File size: 42,762 Bytes
945bf0b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
585d359
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
a45cc9d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
2025-07-30 07:42:03,742	test	INFO	{'train': {'log_interval': 200, 'eval_interval': 1000, 'seed': 1234, 'epochs': 1000, 'learning_rate': 0.0002, 'betas': [0.8, 0.99], 'eps': 1e-09, 'batch_size': 32, 'fp16_run': False, 'lr_decay': 0.999875, 'segment_size': 8192, 'init_lr_ratio': 1, 'warmup_epochs': 0, 'c_mel': 45, 'c_kl': 1.0, 'fft_sizes': [384, 683, 171], 'hop_sizes': [30, 60, 10], 'win_lengths': [150, 300, 60], 'window': 'hann_window'}, 'data': {'use_mel_posterior_encoder': True, 'training_files': 'filelists/train.txt.cleaned', 'validation_files': 'filelists/val.txt.cleaned', 'text_cleaners': ['mongolian_cleaners'], 'max_wav_value': 32768.0, 'sampling_rate': 22050, 'filter_length': 1024, 'hop_length': 256, 'win_length': 1024, 'n_mel_channels': 80, 'mel_fmin': 0.0, 'mel_fmax': None, 'add_blank': True, 'n_speakers': 0, 'cleaned_text': True}, 'model': {'model_dir': '/kaggle/working/MB-iSTFT-VITS2/logs/models/test', 'monotonic_align': 'sma_v1', 'use_mel_posterior_encoder': True, 'use_transformer_flows': True, 'transformer_flow_type': 'pre_conv2', 'use_spk_conditioned_encoder': False, 'use_noise_scaled_mas': True, 'use_duration_discriminator': True, 'duration_discriminator_type': 'dur_disc_2', 'ms_istft_vits': False, 'mb_istft_vits': False, 'istft_vits': True, 'subbands': False, 'gen_istft_n_fft': 16, 'gen_istft_hop_size': 4, 'inter_channels': 192, 'hidden_channels': 96, 'filter_channels': 768, 'n_heads': 2, 'n_layers': 3, 'kernel_size': 3, 'p_dropout': 0.1, 'resblock': '1', 'resblock_kernel_sizes': [3, 7, 11], 'resblock_dilation_sizes': [[1, 3, 5], [1, 3, 5], [1, 3, 5]], 'upsample_rates': [8, 8], 'upsample_initial_channel': 256, 'upsample_kernel_sizes': [16, 16], 'n_layers_q': 3, 'use_spectral_norm': False, 'use_sdp': False}, 'model_dir': './logs/models/test'}
2025-07-30 07:43:59,191	test	INFO	Train Epoch: 1 [0%]
2025-07-30 07:43:59,192	test	INFO	[6.0034499168396, 4.460074424743652, 0.44041386246681213, 103.89593505859375, 1.1179826259613037, 400.7793884277344, 0.0, 0, 0.0002]
2025-07-30 07:44:11,535	test	INFO	Saving model and optimizer state at iteration 1 to ./logs/models/test/G_0.pth
2025-07-30 07:44:11,899	test	INFO	Saving model and optimizer state at iteration 1 to ./logs/models/test/D_0.pth
2025-07-30 07:44:12,853	test	INFO	Saving model and optimizer state at iteration 1 to ./logs/models/test/DUR_0.pth
2025-07-30 07:47:48,410	test	INFO	====> Epoch: 1
2025-07-30 07:52:16,097	test	INFO	====> Epoch: 2
2025-07-30 07:56:26,373	test	INFO	====> Epoch: 3
2025-07-30 07:59:49,818	test	INFO	Train Epoch: 4 [85%]
2025-07-30 07:59:49,818	test	INFO	[1.5180813074111938, 3.772383689880371, 7.359023571014404, 39.74175262451172, 0.9084119200706482, 2.220526933670044, 0.0, 200, 0.00019992500937460937]
2025-07-30 08:00:21,458	test	INFO	====> Epoch: 4
2025-07-30 08:04:11,738	test	INFO	====> Epoch: 5
2025-07-30 08:08:06,495	test	INFO	====> Epoch: 6
2025-07-30 08:11:53,855	test	INFO	====> Epoch: 7
2025-07-30 08:14:49,281	test	INFO	Train Epoch: 8 [69%]
2025-07-30 08:14:49,281	test	INFO	[1.665295958518982, 3.1264448165893555, 7.081151008605957, 38.00682067871094, 0.7591341733932495, 1.3968123197555542, 0.0, 400, 0.00019982506561132978]
2025-07-30 08:15:43,705	test	INFO	====> Epoch: 8
2025-07-30 08:19:29,369	test	INFO	====> Epoch: 9
2025-07-30 08:23:18,135	test	INFO	====> Epoch: 10
2025-07-30 08:27:03,509	test	INFO	====> Epoch: 11
2025-07-30 08:29:38,220	test	INFO	Train Epoch: 12 [54%]
2025-07-30 08:29:38,221	test	INFO	[2.1282832622528076, 3.220754623413086, 5.894423484802246, 31.136409759521484, 0.674907922744751, 1.5520458221435547, 0.0, 600, 0.00019972517181056292]
2025-07-30 08:30:50,375	test	INFO	====> Epoch: 12
2025-07-30 08:34:35,957	test	INFO	====> Epoch: 13
2025-07-30 08:38:20,543	test	INFO	====> Epoch: 14
2025-07-30 08:42:04,497	test	INFO	====> Epoch: 15
2025-07-30 08:44:14,277	test	INFO	Train Epoch: 16 [38%]
2025-07-30 08:44:14,277	test	INFO	[2.2449469566345215, 2.702267646789551, 4.473440170288086, 28.876434326171875, 0.7084023952484131, 1.6447468996047974, 0.0, 800, 0.00019962532794733217]
2025-07-30 08:45:48,232	test	INFO	====> Epoch: 16
2025-07-30 08:49:32,848	test	INFO	====> Epoch: 17
2025-07-30 08:53:18,006	test	INFO	====> Epoch: 18
2025-07-30 08:57:02,739	test	INFO	====> Epoch: 19
2025-07-30 08:58:52,173	test	INFO	Train Epoch: 20 [23%]
2025-07-30 08:58:52,173	test	INFO	[2.0880696773529053, 2.853564977645874, 5.468815326690674, 27.427783966064453, 0.6990370750427246, 1.5836814641952515, 0.0, 1000, 0.00019952553399667344]
2025-07-30 08:59:03,185	test	INFO	Saving model and optimizer state at iteration 20 to ./logs/models/test/G_1000.pth
2025-07-30 08:59:03,478	test	INFO	Saving model and optimizer state at iteration 20 to ./logs/models/test/D_1000.pth
2025-07-30 08:59:04,403	test	INFO	Saving model and optimizer state at iteration 20 to ./logs/models/test/DUR_1000.pth
2025-07-30 09:01:00,895	test	INFO	====> Epoch: 20
2025-07-30 09:04:47,141	test	INFO	====> Epoch: 21
2025-07-30 09:08:38,819	test	INFO	====> Epoch: 22
2025-07-30 09:12:26,754	test	INFO	====> Epoch: 23
2025-07-30 09:13:52,984	test	INFO	Train Epoch: 24 [8%]
2025-07-30 09:13:52,984	test	INFO	[2.16131854057312, 3.40720796585083, 5.75662899017334, 28.300180435180664, 0.6504846811294556, 1.7258610725402832, 0.0, 1200, 0.00019942578993363514]
2025-07-30 09:16:16,551	test	INFO	====> Epoch: 24
2025-07-30 09:20:05,126	test	INFO	====> Epoch: 25
2025-07-30 09:23:51,113	test	INFO	====> Epoch: 26
2025-07-30 09:27:21,732	test	INFO	Train Epoch: 27 [92%]
2025-07-30 09:27:21,732	test	INFO	[2.3914968967437744, 3.457401990890503, 4.960050106048584, 25.98041343688965, 0.6626256704330444, 1.799747347831726, 0.0, 1400, 0.00019935101461010442]
2025-07-30 09:27:40,225	test	INFO	====> Epoch: 27
2025-07-30 09:31:25,852	test	INFO	====> Epoch: 28
2025-07-30 09:35:14,860	test	INFO	====> Epoch: 29
2025-07-30 09:39:01,049	test	INFO	====> Epoch: 30
2025-07-30 09:42:10,772	test	INFO	Train Epoch: 31 [77%]
2025-07-30 09:42:10,773	test	INFO	[2.2855846881866455, 2.450014352798462, 4.642941474914551, 25.688888549804688, 0.7220066785812378, 1.6248011589050293, 0.0, 1600, 0.00019925135779039958]
2025-07-30 09:42:50,045	test	INFO	====> Epoch: 31
2025-07-30 09:46:37,840	test	INFO	====> Epoch: 32
2025-07-30 09:50:26,613	test	INFO	====> Epoch: 33
2025-07-30 09:54:15,167	test	INFO	====> Epoch: 34
2025-07-30 09:57:01,649	test	INFO	Train Epoch: 35 [62%]
2025-07-30 09:57:01,650	test	INFO	[2.525804281234741, 2.3113038539886475, 3.826836585998535, 24.56623077392578, 0.9666768312454224, 1.6983153820037842, 0.0, 1800, 0.00019915175078976256]
2025-07-30 09:58:04,870	test	INFO	====> Epoch: 35
2025-07-30 10:01:50,139	test	INFO	====> Epoch: 36
2025-07-31 01:33:43,183	test	INFO	{'train': {'log_interval': 200, 'eval_interval': 1000, 'seed': 1234, 'epochs': 1000, 'learning_rate': 0.0002, 'betas': [0.8, 0.99], 'eps': 1e-09, 'batch_size': 32, 'fp16_run': False, 'lr_decay': 0.999875, 'segment_size': 8192, 'init_lr_ratio': 1, 'warmup_epochs': 0, 'c_mel': 45, 'c_kl': 1.0, 'fft_sizes': [384, 683, 171], 'hop_sizes': [30, 60, 10], 'win_lengths': [150, 300, 60], 'window': 'hann_window'}, 'data': {'use_mel_posterior_encoder': True, 'training_files': 'filelists/train.txt.cleaned', 'validation_files': 'filelists/val.txt.cleaned', 'text_cleaners': ['mongolian_cleaners'], 'max_wav_value': 32768.0, 'sampling_rate': 22050, 'filter_length': 1024, 'hop_length': 256, 'win_length': 1024, 'n_mel_channels': 80, 'mel_fmin': 0.0, 'mel_fmax': None, 'add_blank': True, 'n_speakers': 0, 'cleaned_text': True}, 'model': {'model_dir': '/kaggle/working/MB-iSTFT-VITS2/logs/models/test', 'monotonic_align': 'sma_v1', 'use_mel_posterior_encoder': True, 'use_transformer_flows': True, 'transformer_flow_type': 'pre_conv2', 'use_spk_conditioned_encoder': False, 'use_noise_scaled_mas': True, 'use_duration_discriminator': True, 'duration_discriminator_type': 'dur_disc_2', 'ms_istft_vits': False, 'mb_istft_vits': False, 'istft_vits': True, 'subbands': False, 'gen_istft_n_fft': 16, 'gen_istft_hop_size': 4, 'inter_channels': 192, 'hidden_channels': 96, 'filter_channels': 768, 'n_heads': 2, 'n_layers': 3, 'kernel_size': 3, 'p_dropout': 0.1, 'resblock': '1', 'resblock_kernel_sizes': [3, 7, 11], 'resblock_dilation_sizes': [[1, 3, 5], [1, 3, 5], [1, 3, 5]], 'upsample_rates': [8, 8], 'upsample_initial_channel': 256, 'upsample_kernel_sizes': [16, 16], 'n_layers_q': 3, 'use_spectral_norm': False, 'use_sdp': False}, 'model_dir': './logs/models/test'}
2025-07-31 01:33:49,148	test	INFO	Loaded checkpoint './logs/models/test/G_1000.pth' (iteration 20)
2025-07-31 01:33:49,809	test	INFO	Loaded checkpoint './logs/models/test/D_1000.pth' (iteration 20)
2025-07-31 01:33:49,836	test	INFO	Loaded checkpoint './logs/models/test/DUR_1000.pth' (iteration 20)
2025-07-31 01:36:38,454	test	INFO	Train Epoch: 20 [23%]
2025-07-31 01:36:38,455	test	INFO	[1.9656245708465576, 2.8020124435424805, 5.126007080078125, 28.8214054107666, 0.693265974521637, 1.7273637056350708, 0.0, 1000, 0.00019950059330492385]
2025-07-31 01:36:50,857	test	INFO	Saving model and optimizer state at iteration 20 to ./logs/models/test/G_1000.pth
2025-07-31 01:36:51,328	test	INFO	Saving model and optimizer state at iteration 20 to ./logs/models/test/D_1000.pth
2025-07-31 01:36:52,797	test	INFO	Saving model and optimizer state at iteration 20 to ./logs/models/test/DUR_1000.pth
2025-07-31 01:39:42,753	test	INFO	====> Epoch: 20
2025-07-31 01:44:07,580	test	INFO	====> Epoch: 21
2025-07-31 01:48:26,000	test	INFO	====> Epoch: 22
2025-07-31 01:52:30,082	test	INFO	====> Epoch: 23
2025-07-31 01:53:57,495	test	INFO	Train Epoch: 24 [8%]
2025-07-31 01:53:57,496	test	INFO	[2.127068042755127, 2.871854066848755, 5.810014247894287, 27.361814498901367, 0.6673199534416199, 1.4821794033050537, 0.0, 1200, 0.00019940086170989343]
2025-07-31 01:56:34,930	test	INFO	====> Epoch: 24
2025-07-31 02:00:30,524	test	INFO	====> Epoch: 25
2025-07-31 02:04:23,948	test	INFO	====> Epoch: 26
2025-07-31 02:08:01,494	test	INFO	Train Epoch: 27 [92%]
2025-07-31 02:08:01,495	test	INFO	[2.2791748046875, 2.278524875640869, 4.414543628692627, 25.56375503540039, 0.6637109518051147, 1.6679558753967285, 0.0, 1400, 0.00019932609573327815]
2025-07-31 02:08:19,857	test	INFO	====> Epoch: 27
2025-07-31 02:12:09,060	test	INFO	====> Epoch: 28
2025-07-31 02:15:58,373	test	INFO	====> Epoch: 29
2025-07-31 02:19:49,709	test	INFO	====> Epoch: 30
2025-07-31 02:22:59,065	test	INFO	Train Epoch: 31 [77%]
2025-07-31 02:22:59,066	test	INFO	[2.3247153759002686, 2.132840156555176, 4.51497220993042, 24.57917594909668, 0.6860677003860474, 1.6770586967468262, 0.0, 1600, 0.00019922645137067577]
2025-07-31 02:23:38,099	test	INFO	====> Epoch: 31
2025-07-31 02:27:30,813	test	INFO	====> Epoch: 32
2025-07-31 02:31:23,337	test	INFO	====> Epoch: 33
2025-07-31 02:35:14,478	test	INFO	====> Epoch: 34
2025-07-31 02:38:03,011	test	INFO	Train Epoch: 35 [62%]
2025-07-31 02:38:03,011	test	INFO	[2.3587417602539062, 2.3939170837402344, 4.023411273956299, 23.816768646240234, 0.8693028688430786, 1.532321572303772, 0.0, 1800, 0.00019912685682091382]
2025-07-31 02:39:08,283	test	INFO	====> Epoch: 35
2025-07-31 02:42:58,044	test	INFO	====> Epoch: 36
2025-07-31 02:46:47,721	test	INFO	====> Epoch: 37
2025-07-31 02:50:41,508	test	INFO	====> Epoch: 38
2025-07-31 02:53:12,148	test	INFO	Train Epoch: 39 [46%]
2025-07-31 02:53:12,149	test	INFO	[2.847137689590454, 2.577000379562378, 3.732314348220825, 23.85078239440918, 0.7318472862243652, 1.5830132961273193, 0.0, 2000, 0.0001990273120590905]
2025-07-31 02:53:24,319	test	INFO	Saving model and optimizer state at iteration 39 to ./logs/models/test/G_2000.pth
2025-07-31 02:53:24,627	test	INFO	Saving model and optimizer state at iteration 39 to ./logs/models/test/D_2000.pth
2025-07-31 02:53:25,668	test	INFO	Saving model and optimizer state at iteration 39 to ./logs/models/test/DUR_2000.pth
2025-07-31 02:54:52,493	test	INFO	====> Epoch: 39
2025-07-31 02:58:46,400	test	INFO	====> Epoch: 40
2025-07-31 03:02:42,313	test	INFO	====> Epoch: 41
2025-07-31 03:06:35,361	test	INFO	====> Epoch: 42
2025-07-31 03:08:41,188	test	INFO	Train Epoch: 43 [31%]
2025-07-31 03:08:41,189	test	INFO	[2.240980625152588, 2.6449100971221924, 5.176596164703369, 23.96646499633789, 0.6730544567108154, 1.5391364097595215, 0.0, 2200, 0.0001989278170603166]
2025-07-31 03:10:28,904	test	INFO	====> Epoch: 43
2025-07-31 03:14:21,557	test	INFO	====> Epoch: 44
2025-07-31 03:18:13,796	test	INFO	====> Epoch: 45
2025-07-31 03:22:07,257	test	INFO	====> Epoch: 46
2025-07-31 03:23:52,143	test	INFO	Train Epoch: 47 [15%]
2025-07-31 03:23:52,144	test	INFO	[2.2238330841064453, 2.8049025535583496, 5.039942741394043, 25.630708694458008, 0.6492426991462708, 1.378102421760559, 0.0, 2400, 0.00019882837179971516]
2025-07-31 03:26:02,899	test	INFO	====> Epoch: 47
2025-07-31 03:29:54,701	test	INFO	====> Epoch: 48
2025-07-31 03:33:47,362	test	INFO	====> Epoch: 49
2025-07-31 03:37:39,803	test	INFO	====> Epoch: 50
2025-07-31 03:38:58,397	test	INFO	Train Epoch: 51 [0%]
2025-07-31 03:38:58,397	test	INFO	[2.1683993339538574, 2.9971916675567627, 4.997808933258057, 24.057239532470703, 0.6049681901931763, 1.3715147972106934, 0.0, 2600, 0.00019872897625242182]
2025-07-31 03:41:31,741	test	INFO	====> Epoch: 51
2025-07-31 03:45:20,574	test	INFO	====> Epoch: 52
2025-07-31 03:49:07,756	test	INFO	====> Epoch: 53
2025-07-31 03:52:25,294	test	INFO	Train Epoch: 54 [85%]
2025-07-31 03:52:25,295	test	INFO	[2.3753867149353027, 2.1082334518432617, 4.8928751945495605, 24.585691452026367, 0.6043976545333862, 1.514618158340454, 0.0, 2800, 0.00019865446220135974]
2025-07-31 03:52:55,320	test	INFO	====> Epoch: 54
2025-07-31 03:56:42,428	test	INFO	====> Epoch: 55
2025-07-31 04:00:31,013	test	INFO	====> Epoch: 56
2025-07-31 04:04:21,218	test	INFO	====> Epoch: 57
2025-07-31 04:07:21,191	test	INFO	Train Epoch: 58 [69%]
2025-07-31 04:07:21,192	test	INFO	[2.1933226585388184, 2.7472453117370605, 5.024472236633301, 24.471614837646484, 0.6760281920433044, 1.7000283002853394, 0.0, 3000, 0.0001985551535925629]
2025-07-31 04:07:32,544	test	INFO	Saving model and optimizer state at iteration 58 to ./logs/models/test/G_3000.pth
2025-07-31 04:07:32,838	test	INFO	Saving model and optimizer state at iteration 58 to ./logs/models/test/D_3000.pth
2025-07-31 04:07:33,593	test	INFO	Saving model and optimizer state at iteration 58 to ./logs/models/test/DUR_3000.pth
2025-07-31 04:08:25,768	test	INFO	====> Epoch: 58
2025-07-31 04:12:15,264	test	INFO	====> Epoch: 59
2025-07-31 04:16:03,681	test	INFO	====> Epoch: 60
2025-07-31 04:19:51,506	test	INFO	====> Epoch: 61
2025-07-31 04:22:23,166	test	INFO	Train Epoch: 62 [54%]
2025-07-31 04:22:23,167	test	INFO	[2.3404409885406494, 2.313321352005005, 4.312776565551758, 22.600215911865234, 0.6387431621551514, 1.6513184309005737, 0.0, 3200, 0.00019845589462876104]
2025-07-31 04:23:39,509	test	INFO	====> Epoch: 62
2025-07-31 04:27:26,400	test	INFO	====> Epoch: 63
2025-07-31 04:31:13,787	test	INFO	====> Epoch: 64
2025-07-31 04:35:01,018	test	INFO	====> Epoch: 65
2025-07-31 04:37:17,942	test	INFO	Train Epoch: 66 [38%]
2025-07-31 04:37:17,943	test	INFO	[2.3338754177093506, 2.625023126602173, 5.1898651123046875, 23.73768424987793, 0.5567646026611328, 1.5497256517410278, 0.0, 3400, 0.00019835668528513637]
2025-07-31 04:38:51,595	test	INFO	====> Epoch: 66
2025-07-31 04:42:38,881	test	INFO	====> Epoch: 67
2025-07-31 04:46:24,435	test	INFO	====> Epoch: 68
2025-07-31 04:50:10,076	test	INFO	====> Epoch: 69
2025-07-31 04:51:56,551	test	INFO	Train Epoch: 70 [23%]
2025-07-31 04:51:56,552	test	INFO	[2.3850114345550537, 2.6135947704315186, 4.684435844421387, 24.332965850830078, 0.6128116846084595, 1.6240737438201904, 0.0, 3600, 0.00019825752553688343]
2025-07-31 04:53:54,664	test	INFO	====> Epoch: 70
2025-07-31 04:57:39,329	test	INFO	====> Epoch: 71
2025-07-31 05:01:26,527	test	INFO	====> Epoch: 72
2025-07-31 05:05:12,689	test	INFO	====> Epoch: 73
2025-07-31 05:06:40,019	test	INFO	Train Epoch: 74 [8%]
2025-07-31 05:06:40,020	test	INFO	[2.6055848598480225, 2.1285338401794434, 3.722428798675537, 22.468393325805664, 0.6176992058753967, 1.3958958387374878, 0.0, 3800, 0.00019815841535920914]
2025-07-31 05:08:59,246	test	INFO	====> Epoch: 74
2025-07-31 05:12:46,265	test	INFO	====> Epoch: 75
2025-07-31 05:16:32,586	test	INFO	====> Epoch: 76
2025-07-31 05:20:01,667	test	INFO	Train Epoch: 77 [92%]
2025-07-31 05:20:01,668	test	INFO	[2.4883906841278076, 2.1805617809295654, 4.2042670249938965, 22.626026153564453, 0.5748263597488403, 1.4551841020584106, 0.0, 4000, 0.0001980841152417381]
2025-07-31 05:20:14,161	test	INFO	Saving model and optimizer state at iteration 77 to ./logs/models/test/G_4000.pth
2025-07-31 05:20:14,465	test	INFO	Saving model and optimizer state at iteration 77 to ./logs/models/test/D_4000.pth
2025-07-31 05:20:15,239	test	INFO	Saving model and optimizer state at iteration 77 to ./logs/models/test/DUR_4000.pth
2025-07-31 05:20:34,218	test	INFO	====> Epoch: 77
2025-07-31 05:24:22,477	test	INFO	====> Epoch: 78
2025-07-31 05:28:10,902	test	INFO	====> Epoch: 79
2025-07-31 05:32:00,249	test	INFO	====> Epoch: 80
2025-07-31 05:35:05,036	test	INFO	Train Epoch: 81 [77%]
2025-07-31 05:35:05,037	test	INFO	[2.5853583812713623, 2.5286171436309814, 3.2505855560302734, 21.185871124267578, 0.6000915765762329, 1.5434471368789673, 0.0, 4200, 0.00019798509175295552]
2025-07-31 05:35:47,229	test	INFO	====> Epoch: 81
2025-07-31 05:39:32,881	test	INFO	====> Epoch: 82
2025-07-31 05:43:17,711	test	INFO	====> Epoch: 83
2025-07-31 05:47:02,647	test	INFO	====> Epoch: 84
2025-07-31 05:49:46,526	test	INFO	Train Epoch: 85 [62%]
2025-07-31 05:49:46,526	test	INFO	[2.5411624908447266, 2.098858118057251, 3.524306297302246, 21.42824935913086, 0.6031346917152405, 1.4776290655136108, 0.0, 4400, 0.00019788611776663464]
2025-07-31 05:50:50,109	test	INFO	====> Epoch: 85
2025-07-31 05:54:34,214	test	INFO	====> Epoch: 86
2025-07-31 05:58:20,917	test	INFO	====> Epoch: 87
2025-07-31 06:02:07,453	test	INFO	====> Epoch: 88
2025-07-31 06:04:30,642	test	INFO	Train Epoch: 89 [46%]
2025-07-31 06:04:30,643	test	INFO	[2.4000730514526367, 2.2853808403015137, 3.907245635986328, 22.32862091064453, 0.5560649633407593, 1.6621692180633545, 0.0, 4600, 0.0001977871932580289]
2025-07-31 06:05:58,766	test	INFO	====> Epoch: 89
2025-07-31 06:09:49,658	test	INFO	====> Epoch: 90
2025-07-31 06:13:36,541	test	INFO	====> Epoch: 91
2025-07-31 06:17:24,923	test	INFO	====> Epoch: 92
2025-07-31 06:19:27,667	test	INFO	Train Epoch: 93 [31%]
2025-07-31 06:19:27,668	test	INFO	[2.4509809017181396, 2.291219472885132, 4.49265193939209, 22.068666458129883, 0.5733972787857056, 1.486910343170166, 0.0, 4800, 0.00019768831820240408]
2025-07-31 06:21:15,222	test	INFO	====> Epoch: 93
2025-07-31 06:25:02,705	test	INFO	====> Epoch: 94
2025-07-31 06:28:49,324	test	INFO	====> Epoch: 95
2025-07-31 06:32:40,781	test	INFO	====> Epoch: 96
2025-07-31 06:34:21,896	test	INFO	Train Epoch: 97 [15%]
2025-07-31 06:34:21,896	test	INFO	[2.3772034645080566, 2.2649965286254883, 4.523828983306885, 22.64429473876953, 0.5706433057785034, 1.6890593767166138, 0.0, 5000, 0.0001975894925750383]
2025-07-31 06:34:33,771	test	INFO	Saving model and optimizer state at iteration 97 to ./logs/models/test/G_5000.pth
2025-07-31 06:34:34,075	test	INFO	Saving model and optimizer state at iteration 97 to ./logs/models/test/D_5000.pth
2025-07-31 06:34:35,141	test	INFO	Saving model and optimizer state at iteration 97 to ./logs/models/test/DUR_5000.pth
2025-07-31 06:36:46,266	test	INFO	====> Epoch: 97
2025-07-31 06:40:35,728	test	INFO	====> Epoch: 98
2025-07-31 06:44:28,513	test	INFO	====> Epoch: 99
2025-07-31 06:48:18,715	test	INFO	====> Epoch: 100
2025-07-31 06:49:38,880	test	INFO	Train Epoch: 101 [0%]
2025-07-31 06:49:38,881	test	INFO	[2.549609661102295, 2.057654619216919, 3.946938991546631, 22.390897750854492, 0.5150158405303955, 1.535944938659668, 0.0, 5200, 0.00019749071635122203]
2025-07-31 06:52:11,178	test	INFO	====> Epoch: 101
2025-07-31 06:56:01,429	test	INFO	====> Epoch: 102
2025-07-31 06:59:52,238	test	INFO	====> Epoch: 103
2025-07-31 07:03:15,465	test	INFO	Train Epoch: 104 [85%]
2025-07-31 07:03:15,466	test	INFO	[2.3861987590789795, 2.480945348739624, 4.573181629180908, 22.018939971923828, 0.5500229597091675, 1.6277506351470947, 0.0, 5400, 0.0001974166665895819]
2025-07-31 07:03:45,346	test	INFO	====> Epoch: 104
2025-07-31 07:07:34,873	test	INFO	====> Epoch: 105
2025-07-31 07:11:26,120	test	INFO	====> Epoch: 106
2025-07-31 07:15:17,543	test	INFO	====> Epoch: 107
2025-07-31 07:18:19,760	test	INFO	Train Epoch: 108 [69%]
2025-07-31 07:18:19,761	test	INFO	[2.4759371280670166, 2.072383403778076, 3.830291748046875, 21.42949867248535, 0.5675643086433411, 1.7133314609527588, 0.0, 5600, 0.0001973179767625573]
2025-07-31 07:19:11,705	test	INFO	====> Epoch: 108
2025-07-31 07:23:04,074	test	INFO	====> Epoch: 109
2025-07-31 07:26:56,890	test	INFO	====> Epoch: 110
2025-07-31 07:30:48,869	test	INFO	====> Epoch: 111
2025-07-31 07:33:24,651	test	INFO	Train Epoch: 112 [54%]
2025-07-31 07:33:24,651	test	INFO	[2.5076684951782227, 2.306305408477783, 4.269296646118164, 22.388751983642578, 0.5511433482170105, 1.6194669008255005, 0.0, 5800, 0.0001972193362711948]
2025-07-31 07:34:41,552	test	INFO	====> Epoch: 112
2025-07-31 07:38:30,027	test	INFO	====> Epoch: 113
2025-07-31 07:42:18,441	test	INFO	====> Epoch: 114
2025-07-31 07:46:03,500	test	INFO	====> Epoch: 115
2025-07-31 07:48:10,462	test	INFO	Train Epoch: 116 [38%]
2025-07-31 07:48:10,463	test	INFO	[2.4217066764831543, 2.242776870727539, 3.812904119491577, 20.610698699951172, 0.49966540932655334, 1.5443930625915527, 0.0, 6000, 0.0001971207450908312]
2025-07-31 07:48:21,863	test	INFO	Saving model and optimizer state at iteration 116 to ./logs/models/test/G_6000.pth
2025-07-31 07:48:22,233	test	INFO	Saving model and optimizer state at iteration 116 to ./logs/models/test/D_6000.pth
2025-07-31 07:48:23,227	test	INFO	Saving model and optimizer state at iteration 116 to ./logs/models/test/DUR_6000.pth
2025-07-31 07:50:02,711	test	INFO	====> Epoch: 116
2025-07-31 07:53:48,450	test	INFO	====> Epoch: 117
2025-07-31 07:57:32,649	test	INFO	====> Epoch: 118
2025-07-31 08:01:16,309	test	INFO	====> Epoch: 119
2025-07-31 08:03:04,236	test	INFO	Train Epoch: 120 [23%]
2025-07-31 08:03:04,237	test	INFO	[2.6266512870788574, 2.0178945064544678, 3.410848617553711, 20.817426681518555, 0.515114426612854, 1.8253917694091797, 0.0, 6200, 0.00019702220319681561]
2025-07-31 08:05:01,342	test	INFO	====> Epoch: 120
2025-07-31 08:08:44,365	test	INFO	====> Epoch: 121
2025-07-31 08:12:27,954	test	INFO	====> Epoch: 122
2025-07-31 08:16:12,667	test	INFO	====> Epoch: 123
2025-07-31 08:17:37,200	test	INFO	Train Epoch: 124 [8%]
2025-07-31 08:17:37,200	test	INFO	[2.53196382522583, 2.386284828186035, 4.256141185760498, 21.316987991333008, 0.5280811786651611, 1.66410493850708, 0.0, 6400, 0.00019692371056450955]
2025-07-31 08:19:57,553	test	INFO	====> Epoch: 124
2025-07-31 08:23:41,311	test	INFO	====> Epoch: 125
2025-07-31 08:27:31,690	test	INFO	====> Epoch: 126
2025-07-31 08:31:06,095	test	INFO	Train Epoch: 127 [92%]
2025-07-31 08:31:06,096	test	INFO	[2.791898012161255, 2.0775723457336426, 3.4926860332489014, 21.238418579101562, 0.4853513240814209, 1.6464014053344727, 0.0, 6600, 0.00019684987340346216]
2025-07-31 08:31:25,152	test	INFO	====> Epoch: 127
2025-07-31 08:35:16,624	test	INFO	====> Epoch: 128
2025-07-31 08:39:08,462	test	INFO	====> Epoch: 129
2025-07-31 08:43:00,132	test	INFO	====> Epoch: 130
2025-07-31 08:46:08,038	test	INFO	Train Epoch: 131 [77%]
2025-07-31 08:46:08,038	test	INFO	[2.62441086769104, 2.3613321781158447, 4.058440208435059, 21.22226333618164, 0.5122454166412354, 1.6218836307525635, 0.0, 6800, 0.00019675146691989817]
2025-07-31 08:46:48,322	test	INFO	====> Epoch: 131
2025-07-31 08:50:36,642	test	INFO	====> Epoch: 132
2025-07-31 08:54:26,654	test	INFO	====> Epoch: 133
2025-07-31 08:58:13,721	test	INFO	====> Epoch: 134
2025-07-31 09:00:58,695	test	INFO	Train Epoch: 135 [62%]
2025-07-31 09:00:58,696	test	INFO	[2.353578567504883, 2.251875638961792, 4.264575481414795, 20.93303680419922, 0.47837555408477783, 1.7085955142974854, 0.0, 7000, 0.00019665310963035113]
2025-07-31 09:01:09,636	test	INFO	Saving model and optimizer state at iteration 135 to ./logs/models/test/G_7000.pth
2025-07-31 09:01:09,916	test	INFO	Saving model and optimizer state at iteration 135 to ./logs/models/test/D_7000.pth
2025-07-31 09:01:10,812	test	INFO	Saving model and optimizer state at iteration 135 to ./logs/models/test/DUR_7000.pth
2025-08-05 01:31:26,819	test	INFO	{'train': {'log_interval': 200, 'eval_interval': 1000, 'seed': 1234, 'epochs': 1000, 'learning_rate': 0.0002, 'betas': [0.8, 0.99], 'eps': 1e-09, 'batch_size': 32, 'fp16_run': False, 'lr_decay': 0.999875, 'segment_size': 8192, 'init_lr_ratio': 1, 'warmup_epochs': 0, 'c_mel': 45, 'c_kl': 1.0, 'fft_sizes': [384, 683, 171], 'hop_sizes': [30, 60, 10], 'win_lengths': [150, 300, 60], 'window': 'hann_window'}, 'data': {'use_mel_posterior_encoder': True, 'training_files': 'filelists/train.txt.cleaned', 'validation_files': 'filelists/val.txt.cleaned', 'text_cleaners': ['mongolian_cleaners'], 'max_wav_value': 32768.0, 'sampling_rate': 22050, 'filter_length': 1024, 'hop_length': 256, 'win_length': 1024, 'n_mel_channels': 80, 'mel_fmin': 0.0, 'mel_fmax': None, 'add_blank': True, 'n_speakers': 0, 'cleaned_text': True}, 'model': {'model_dir': '/kaggle/working/MB-iSTFT-VITS2/logs/models/test', 'monotonic_align': 'sma_v1', 'use_mel_posterior_encoder': True, 'use_transformer_flows': True, 'transformer_flow_type': 'pre_conv2', 'use_spk_conditioned_encoder': False, 'use_noise_scaled_mas': True, 'use_duration_discriminator': True, 'duration_discriminator_type': 'dur_disc_2', 'ms_istft_vits': False, 'mb_istft_vits': False, 'istft_vits': True, 'subbands': False, 'gen_istft_n_fft': 16, 'gen_istft_hop_size': 4, 'inter_channels': 192, 'hidden_channels': 96, 'filter_channels': 768, 'n_heads': 2, 'n_layers': 3, 'kernel_size': 3, 'p_dropout': 0.1, 'resblock': '1', 'resblock_kernel_sizes': [3, 7, 11], 'resblock_dilation_sizes': [[1, 3, 5], [1, 3, 5], [1, 3, 5]], 'upsample_rates': [8, 8], 'upsample_initial_channel': 256, 'upsample_kernel_sizes': [16, 16], 'n_layers_q': 3, 'use_spectral_norm': False, 'use_sdp': False}, 'model_dir': './logs/models/test'}
2025-08-05 01:31:32,699	test	INFO	Loaded checkpoint './logs/models/test/G_7000.pth' (iteration 135)
2025-08-05 01:31:33,305	test	INFO	Loaded checkpoint './logs/models/test/D_7000.pth' (iteration 135)
2025-08-05 01:31:33,332	test	INFO	Loaded checkpoint './logs/models/test/DUR_7000.pth' (iteration 135)
2025-08-05 01:35:25,612	test	INFO	Train Epoch: 135 [62%]
2025-08-05 01:35:25,613	test	INFO	[2.6416471004486084, 2.127274990081787, 3.719663143157959, 21.127988815307617, 0.4699975252151489, 1.6310991048812866, 0.0, 7000, 0.00019662852799164733]
2025-08-05 01:35:36,507	test	INFO	Saving model and optimizer state at iteration 135 to ./logs/models/test/G_7000.pth
2025-08-05 01:35:36,888	test	INFO	Saving model and optimizer state at iteration 135 to ./logs/models/test/D_7000.pth
2025-08-05 01:35:38,395	test	INFO	Saving model and optimizer state at iteration 135 to ./logs/models/test/DUR_7000.pth
2025-08-05 01:37:01,448	test	INFO	====> Epoch: 135
2025-08-05 01:41:15,020	test	INFO	====> Epoch: 136
2025-08-05 01:45:11,040	test	INFO	====> Epoch: 137
2025-08-05 01:48:58,990	test	INFO	====> Epoch: 138
2025-08-05 01:51:18,708	test	INFO	Train Epoch: 139 [46%]
2025-08-05 01:51:18,709	test	INFO	[2.739175319671631, 2.2061281204223633, 3.912578582763672, 21.5425968170166, 0.5628865957260132, 1.604141116142273, 0.0, 7200, 0.00019653023216003985]
2025-08-05 01:52:47,469	test	INFO	====> Epoch: 139
2025-08-05 01:56:34,241	test	INFO	====> Epoch: 140
2025-08-05 02:00:14,049	test	INFO	====> Epoch: 141
2025-08-05 02:03:56,845	test	INFO	====> Epoch: 142
2025-08-05 02:05:51,634	test	INFO	Train Epoch: 143 [31%]
2025-08-05 02:05:51,635	test	INFO	[2.5129570960998535, 2.2129294872283936, 3.715583086013794, 20.146846771240234, 0.5234112739562988, 1.5569653511047363, 0.0, 7400, 0.0001964319854671337]
2025-08-05 02:07:40,650	test	INFO	====> Epoch: 143
2025-08-05 02:11:22,468	test	INFO	====> Epoch: 144
2025-08-05 02:15:00,284	test	INFO	====> Epoch: 145
2025-08-05 02:18:38,488	test	INFO	====> Epoch: 146
2025-08-05 02:20:09,074	test	INFO	Train Epoch: 147 [15%]
2025-08-05 02:20:09,074	test	INFO	[2.5928714275360107, 2.0175251960754395, 3.470730781555176, 20.357799530029297, 0.5219050645828247, 1.5567798614501953, 0.0, 7600, 0.00019633378788836418]
2025-08-05 02:22:17,838	test	INFO	====> Epoch: 147
2025-08-05 02:25:59,230	test	INFO	====> Epoch: 148
2025-08-05 02:29:38,762	test	INFO	====> Epoch: 149
2025-08-05 02:33:17,397	test	INFO	====> Epoch: 150
2025-08-05 02:34:27,034	test	INFO	Train Epoch: 151 [0%]
2025-08-05 02:34:27,034	test	INFO	[2.4691808223724365, 2.144906997680664, 3.800124406814575, 20.430051803588867, 0.49702444672584534, 1.4956233501434326, 0.0, 7800, 0.00019623563939917877]
2025-08-05 02:36:56,932	test	INFO	====> Epoch: 151
2025-08-05 02:40:37,429	test	INFO	====> Epoch: 152
2025-08-05 02:44:16,863	test	INFO	====> Epoch: 153
2025-08-05 02:47:27,319	test	INFO	Train Epoch: 154 [85%]
2025-08-05 02:47:27,319	test	INFO	[2.649805784225464, 2.1071085929870605, 3.80672287940979, 20.531841278076172, 0.523084819316864, 1.6037907600402832, 0.0, 8000, 0.00019616206023256638]
2025-08-05 02:47:37,221	test	INFO	Saving model and optimizer state at iteration 154 to ./logs/models/test/G_8000.pth
2025-08-05 02:47:37,562	test	INFO	Saving model and optimizer state at iteration 154 to ./logs/models/test/D_8000.pth
2025-08-05 02:47:38,284	test	INFO	Saving model and optimizer state at iteration 154 to ./logs/models/test/DUR_8000.pth
2025-08-05 02:48:06,523	test	INFO	====> Epoch: 154
2025-08-05 02:51:43,762	test	INFO	====> Epoch: 155
2025-08-05 02:55:20,540	test	INFO	====> Epoch: 156
2025-08-05 02:58:58,648	test	INFO	====> Epoch: 157
2025-08-05 03:01:59,096	test	INFO	Train Epoch: 158 [69%]
2025-08-05 03:01:59,096	test	INFO	[2.579768419265747, 2.147030830383301, 3.331496238708496, 19.6187744140625, 0.4969739317893982, 1.5727837085723877, 0.0, 8200, 0.00019606399759111075]
2025-08-05 03:02:50,927	test	INFO	====> Epoch: 158
2025-08-05 03:06:40,674	test	INFO	====> Epoch: 159
2025-08-05 03:10:30,190	test	INFO	====> Epoch: 160
2025-08-05 03:14:21,819	test	INFO	====> Epoch: 161
2025-08-05 03:16:52,770	test	INFO	Train Epoch: 162 [54%]
2025-08-05 03:16:52,771	test	INFO	[2.5656967163085938, 2.073058843612671, 3.719477891921997, 20.46259880065918, 0.5137536525726318, 1.610198974609375, 0.0, 8400, 0.00019596598397178324]
2025-08-05 03:18:10,090	test	INFO	====> Epoch: 162
2025-08-05 03:22:00,078	test	INFO	====> Epoch: 163
2025-08-05 03:25:47,875	test	INFO	====> Epoch: 164
2025-08-05 03:29:35,809	test	INFO	====> Epoch: 165
2025-08-05 03:31:48,028	test	INFO	Train Epoch: 166 [38%]
2025-08-05 03:31:48,029	test	INFO	[2.6556057929992676, 2.0532360076904297, 3.861314535140991, 19.56197166442871, 0.5389214158058167, 1.7225737571716309, 0.0, 8600, 0.0001958680193500774]
2025-08-05 03:33:21,947	test	INFO	====> Epoch: 166
2025-08-05 03:37:06,681	test	INFO	====> Epoch: 167
2025-08-05 03:40:52,281	test	INFO	====> Epoch: 168
2025-08-05 03:44:37,128	test	INFO	====> Epoch: 169
2025-08-05 03:46:25,351	test	INFO	Train Epoch: 170 [23%]
2025-08-05 03:46:25,352	test	INFO	[2.602020740509033, 1.983532190322876, 3.2786247730255127, 19.882503509521484, 0.5059917569160461, 1.6561806201934814, 0.0, 8800, 0.000195770103701499]
2025-08-05 03:48:23,886	test	INFO	====> Epoch: 170
2025-08-05 03:52:11,834	test	INFO	====> Epoch: 171
2025-08-05 03:55:58,289	test	INFO	====> Epoch: 172
2025-08-05 03:59:42,335	test	INFO	====> Epoch: 173
2025-08-05 04:01:06,925	test	INFO	Train Epoch: 174 [8%]
2025-08-05 04:01:06,926	test	INFO	[2.5075738430023193, 2.0715651512145996, 4.109845161437988, 20.48468780517578, 0.5117015838623047, 1.5766454935073853, 0.0, 9000, 0.00019567223700156603]
2025-08-05 04:01:17,903	test	INFO	Saving model and optimizer state at iteration 174 to ./logs/models/test/G_9000.pth
2025-08-05 04:01:18,178	test	INFO	Saving model and optimizer state at iteration 174 to ./logs/models/test/D_9000.pth
2025-08-05 04:01:19,095	test	INFO	Saving model and optimizer state at iteration 174 to ./logs/models/test/DUR_9000.pth
2025-08-05 04:03:38,225	test	INFO	====> Epoch: 174
2025-08-05 04:07:21,704	test	INFO	====> Epoch: 175
2025-08-05 04:11:04,727	test	INFO	====> Epoch: 176
2025-08-05 04:14:27,444	test	INFO	Train Epoch: 177 [92%]
2025-08-05 04:14:27,445	test	INFO	[2.6804802417755127, 2.1516778469085693, 4.191956996917725, 20.505977630615234, 0.4566020369529724, 1.836585521697998, 0.0, 9200, 0.00019559886908444434]
2025-08-05 04:14:47,484	test	INFO	====> Epoch: 177
2025-08-05 04:18:26,001	test	INFO	====> Epoch: 178
2025-08-05 04:22:01,856	test	INFO	====> Epoch: 179
2025-08-05 04:25:38,626	test	INFO	====> Epoch: 180
2025-08-05 04:28:35,125	test	INFO	Train Epoch: 181 [77%]
2025-08-05 04:28:35,125	test	INFO	[2.4594314098358154, 2.4892454147338867, 4.455545425415039, 20.477157592773438, 0.5028854608535767, 1.607441782951355, 0.0, 9400, 0.000195501087985768]
2025-08-05 04:29:14,563	test	INFO	====> Epoch: 181
2025-08-05 04:32:52,387	test	INFO	====> Epoch: 182
2025-08-05 04:36:31,040	test	INFO	====> Epoch: 183
2025-08-05 04:40:06,619	test	INFO	====> Epoch: 184
2025-08-05 04:42:45,054	test	INFO	Train Epoch: 185 [62%]
2025-08-05 04:42:45,054	test	INFO	[2.5319314002990723, 2.2680299282073975, 3.647360324859619, 19.988113403320312, 0.5179519653320312, 1.5068033933639526, 0.0, 9600, 0.0001954033557684748]
2025-08-05 04:43:44,382	test	INFO	====> Epoch: 185
2025-08-05 04:47:19,766	test	INFO	====> Epoch: 186
2025-08-05 04:50:55,017	test	INFO	====> Epoch: 187
2025-08-05 04:54:30,539	test	INFO	====> Epoch: 188
2025-08-05 04:56:44,147	test	INFO	Train Epoch: 189 [46%]
2025-08-05 04:56:44,147	test	INFO	[2.6491658687591553, 2.119560956954956, 3.822805404663086, 20.206140518188477, 0.5193471908569336, 1.6161415576934814, 0.0, 9800, 0.00019530567240812858]
2025-08-05 04:58:10,596	test	INFO	====> Epoch: 189
2025-08-05 05:01:49,133	test	INFO	====> Epoch: 190
2025-08-05 05:05:30,305	test	INFO	====> Epoch: 191
2025-08-05 05:09:09,202	test	INFO	====> Epoch: 192
2025-08-05 05:11:03,413	test	INFO	Train Epoch: 193 [31%]
2025-08-05 05:11:03,414	test	INFO	[2.478689193725586, 2.314779281616211, 4.181034088134766, 20.31623077392578, 0.46846258640289307, 1.5101802349090576, 0.0, 10000, 0.0001952080378803055]
2025-08-05 05:11:13,536	test	INFO	Saving model and optimizer state at iteration 193 to ./logs/models/test/G_10000.pth
2025-08-05 05:11:13,808	test	INFO	Saving model and optimizer state at iteration 193 to ./logs/models/test/D_10000.pth
2025-08-05 05:11:14,704	test	INFO	Saving model and optimizer state at iteration 193 to ./logs/models/test/DUR_10000.pth
2025-08-05 05:13:00,247	test	INFO	====> Epoch: 193
2025-08-05 05:16:39,519	test	INFO	====> Epoch: 194
2025-08-05 05:20:18,868	test	INFO	====> Epoch: 195
2025-08-05 05:23:56,645	test	INFO	====> Epoch: 196
2025-08-05 05:25:28,183	test	INFO	Train Epoch: 197 [15%]
2025-08-05 05:25:28,184	test	INFO	[2.6134955883026123, 2.067080020904541, 4.091482639312744, 20.136301040649414, 0.46623557806015015, 1.619112491607666, 0.0, 10200, 0.00019511045216059385]
2025-08-05 05:27:36,584	test	INFO	====> Epoch: 197
2025-08-05 05:31:15,926	test	INFO	====> Epoch: 198
2025-08-05 05:34:54,174	test	INFO	====> Epoch: 199
2025-08-05 05:38:30,122	test	INFO	====> Epoch: 200
2025-08-05 05:39:39,397	test	INFO	Train Epoch: 201 [0%]
2025-08-05 05:39:39,398	test	INFO	[2.476996421813965, 2.1436283588409424, 4.032958507537842, 19.478801727294922, 0.5170520544052124, 1.6105341911315918, 0.0, 10400, 0.00019501291522459419]
2025-08-05 05:42:06,662	test	INFO	====> Epoch: 201
2025-08-05 05:45:42,811	test	INFO	====> Epoch: 202
2025-08-05 05:49:21,582	test	INFO	====> Epoch: 203
2025-08-05 05:52:30,417	test	INFO	Train Epoch: 204 [85%]
2025-08-05 05:52:30,417	test	INFO	[2.483860731124878, 2.4794540405273438, 4.472625732421875, 21.356765747070312, 0.5004539489746094, 1.6132322549819946, 0.0, 10600, 0.00019493979452223445]
2025-08-05 05:53:00,255	test	INFO	====> Epoch: 204
2025-08-05 05:56:36,558	test	INFO	====> Epoch: 205
2025-08-05 06:00:13,774	test	INFO	====> Epoch: 206
2025-08-05 06:03:53,742	test	INFO	====> Epoch: 207
2025-08-05 06:06:40,609	test	INFO	Train Epoch: 208 [69%]
2025-08-05 06:06:40,610	test	INFO	[2.7026138305664062, 1.9693485498428345, 4.192020416259766, 20.380239486694336, 0.4474179148674011, 1.561622977256775, 0.0, 10800, 0.0001948423428990561]
2025-08-05 06:07:31,148	test	INFO	====> Epoch: 208
2025-08-05 06:11:09,991	test	INFO	====> Epoch: 209
2025-08-05 06:14:46,483	test	INFO	====> Epoch: 210
2025-08-05 06:18:25,830	test	INFO	====> Epoch: 211
2025-08-05 06:20:52,730	test	INFO	Train Epoch: 212 [54%]
2025-08-05 06:20:52,731	test	INFO	[2.485226631164551, 2.2649717330932617, 4.22634744644165, 19.814529418945312, 0.48575425148010254, 1.5111013650894165, 0.0, 11000, 0.000194744939992554]
2025-08-05 06:21:03,034	test	INFO	Saving model and optimizer state at iteration 212 to ./logs/models/test/G_11000.pth
2025-08-05 06:21:03,322	test	INFO	Saving model and optimizer state at iteration 212 to ./logs/models/test/D_11000.pth
2025-08-05 06:21:04,011	test	INFO	Saving model and optimizer state at iteration 212 to ./logs/models/test/DUR_11000.pth
2025-08-05 06:22:15,021	test	INFO	====> Epoch: 212
2025-08-05 06:25:54,194	test	INFO	====> Epoch: 213
2025-08-05 06:29:31,491	test	INFO	====> Epoch: 214
2025-08-05 06:33:09,704	test	INFO	====> Epoch: 215
2025-08-05 06:35:14,318	test	INFO	Train Epoch: 216 [38%]
2025-08-05 06:35:14,318	test	INFO	[2.721843957901001, 1.9794671535491943, 4.144385814666748, 20.223987579345703, 0.4896424412727356, 1.6866730451583862, 0.0, 11200, 0.00019464758577837445]
2025-08-05 06:36:48,189	test	INFO	====> Epoch: 216
2025-08-05 06:40:26,440	test	INFO	====> Epoch: 217
2025-08-05 06:44:04,685	test	INFO	====> Epoch: 218
2025-08-05 06:47:44,018	test	INFO	====> Epoch: 219
2025-08-05 06:49:24,971	test	INFO	Train Epoch: 220 [23%]
2025-08-05 06:49:24,971	test	INFO	[2.6293091773986816, 2.106461524963379, 4.066051483154297, 20.403671264648438, 0.42914146184921265, 1.7381436824798584, 0.0, 11400, 0.00019455028023217577]
2025-08-05 06:51:22,150	test	INFO	====> Epoch: 220
2025-08-05 06:55:00,913	test	INFO	====> Epoch: 221
2025-08-05 06:58:37,270	test	INFO	====> Epoch: 222
2025-08-05 07:02:14,571	test	INFO	====> Epoch: 223
2025-08-05 07:03:34,577	test	INFO	Train Epoch: 224 [8%]
2025-08-05 07:03:34,578	test	INFO	[2.773900032043457, 2.076075792312622, 4.250208854675293, 20.74651336669922, 0.453263521194458, 1.7728427648544312, 0.0, 11600, 0.00019445302332962857]
2025-08-05 07:05:54,582	test	INFO	====> Epoch: 224
2025-08-05 07:09:32,575	test	INFO	====> Epoch: 225
2025-08-05 07:13:09,488	test	INFO	====> Epoch: 226
2025-08-05 07:16:28,252	test	INFO	Train Epoch: 227 [92%]
2025-08-05 07:16:28,252	test	INFO	[2.655961275100708, 2.3687145709991455, 3.873485565185547, 20.000734329223633, 0.512011706829071, 1.4993228912353516, 0.0, 11800, 0.00019438011256048564]
2025-08-05 07:16:47,639	test	INFO	====> Epoch: 227
2025-08-05 07:20:23,794	test	INFO	====> Epoch: 228
2025-08-05 07:24:01,123	test	INFO	====> Epoch: 229
2025-08-05 07:27:38,016	test	INFO	====> Epoch: 230
2025-08-05 07:30:38,160	test	INFO	Train Epoch: 231 [77%]
2025-08-05 07:30:38,161	test	INFO	[2.541431188583374, 2.3340110778808594, 4.815236568450928, 21.05251693725586, 0.4996907413005829, 1.5989941358566284, 0.0, 12000, 0.00019428294072582235]
2025-08-05 07:30:48,250	test	INFO	Saving model and optimizer state at iteration 231 to ./logs/models/test/G_12000.pth
2025-08-05 07:30:48,544	test	INFO	Saving model and optimizer state at iteration 231 to ./logs/models/test/D_12000.pth
2025-08-05 07:30:49,398	test	INFO	Saving model and optimizer state at iteration 231 to ./logs/models/test/DUR_12000.pth
2025-08-05 07:31:28,169	test	INFO	====> Epoch: 231
2025-08-05 07:35:07,109	test	INFO	====> Epoch: 232
2025-08-05 07:38:43,833	test	INFO	====> Epoch: 233
2025-08-05 07:42:19,537	test	INFO	====> Epoch: 234
2025-08-05 07:44:57,487	test	INFO	Train Epoch: 235 [62%]
2025-08-05 07:44:57,488	test	INFO	[2.7038631439208984, 2.1038551330566406, 4.154189586639404, 20.232786178588867, 0.4687941074371338, 1.4279340505599976, 0.0, 12200, 0.0001941858174679673]
2025-08-05 07:45:58,079	test	INFO	====> Epoch: 235
2025-08-05 07:49:35,493	test	INFO	====> Epoch: 236
2025-08-05 07:53:11,645	test	INFO	====> Epoch: 237
2025-08-05 07:56:48,200	test	INFO	====> Epoch: 238
2025-08-05 07:59:04,320	test	INFO	Train Epoch: 239 [46%]
2025-08-05 07:59:04,321	test	INFO	[2.4367289543151855, 2.232133150100708, 4.658703804016113, 20.180450439453125, 0.47908321022987366, 1.6315973997116089, 0.0, 12400, 0.00019408874276263664]
2025-08-05 08:00:25,853	test	INFO	====> Epoch: 239
2025-08-05 08:04:03,930	test	INFO	====> Epoch: 240
2025-08-05 08:07:41,905	test	INFO	====> Epoch: 241
2025-08-05 08:11:17,714	test	INFO	====> Epoch: 242
2025-08-05 08:13:10,815	test	INFO	Train Epoch: 243 [31%]
2025-08-05 08:13:10,816	test	INFO	[2.5637245178222656, 2.308986186981201, 4.052617073059082, 20.066442489624023, 0.5026495456695557, 1.6135369539260864, 0.0, 12600, 0.00019399171658555865]
2025-08-05 08:14:54,253	test	INFO	====> Epoch: 243
2025-08-05 08:18:30,140	test	INFO	====> Epoch: 244
2025-08-05 08:22:07,291	test	INFO	====> Epoch: 245
2025-08-05 08:25:43,424	test	INFO	====> Epoch: 246
2025-08-05 08:27:12,869	test	INFO	Train Epoch: 247 [15%]
2025-08-05 08:27:12,870	test	INFO	[2.623936414718628, 2.1072592735290527, 4.314187049865723, 20.27657699584961, 0.48024851083755493, 1.6626585721969604, 0.0, 12800, 0.00019389473891247375]
2025-08-05 08:29:21,200	test	INFO	====> Epoch: 247
2025-08-05 08:32:56,593	test	INFO	====> Epoch: 248
2025-08-05 08:36:31,502	test	INFO	====> Epoch: 249
2025-08-05 08:40:07,005	test	INFO	====> Epoch: 250
2025-08-05 08:41:14,862	test	INFO	Train Epoch: 251 [0%]
2025-08-05 08:41:14,863	test	INFO	[2.5391082763671875, 2.487997055053711, 4.402265548706055, 19.362823486328125, 0.4906901717185974, 1.7380026578903198, 0.0, 13000, 0.0001937978097191345]
2025-08-05 08:41:24,684	test	INFO	Saving model and optimizer state at iteration 251 to ./logs/models/test/G_13000.pth
2025-08-05 08:41:24,987	test	INFO	Saving model and optimizer state at iteration 251 to ./logs/models/test/D_13000.pth
2025-08-05 08:41:25,734	test	INFO	Saving model and optimizer state at iteration 251 to ./logs/models/test/DUR_13000.pth
2025-08-05 08:43:53,976	test	INFO	====> Epoch: 251
2025-08-05 08:47:31,224	test	INFO	====> Epoch: 252
2025-08-05 08:51:09,435	test	INFO	====> Epoch: 253