Hugging Face's logo

csukuangfj
/
icefall-aishell-transducer-stateless-modified-2022-03-01

K2
English
icefall
transducer
aishell
ASR
stateless transducer
PyTorch
Model card Files Community
icefall-aishell-transducer-stateless-modified-2022-03-01
File size: 21,384 Bytes 
592e43b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
 
2022-03-02 12:05:03,725 INFO [decode.py:421] Decoding started
2022-03-02 12:05:03,725 INFO [decode.py:427] Device: cuda:0
2022-03-02 12:05:04,166 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
2022-03-02 12:05:04,200 INFO [decode.py:434] {'feature_dim': 80, 'encoder_out_dim': 512, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'env_info': {'k2-version': '1.13', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': 'f4fefe4882bc0ae59af951da3f47335d5495ef71', 'k2-git-date': 'Thu Feb 10 15:16:02 2022', 'lhotse-version': '1.0.0.dev+missing.version.file', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'aishell-modified-transducer', 'icefall-git-sha1': '131f087-dirty', 'icefall-git-date': 'Wed Mar 2 11:33:11 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-aishell', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-multi-datasets/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-aishell/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-2-0815224919-75d558775b-mmnv8', 'IP address': '10.177.72.138'}, 'epoch': 64, 'avg': 33, 'exp_dir': PosixPath('transducer_stateless_modified/exp-4'), 'lang_dir': PosixPath('data/lang_char'), 'decoding_method': 'modified_beam_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 100, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('transducer_stateless_modified/exp-4/modified_beam_search'), 'suffix': 'epoch-64-avg-33-beam-4', 'blank_id': 0, 'vocab_size': 4336}
2022-03-02 12:05:04,200 INFO [decode.py:436] About to create model
2022-03-02 12:05:04,931 INFO [decode.py:447] averaging ['transducer_stateless_modified/exp-4/epoch-32.pt', 'transducer_stateless_modified/exp-4/epoch-33.pt', 'transducer_stateless_modified/exp-4/epoch-34.pt', 'transducer_stateless_modified/exp-4/epoch-35.pt', 'transducer_stateless_modified/exp-4/epoch-36.pt', 'transducer_stateless_modified/exp-4/epoch-37.pt', 'transducer_stateless_modified/exp-4/epoch-38.pt', 'transducer_stateless_modified/exp-4/epoch-39.pt', 'transducer_stateless_modified/exp-4/epoch-40.pt', 'transducer_stateless_modified/exp-4/epoch-41.pt', 'transducer_stateless_modified/exp-4/epoch-42.pt', 'transducer_stateless_modified/exp-4/epoch-43.pt', 'transducer_stateless_modified/exp-4/epoch-44.pt', 'transducer_stateless_modified/exp-4/epoch-45.pt', 'transducer_stateless_modified/exp-4/epoch-46.pt', 'transducer_stateless_modified/exp-4/epoch-47.pt', 'transducer_stateless_modified/exp-4/epoch-48.pt', 'transducer_stateless_modified/exp-4/epoch-49.pt', 'transducer_stateless_modified/exp-4/epoch-50.pt', 'transducer_stateless_modified/exp-4/epoch-51.pt', 'transducer_stateless_modified/exp-4/epoch-52.pt', 'transducer_stateless_modified/exp-4/epoch-53.pt', 'transducer_stateless_modified/exp-4/epoch-54.pt', 'transducer_stateless_modified/exp-4/epoch-55.pt', 'transducer_stateless_modified/exp-4/epoch-56.pt', 'transducer_stateless_modified/exp-4/epoch-57.pt', 'transducer_stateless_modified/exp-4/epoch-58.pt', 'transducer_stateless_modified/exp-4/epoch-59.pt', 'transducer_stateless_modified/exp-4/epoch-60.pt', 'transducer_stateless_modified/exp-4/epoch-61.pt', 'transducer_stateless_modified/exp-4/epoch-62.pt', 'transducer_stateless_modified/exp-4/epoch-63.pt', 'transducer_stateless_modified/exp-4/epoch-64.pt']
2022-03-02 12:08:38,508 INFO [decode.py:456] Number of model parameters: 87939824
2022-03-02 12:08:38,508 INFO [asr_datamodule.py:354] About to get test cuts
2022-03-02 12:08:42,452 INFO [decode.py:342] batch 0/?, cuts processed until now is 23
2022-03-02 12:08:47,266 INFO [decode.py:342] batch 2/?, cuts processed until now is 69
2022-03-02 12:08:52,771 INFO [decode.py:342] batch 4/?, cuts processed until now is 99
2022-03-02 12:08:58,556 INFO [decode.py:342] batch 6/?, cuts processed until now is 157
2022-03-02 12:09:04,058 INFO [decode.py:342] batch 8/?, cuts processed until now is 183
2022-03-02 12:09:09,686 INFO [decode.py:342] batch 10/?, cuts processed until now is 225
2022-03-02 12:09:15,075 INFO [decode.py:342] batch 12/?, cuts processed until now is 259
2022-03-02 12:09:20,364 INFO [decode.py:342] batch 14/?, cuts processed until now is 284
2022-03-02 12:09:26,146 INFO [decode.py:342] batch 16/?, cuts processed until now is 318
2022-03-02 12:09:31,851 INFO [decode.py:342] batch 18/?, cuts processed until now is 354
2022-03-02 12:09:37,554 INFO [decode.py:342] batch 20/?, cuts processed until now is 392
2022-03-02 12:09:43,336 INFO [decode.py:342] batch 22/?, cuts processed until now is 436
2022-03-02 12:09:49,136 INFO [decode.py:342] batch 24/?, cuts processed until now is 470
2022-03-02 12:09:54,994 INFO [decode.py:342] batch 26/?, cuts processed until now is 498
2022-03-02 12:10:00,741 INFO [decode.py:342] batch 28/?, cuts processed until now is 532
2022-03-02 12:10:06,448 INFO [decode.py:342] batch 30/?, cuts processed until now is 579
2022-03-02 12:10:11,920 INFO [decode.py:342] batch 32/?, cuts processed until now is 619
2022-03-02 12:10:17,575 INFO [decode.py:342] batch 34/?, cuts processed until now is 665
2022-03-02 12:10:23,260 INFO [decode.py:342] batch 36/?, cuts processed until now is 700
2022-03-02 12:10:29,178 INFO [decode.py:342] batch 38/?, cuts processed until now is 735
2022-03-02 12:10:34,862 INFO [decode.py:342] batch 40/?, cuts processed until now is 758
2022-03-02 12:10:40,738 INFO [decode.py:342] batch 42/?, cuts processed until now is 803
2022-03-02 12:10:46,405 INFO [decode.py:342] batch 44/?, cuts processed until now is 855
2022-03-02 12:10:52,059 INFO [decode.py:342] batch 46/?, cuts processed until now is 880
2022-03-02 12:10:57,747 INFO [decode.py:342] batch 48/?, cuts processed until now is 907
2022-03-02 12:11:03,582 INFO [decode.py:342] batch 50/?, cuts processed until now is 935
2022-03-02 12:11:09,138 INFO [decode.py:342] batch 52/?, cuts processed until now is 963
2022-03-02 12:11:14,818 INFO [decode.py:342] batch 54/?, cuts processed until now is 1000
2022-03-02 12:11:20,409 INFO [decode.py:342] batch 56/?, cuts processed until now is 1034
2022-03-02 12:11:26,077 INFO [decode.py:342] batch 58/?, cuts processed until now is 1064
2022-03-02 12:11:31,870 INFO [decode.py:342] batch 60/?, cuts processed until now is 1120
2022-03-02 12:11:37,508 INFO [decode.py:342] batch 62/?, cuts processed until now is 1155
2022-03-02 12:11:43,113 INFO [decode.py:342] batch 64/?, cuts processed until now is 1190
2022-03-02 12:11:48,731 INFO [decode.py:342] batch 66/?, cuts processed until now is 1229
2022-03-02 12:11:54,557 INFO [decode.py:342] batch 68/?, cuts processed until now is 1276
2022-03-02 12:12:00,251 INFO [decode.py:342] batch 70/?, cuts processed until now is 1309
2022-03-02 12:12:05,873 INFO [decode.py:342] batch 72/?, cuts processed until now is 1353
2022-03-02 12:12:11,551 INFO [decode.py:342] batch 74/?, cuts processed until now is 1408
2022-03-02 12:12:17,099 INFO [decode.py:342] batch 76/?, cuts processed until now is 1437
2022-03-02 12:12:22,753 INFO [decode.py:342] batch 78/?, cuts processed until now is 1475
2022-03-02 12:12:28,542 INFO [decode.py:342] batch 80/?, cuts processed until now is 1512
2022-03-02 12:12:34,191 INFO [decode.py:342] batch 82/?, cuts processed until now is 1551
2022-03-02 12:12:39,614 INFO [decode.py:342] batch 84/?, cuts processed until now is 1571
2022-03-02 12:12:45,333 INFO [decode.py:342] batch 86/?, cuts processed until now is 1603
2022-03-02 12:12:50,919 INFO [decode.py:342] batch 88/?, cuts processed until now is 1642
2022-03-02 12:12:56,434 INFO [decode.py:342] batch 90/?, cuts processed until now is 1684
2022-03-02 12:13:02,088 INFO [decode.py:342] batch 92/?, cuts processed until now is 1717
2022-03-02 12:13:07,651 INFO [decode.py:342] batch 94/?, cuts processed until now is 1768
2022-03-02 12:13:13,104 INFO [decode.py:342] batch 96/?, cuts processed until now is 1803
2022-03-02 12:13:18,749 INFO [decode.py:342] batch 98/?, cuts processed until now is 1863
2022-03-02 12:13:24,415 INFO [decode.py:342] batch 100/?, cuts processed until now is 1900
2022-03-02 12:13:29,995 INFO [decode.py:342] batch 102/?, cuts processed until now is 1948
2022-03-02 12:13:35,266 INFO [decode.py:342] batch 104/?, cuts processed until now is 1995
2022-03-02 12:13:40,768 INFO [decode.py:342] batch 106/?, cuts processed until now is 2029
2022-03-02 12:13:46,288 INFO [decode.py:342] batch 108/?, cuts processed until now is 2064
2022-03-02 12:13:51,825 INFO [decode.py:342] batch 110/?, cuts processed until now is 2113
2022-03-02 12:13:57,379 INFO [decode.py:342] batch 112/?, cuts processed until now is 2152
2022-03-02 12:14:03,005 INFO [decode.py:342] batch 114/?, cuts processed until now is 2191
2022-03-02 12:14:08,695 INFO [decode.py:342] batch 116/?, cuts processed until now is 2223
2022-03-02 12:14:14,138 INFO [decode.py:342] batch 118/?, cuts processed until now is 2252
2022-03-02 12:14:19,778 INFO [decode.py:342] batch 120/?, cuts processed until now is 2303
2022-03-02 12:14:25,383 INFO [decode.py:342] batch 122/?, cuts processed until now is 2338
2022-03-02 12:14:31,154 INFO [decode.py:342] batch 124/?, cuts processed until now is 2363
2022-03-02 12:14:36,721 INFO [decode.py:342] batch 126/?, cuts processed until now is 2395
2022-03-02 12:14:42,340 INFO [decode.py:342] batch 128/?, cuts processed until now is 2431
2022-03-02 12:14:48,026 INFO [decode.py:342] batch 130/?, cuts processed until now is 2492
2022-03-02 12:14:53,589 INFO [decode.py:342] batch 132/?, cuts processed until now is 2536
2022-03-02 12:14:59,483 INFO [decode.py:342] batch 134/?, cuts processed until now is 2565
2022-03-02 12:15:04,935 INFO [decode.py:342] batch 136/?, cuts processed until now is 2605
2022-03-02 12:15:10,293 INFO [decode.py:342] batch 138/?, cuts processed until now is 2635
2022-03-02 12:15:15,821 INFO [decode.py:342] batch 140/?, cuts processed until now is 2679
2022-03-02 12:15:21,324 INFO [decode.py:342] batch 142/?, cuts processed until now is 2725
2022-03-02 12:15:26,895 INFO [decode.py:342] batch 144/?, cuts processed until now is 2759
2022-03-02 12:15:32,466 INFO [decode.py:342] batch 146/?, cuts processed until now is 2815
2022-03-02 12:15:38,030 INFO [decode.py:342] batch 148/?, cuts processed until now is 2861
2022-03-02 12:15:43,590 INFO [decode.py:342] batch 150/?, cuts processed until now is 2883
2022-03-02 12:15:49,012 INFO [decode.py:342] batch 152/?, cuts processed until now is 2921
2022-03-02 12:15:54,723 INFO [decode.py:342] batch 154/?, cuts processed until now is 2965
2022-03-02 12:16:00,376 INFO [decode.py:342] batch 156/?, cuts processed until now is 2992
2022-03-02 12:16:06,012 INFO [decode.py:342] batch 158/?, cuts processed until now is 3031
2022-03-02 12:16:11,658 INFO [decode.py:342] batch 160/?, cuts processed until now is 3073
2022-03-02 12:16:17,367 INFO [decode.py:342] batch 162/?, cuts processed until now is 3100
2022-03-02 12:16:22,779 INFO [decode.py:342] batch 164/?, cuts processed until now is 3130
2022-03-02 12:16:28,273 INFO [decode.py:342] batch 166/?, cuts processed until now is 3168
2022-03-02 12:16:33,761 INFO [decode.py:342] batch 168/?, cuts processed until now is 3208
2022-03-02 12:16:39,280 INFO [decode.py:342] batch 170/?, cuts processed until now is 3252
2022-03-02 12:16:44,826 INFO [decode.py:342] batch 172/?, cuts processed until now is 3292
2022-03-02 12:16:50,298 INFO [decode.py:342] batch 174/?, cuts processed until now is 3334
2022-03-02 12:16:55,666 INFO [decode.py:342] batch 176/?, cuts processed until now is 3356
2022-03-02 12:17:01,152 INFO [decode.py:342] batch 178/?, cuts processed until now is 3401
2022-03-02 12:17:06,930 INFO [decode.py:342] batch 180/?, cuts processed until now is 3450
2022-03-02 12:17:12,791 INFO [decode.py:342] batch 182/?, cuts processed until now is 3489
2022-03-02 12:17:18,227 INFO [decode.py:342] batch 184/?, cuts processed until now is 3516
2022-03-02 12:17:23,804 INFO [decode.py:342] batch 186/?, cuts processed until now is 3549
2022-03-02 12:17:29,380 INFO [decode.py:342] batch 188/?, cuts processed until now is 3575
2022-03-02 12:17:35,024 INFO [decode.py:342] batch 190/?, cuts processed until now is 3627
2022-03-02 12:17:40,740 INFO [decode.py:342] batch 192/?, cuts processed until now is 3660
2022-03-02 12:17:46,311 INFO [decode.py:342] batch 194/?, cuts processed until now is 3688
2022-03-02 12:17:51,959 INFO [decode.py:342] batch 196/?, cuts processed until now is 3730
2022-03-02 12:17:57,647 INFO [decode.py:342] batch 198/?, cuts processed until now is 3768
2022-03-02 12:18:03,308 INFO [decode.py:342] batch 200/?, cuts processed until now is 3812
2022-03-02 12:18:08,924 INFO [decode.py:342] batch 202/?, cuts processed until now is 3848
2022-03-02 12:18:14,374 INFO [decode.py:342] batch 204/?, cuts processed until now is 3886
2022-03-02 12:18:19,415 INFO [decode.py:342] batch 206/?, cuts processed until now is 3913
2022-03-02 12:18:23,619 INFO [decode.py:342] batch 208/?, cuts processed until now is 3945
2022-03-02 12:18:27,915 INFO [decode.py:342] batch 210/?, cuts processed until now is 3987
2022-03-02 12:18:32,260 INFO [decode.py:342] batch 212/?, cuts processed until now is 4023
2022-03-02 12:18:36,645 INFO [decode.py:342] batch 214/?, cuts processed until now is 4065
2022-03-02 12:18:41,436 INFO [decode.py:342] batch 216/?, cuts processed until now is 4115
2022-03-02 12:18:47,025 INFO [decode.py:342] batch 218/?, cuts processed until now is 4165
2022-03-02 12:18:52,690 INFO [decode.py:342] batch 220/?, cuts processed until now is 4204
2022-03-02 12:18:58,300 INFO [decode.py:342] batch 222/?, cuts processed until now is 4242
2022-03-02 12:19:03,874 INFO [decode.py:342] batch 224/?, cuts processed until now is 4286
2022-03-02 12:19:09,279 INFO [decode.py:342] batch 226/?, cuts processed until now is 4339
2022-03-02 12:19:14,914 INFO [decode.py:342] batch 228/?, cuts processed until now is 4377
2022-03-02 12:19:20,530 INFO [decode.py:342] batch 230/?, cuts processed until now is 4401
2022-03-02 12:19:26,126 INFO [decode.py:342] batch 232/?, cuts processed until now is 4451
2022-03-02 12:19:31,644 INFO [decode.py:342] batch 234/?, cuts processed until now is 4489
2022-03-02 12:19:37,251 INFO [decode.py:342] batch 236/?, cuts processed until now is 4519
2022-03-02 12:19:42,767 INFO [decode.py:342] batch 238/?, cuts processed until now is 4557
2022-03-02 12:19:48,460 INFO [decode.py:342] batch 240/?, cuts processed until now is 4601
2022-03-02 12:19:54,018 INFO [decode.py:342] batch 242/?, cuts processed until now is 4645
2022-03-02 12:20:00,055 INFO [decode.py:342] batch 244/?, cuts processed until now is 4696
2022-03-02 12:20:05,947 INFO [decode.py:342] batch 246/?, cuts processed until now is 4735
2022-03-02 12:20:11,643 INFO [decode.py:342] batch 248/?, cuts processed until now is 4775
2022-03-02 12:20:17,248 INFO [decode.py:342] batch 250/?, cuts processed until now is 4799
2022-03-02 12:20:22,944 INFO [decode.py:342] batch 252/?, cuts processed until now is 4829
2022-03-02 12:20:28,681 INFO [decode.py:342] batch 254/?, cuts processed until now is 4856
2022-03-02 12:20:34,302 INFO [decode.py:342] batch 256/?, cuts processed until now is 4891
2022-03-02 12:20:39,845 INFO [decode.py:342] batch 258/?, cuts processed until now is 4928
2022-03-02 12:20:45,583 INFO [decode.py:342] batch 260/?, cuts processed until now is 4978
2022-03-02 12:20:51,346 INFO [decode.py:342] batch 262/?, cuts processed until now is 5012
2022-03-02 12:20:56,998 INFO [decode.py:342] batch 264/?, cuts processed until now is 5054
2022-03-02 12:21:02,545 INFO [decode.py:342] batch 266/?, cuts processed until now is 5090
2022-03-02 12:21:08,232 INFO [decode.py:342] batch 268/?, cuts processed until now is 5117
2022-03-02 12:21:13,766 INFO [decode.py:342] batch 270/?, cuts processed until now is 5150
2022-03-02 12:21:19,526 INFO [decode.py:342] batch 272/?, cuts processed until now is 5192
2022-03-02 12:21:25,113 INFO [decode.py:342] batch 274/?, cuts processed until now is 5245
2022-03-02 12:21:30,635 INFO [decode.py:342] batch 276/?, cuts processed until now is 5285
2022-03-02 12:21:36,194 INFO [decode.py:342] batch 278/?, cuts processed until now is 5314
2022-03-02 12:21:41,760 INFO [decode.py:342] batch 280/?, cuts processed until now is 5361
2022-03-02 12:21:47,358 INFO [decode.py:342] batch 282/?, cuts processed until now is 5423
2022-03-02 12:21:52,902 INFO [decode.py:342] batch 284/?, cuts processed until now is 5467
2022-03-02 12:21:58,750 INFO [decode.py:342] batch 286/?, cuts processed until now is 5498
2022-03-02 12:22:04,340 INFO [decode.py:342] batch 288/?, cuts processed until now is 5538
2022-03-02 12:22:09,859 INFO [decode.py:342] batch 290/?, cuts processed until now is 5574
2022-03-02 12:22:15,452 INFO [decode.py:342] batch 292/?, cuts processed until now is 5629
2022-03-02 12:22:21,126 INFO [decode.py:342] batch 294/?, cuts processed until now is 5670
2022-03-02 12:22:26,783 INFO [decode.py:342] batch 296/?, cuts processed until now is 5711
2022-03-02 12:22:32,181 INFO [decode.py:342] batch 298/?, cuts processed until now is 5753
2022-03-02 12:22:37,831 INFO [decode.py:342] batch 300/?, cuts processed until now is 5794
2022-03-02 12:22:43,467 INFO [decode.py:342] batch 302/?, cuts processed until now is 5846
2022-03-02 12:22:49,181 INFO [decode.py:342] batch 304/?, cuts processed until now is 5895
2022-03-02 12:22:55,015 INFO [decode.py:342] batch 306/?, cuts processed until now is 5955
2022-03-02 12:23:00,886 INFO [decode.py:342] batch 308/?, cuts processed until now is 5991
2022-03-02 12:23:06,371 INFO [decode.py:342] batch 310/?, cuts processed until now is 6015
2022-03-02 12:23:12,079 INFO [decode.py:342] batch 312/?, cuts processed until now is 6052
2022-03-02 12:23:17,761 INFO [decode.py:342] batch 314/?, cuts processed until now is 6097
2022-03-02 12:23:23,289 INFO [decode.py:342] batch 316/?, cuts processed until now is 6145
2022-03-02 12:23:28,626 INFO [decode.py:342] batch 318/?, cuts processed until now is 6179
2022-03-02 12:23:34,168 INFO [decode.py:342] batch 320/?, cuts processed until now is 6213
2022-03-02 12:23:39,711 INFO [decode.py:342] batch 322/?, cuts processed until now is 6256
2022-03-02 12:23:45,471 INFO [decode.py:342] batch 324/?, cuts processed until now is 6294
2022-03-02 12:23:51,299 INFO [decode.py:342] batch 326/?, cuts processed until now is 6352
2022-03-02 12:23:57,076 INFO [decode.py:342] batch 328/?, cuts processed until now is 6409
2022-03-02 12:24:02,967 INFO [decode.py:342] batch 330/?, cuts processed until now is 6466
2022-03-02 12:24:08,692 INFO [decode.py:342] batch 332/?, cuts processed until now is 6500
2022-03-02 12:24:14,330 INFO [decode.py:342] batch 334/?, cuts processed until now is 6537
2022-03-02 12:24:19,386 INFO [decode.py:342] batch 336/?, cuts processed until now is 6575
2022-03-02 12:24:22,989 INFO [decode.py:342] batch 338/?, cuts processed until now is 6601
2022-03-02 12:24:28,893 INFO [decode.py:342] batch 340/?, cuts processed until now is 6631
2022-03-02 12:24:34,510 INFO [decode.py:342] batch 342/?, cuts processed until now is 6659
2022-03-02 12:24:40,223 INFO [decode.py:342] batch 344/?, cuts processed until now is 6709
2022-03-02 12:24:43,841 INFO [decode.py:342] batch 346/?, cuts processed until now is 6740
2022-03-02 12:24:49,779 INFO [decode.py:342] batch 348/?, cuts processed until now is 6778
2022-03-02 12:24:55,576 INFO [decode.py:342] batch 350/?, cuts processed until now is 6816
2022-03-02 12:24:58,681 INFO [decode.py:342] batch 352/?, cuts processed until now is 6836
2022-03-02 12:25:04,275 INFO [decode.py:342] batch 354/?, cuts processed until now is 6870
2022-03-02 12:25:07,989 INFO [decode.py:342] batch 356/?, cuts processed until now is 6894
2022-03-02 12:25:13,581 INFO [decode.py:342] batch 358/?, cuts processed until now is 6924
2022-03-02 12:25:19,307 INFO [decode.py:342] batch 360/?, cuts processed until now is 6950
2022-03-02 12:25:24,744 INFO [decode.py:342] batch 362/?, cuts processed until now is 6992
2022-03-02 12:25:29,383 INFO [decode.py:342] batch 364/?, cuts processed until now is 7018
2022-03-02 12:25:35,014 INFO [decode.py:342] batch 366/?, cuts processed until now is 7046
2022-03-02 12:25:40,454 INFO [decode.py:342] batch 368/?, cuts processed until now is 7073
2022-03-02 12:25:46,022 INFO [decode.py:342] batch 370/?, cuts processed until now is 7113
2022-03-02 12:25:50,878 INFO [decode.py:342] batch 372/?, cuts processed until now is 7146
2022-03-02 12:25:56,413 INFO [decode.py:342] batch 374/?, cuts processed until now is 7172
2022-03-02 12:25:57,964 INFO [utils.py:406] [test-beam_4] %WER 5.02% [5264 / 104765, 102 ins, 310 del, 4852 sub ]
2022-03-02 12:25:58,616 INFO [decode.py:375] Wrote detailed error stats to transducer_stateless_modified/exp-4/modified_beam_search/errs-test-beam_4-epoch-64-avg-33-beam-4.txt
2022-03-02 12:25:58,617 INFO [decode.py:392] 
For test, CER of different settings are:
beam_4	5.02	best for test

2022-03-02 12:25:58,626 INFO [decode.py:479] Done!