017,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.034687110653898845,
      "compressed_gap_error": 0.034687110653898845
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101000,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.697536218186622,
      "empirical_gap": 0.21761035577811816,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.7021233445604276,
      "fixed_gap": 0.252297466432017,
      "compressed_fa_loss": 2.7021233445604276,
      "compressed_gap": 0.252297466432017,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.034687110653898845,
      "compressed_gap_error": 0.034687110653898845
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101001,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.6599712497370938,
      "empirical_gap": 0.18004538732858988,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6603587871235552,
      "fixed_gap": 0.21053290899514465,
      "compressed_fa_loss": 2.632407524436241,
      "compressed_gap": 0.18258164630783025,
      "alpha_s": 0.004605427609660902,
      "alpha_slope": 0.004605427609660902,
      "fixed_gap_error": 0.030487521666554773,
      "compressed_gap_error": 0.002536258979240369
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101001,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.6599712497370938,
      "empirical_gap": 0.18004538732858988,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6603587871235552,
      "fixed_gap": 0.21053290899514465,
      "compressed_fa_loss": 2.6351308502841997,
      "compressed_gap": 0.18530497215578912,
      "alpha_s": 0.008294887625914413,
      "alpha_slope": 0.0041474438129572066,
      "fixed_gap_error": 0.030487521666554773,
      "compressed_gap_error": 0.005259584827199237
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101001,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.6599712497370938,
      "empirical_gap": 0.18004538732858988,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6603587871235552,
      "fixed_gap": 0.21053290899514465,
      "compressed_fa_loss": 2.6392235563540156,
      "compressed_gap": 0.18939767822560505,
      "alpha_s": 0.017314820009257173,
      "alpha_slope": 0.0034629640018514346,
      "fixed_gap_error": 0.030487521666554773,
      "compressed_gap_error": 0.00935229089701517
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101002,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.689063350391225,
      "empirical_gap": 0.20913748798272103,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6899379298373933,
      "fixed_gap": 0.24011205170898275,
      "compressed_fa_loss": 2.6899379298373933,
      "compressed_gap": 0.24011205170898275,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.030974563726261728,
      "compressed_gap_error": 0.030974563726261728
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101002,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.689063350391225,
      "empirical_gap": 0.20913748798272103,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6899379298373933,
      "fixed_gap": 0.24011205170898275,
      "compressed_fa_loss": 2.6899379298373933,
      "compressed_gap": 0.24011205170898275,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.030974563726261728,
      "compressed_gap_error": 0.030974563726261728
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101002,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.689063350391225,
      "empirical_gap": 0.20913748798272103,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6899379298373933,
      "fixed_gap": 0.24011205170898275,
      "compressed_fa_loss": 2.6875665133748443,
      "compressed_gap": 0.23774063524643374,
      "alpha_s": 0.0017778690085813568,
      "alpha_slope": 0.00035557380171627137,
      "fixed_gap_error": 0.030974563726261728,
      "compressed_gap_error": 0.028603147263712714
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101003,
      "target_steps": 50,
      "early_steps": 1,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.6632983052061117,
      "empirical_gap": 0.18337244279760778,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6650127020128074,
      "fixed_gap": 0.2151868238843968,
      "compressed_fa_loss": 2.6650127020128074,
      "compressed_gap": 0.2151868238843968,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.03181438108678902,
      "compressed_gap_error": 0.03181438108678902
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101003,
      "target_steps": 50,
      "early_steps": 2,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.6632983052061117,
      "empirical_gap": 0.18337244279760778,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6650127020128074,
      "fixed_gap": 0.2151868238843968,
      "compressed_fa_loss": 2.6650127020128074,
      "compressed_gap": 0.2151868238843968,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.03181438108678902,
      "compressed_gap_error": 0.03181438108678902
    },
    {
      "init_seed": 10001,
      "feedback_seed": 101003,
      "target_steps": 50,
      "early_steps": 5,
      "empirical_bp_loss": 2.479925862408504,
      "empirical_fa_loss": 2.6632983052061117,
      "empirical_gap": 0.18337244279760778,
      "fixed_bp_loss": 2.4498258781284106,
      "fixed_fa_loss": 2.6650127020128074,
      "fixed_gap": 0.2151868238843968,
      "compressed_fa_loss": 2.6650127020128074,
      "compressed_gap": 0.2151868238843968,
      "alpha_s": 0.0,
      "alpha_slope": 0.0,
      "fixed_gap_error": 0.03181438108678902,
      "compressed_gap_error": 0.03181438108678902
    }
  ]
}