Commit
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Parent(s):
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Update results.
Browse files- README.md +11 -11
- exp/pretrained.pt +1 -1
- log/{errs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt → errs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt} +0 -0
- log/{errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
- log/{errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt} +0 -0
- log/{errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt} +0 -0
- log/{errs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt → errs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt} +0 -0
- log/{errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
- log/{errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt} +0 -0
- log/{errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt} +0 -0
- log/{log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-1-2022-02-07-11-20-50 → log-decode-epoch-63-avg-19-context-2-max-sym-per-frame-1-2022-02-08-01-39-38} +25 -25
- log/{log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-2-2022-02-07-11-33-21 → log-decode-epoch-63-avg-19-context-2-max-sym-per-frame-2-2022-02-08-01-46-49} +25 -25
- log/{log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-3-2022-02-07-11-46-48 → log-decode-epoch-63-avg-19-context-2-max-sym-per-frame-3-2022-02-08-01-54-23} +25 -25
- log/log-decode-epoch-96118-avg-1-beam-4-2022-02-07-14-33-50 +0 -233
- log/log-decode-epoch-96319-avg-1-beam-4-2022-02-08-15-02-46 +233 -0
- log/{recogs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt → recogs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt} +0 -0
- log/{recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
- log/{recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt} +0 -0
- log/{recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt} +0 -0
- log/{recogs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt → recogs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt} +0 -0
- log/{recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
- log/{recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt} +0 -0
- log/{recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt} +0 -0
README.md
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**Catuion**: You have to run `git lfs pull`. Otherwise, you will be SAD later.
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-
The model in this repo is trained using the commit `
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You can use
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```
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git clone https://github.com/k2-fsa/icefall
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cd icefall
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git checkout
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```
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to download `icefall`.
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You can find the model information by visiting <https://github.com/k2-fsa/icefall/blob/
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In short, the encoder is a Conformer model with 8 heads, 12 encoder layers, 512-dim attention, 2048-dim feedforward;
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the decoder contains a 1024-dim embedding layer and a Conv1d with kernel size 2.
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The command for decoding is:
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```
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epoch=
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avg=
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## greedy search
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for sym in 1 2 3; do
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| | test-clean | test-other | comment |
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|-------------------------------------|------------|------------|------------------------------------------|
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| greedy search (max sym per frame 1) | 2.
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| greedy search (max sym per frame 2) | 2.
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| greedy search (max sym per frame 3) | 2.
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| modified beam search (beam size 4) | 2.67 | 6.
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# File description
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`exp/pretrained.pt` is generated by the following command:
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```
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./transducer_stateless/export.py \
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--epoch
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--avg
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--bpe-model data/lang_bpe_500/bpe.model \
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--exp-dir transducer_stateless/exp-full
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```
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**Catuion**: You have to run `git lfs pull`. Otherwise, you will be SAD later.
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+
The model in this repo is trained using the commit `a8150021e01d34ecbd6198fe03a57eacf47a16f2`.
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You can use
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```
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git clone https://github.com/k2-fsa/icefall
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cd icefall
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git checkout a8150021e01d34ecbd6198fe03a57eacf47a16f2
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```
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to download `icefall`.
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You can find the model information by visiting <https://github.com/k2-fsa/icefall/blob/a8150021e01d34ecbd6198fe03a57eacf47a16f2/egs/librispeech/ASR/transducer_stateless/train.py#L198>.
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In short, the encoder is a Conformer model with 8 heads, 12 encoder layers, 512-dim attention, 2048-dim feedforward;
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the decoder contains a 1024-dim embedding layer and a Conv1d with kernel size 2.
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The command for decoding is:
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```
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epoch=63
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avg=19
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## greedy search
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for sym in 1 2 3; do
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| | test-clean | test-other | comment |
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|-------------------------------------|------------|------------|------------------------------------------|
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| greedy search (max sym per frame 1) | 2.67 | 6.67 | --epoch 63, --avg 19, --max-duration 100 |
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| greedy search (max sym per frame 2) | 2.67 | 6.67 | --epoch 63, --avg 19, --max-duration 100 |
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| greedy search (max sym per frame 3) | 2.67 | 6.67 | --epoch 63, --avg 19, --max-duration 100 |
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| modified beam search (beam size 4) | 2.67 | 6.57 | --epoch 63, --avg 19, --max-duration 100 |
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# File description
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`exp/pretrained.pt` is generated by the following command:
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```
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./transducer_stateless/export.py \
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--epoch 63 \
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--avg 19 \
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--bpe-model data/lang_bpe_500/bpe.model \
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--exp-dir transducer_stateless/exp-full
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```
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exp/pretrained.pt
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log/{errs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt → errs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt}
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log/{errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt}
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See raw diff
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log/{errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt}
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See raw diff
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log/{errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt}
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See raw diff
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log/{errs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt → errs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt}
RENAMED
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See raw diff
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log/{errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt}
RENAMED
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The diff for this file is too large to render.
See raw diff
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log/{errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt}
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See raw diff
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log/{errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt}
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The diff for this file is too large to render.
See raw diff
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log/{log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-1-2022-02-07-11-20-50 → log-decode-epoch-63-avg-19-context-2-max-sym-per-frame-1-2022-02-08-01-39-38}
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2022-02-08 01:39:38,245 INFO [decode.py:414] Decoding started
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2022-02-08 01:39:38,246 INFO [decode.py:420] Device: cuda:0
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2022-02-08 01:39:38,263 INFO [decode.py:429] {'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': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', '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': 'rnnt-modified', 'icefall-git-sha1': '45866f9-clean', 'icefall-git-date': 'Mon Feb 7 16:39:39 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-4-0809194600-d77fc9b88-4vzzq', 'IP address': '10.48.16.137'}, 'epoch': 63, 'avg': 19, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 1, 'full_libri': True, '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/exp-full/greedy_search'), 'suffix': 'epoch-63-avg-19-context-2-max-sym-per-frame-1', 'blank_id': 0, 'vocab_size': 500}
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2022-02-08 01:39:38,264 INFO [decode.py:431] About to create model
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2022-02-08 01:39:38,962 INFO [decode.py:442] averaging ['transducer_stateless/exp-full/epoch-45.pt', 'transducer_stateless/exp-full/epoch-46.pt', 'transducer_stateless/exp-full/epoch-47.pt', 'transducer_stateless/exp-full/epoch-48.pt', 'transducer_stateless/exp-full/epoch-49.pt', 'transducer_stateless/exp-full/epoch-50.pt', 'transducer_stateless/exp-full/epoch-51.pt', 'transducer_stateless/exp-full/epoch-52.pt', 'transducer_stateless/exp-full/epoch-53.pt', 'transducer_stateless/exp-full/epoch-54.pt', 'transducer_stateless/exp-full/epoch-55.pt', 'transducer_stateless/exp-full/epoch-56.pt', 'transducer_stateless/exp-full/epoch-57.pt', 'transducer_stateless/exp-full/epoch-58.pt', 'transducer_stateless/exp-full/epoch-59.pt', 'transducer_stateless/exp-full/epoch-60.pt', 'transducer_stateless/exp-full/epoch-61.pt', 'transducer_stateless/exp-full/epoch-62.pt', 'transducer_stateless/exp-full/epoch-63.pt']
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2022-02-08 01:40:10,540 INFO [decode.py:451] Number of model parameters: 84007924
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2022-02-08 01:40:10,540 INFO [asr_datamodule.py:379] About to get test-clean cuts
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2022-02-08 01:40:10,764 INFO [asr_datamodule.py:384] About to get test-other cuts
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2022-02-08 01:40:12,354 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
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2022-02-08 01:41:45,227 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
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2022-02-08 01:43:15,493 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
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2022-02-08 01:43:24,057 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt
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2022-02-08 01:43:24,149 INFO [utils.py:404] [test-clean-greedy_search] %WER 2.67% [1405 / 52576, 138 ins, 119 del, 1148 sub ]
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2022-02-08 01:43:24,446 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt
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2022-02-08 01:43:24,453 INFO [decode.py:386]
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For test-clean, WER of different settings are:
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greedy_search 2.67 best for test-clean
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2022-02-08 01:43:26,082 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
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2022-02-08 01:44:59,868 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
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2022-02-08 01:46:31,568 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
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2022-02-08 01:46:36,878 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt
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2022-02-08 01:46:36,985 INFO [utils.py:404] [test-other-greedy_search] %WER 6.67% [3492 / 52343, 378 ins, 310 del, 2804 sub ]
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2022-02-08 01:46:37,251 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt
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2022-02-08 01:46:37,258 INFO [decode.py:386]
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For test-other, WER of different settings are:
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greedy_search 6.67 best for test-other
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2022-02-08 01:46:37,259 INFO [decode.py:478] Done!
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2022-02-08 01:46:49,780 INFO [decode.py:414] Decoding started
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2022-02-08 01:46:49,780 INFO [decode.py:420] Device: cuda:0
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+
2022-02-08 01:46:49,858 INFO [decode.py:429] {'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': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', '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': 'rnnt-modified', 'icefall-git-sha1': '45866f9-clean', 'icefall-git-date': 'Mon Feb 7 16:39:39 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-4-0809194600-d77fc9b88-4vzzq', 'IP address': '10.48.16.137'}, 'epoch': 63, 'avg': 19, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 2, 'full_libri': True, '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/exp-full/greedy_search'), 'suffix': 'epoch-63-avg-19-context-2-max-sym-per-frame-2', 'blank_id': 0, 'vocab_size': 500}
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| 4 |
+
2022-02-08 01:46:49,859 INFO [decode.py:431] About to create model
|
| 5 |
+
2022-02-08 01:46:50,498 INFO [decode.py:442] averaging ['transducer_stateless/exp-full/epoch-45.pt', 'transducer_stateless/exp-full/epoch-46.pt', 'transducer_stateless/exp-full/epoch-47.pt', 'transducer_stateless/exp-full/epoch-48.pt', 'transducer_stateless/exp-full/epoch-49.pt', 'transducer_stateless/exp-full/epoch-50.pt', 'transducer_stateless/exp-full/epoch-51.pt', 'transducer_stateless/exp-full/epoch-52.pt', 'transducer_stateless/exp-full/epoch-53.pt', 'transducer_stateless/exp-full/epoch-54.pt', 'transducer_stateless/exp-full/epoch-55.pt', 'transducer_stateless/exp-full/epoch-56.pt', 'transducer_stateless/exp-full/epoch-57.pt', 'transducer_stateless/exp-full/epoch-58.pt', 'transducer_stateless/exp-full/epoch-59.pt', 'transducer_stateless/exp-full/epoch-60.pt', 'transducer_stateless/exp-full/epoch-61.pt', 'transducer_stateless/exp-full/epoch-62.pt', 'transducer_stateless/exp-full/epoch-63.pt']
|
| 6 |
+
2022-02-08 01:47:17,504 INFO [decode.py:451] Number of model parameters: 84007924
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| 7 |
+
2022-02-08 01:47:17,504 INFO [asr_datamodule.py:379] About to get test-clean cuts
|
| 8 |
+
2022-02-08 01:47:17,712 INFO [asr_datamodule.py:384] About to get test-other cuts
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| 9 |
+
2022-02-08 01:47:19,340 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
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2022-02-08 01:49:02,483 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
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2022-02-08 01:50:38,837 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
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+
2022-02-08 01:50:48,140 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt
|
| 13 |
+
2022-02-08 01:50:48,222 INFO [utils.py:404] [test-clean-greedy_search] %WER 2.67% [1406 / 52576, 139 ins, 119 del, 1148 sub ]
|
| 14 |
+
2022-02-08 01:50:48,462 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt
|
| 15 |
+
2022-02-08 01:50:48,469 INFO [decode.py:386]
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For test-clean, WER of different settings are:
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+
greedy_search 2.67 best for test-clean
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2022-02-08 01:50:50,077 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
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2022-02-08 01:52:28,139 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
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2022-02-08 01:54:04,541 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
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2022-02-08 01:54:10,073 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt
|
| 23 |
+
2022-02-08 01:54:10,179 INFO [utils.py:404] [test-other-greedy_search] %WER 6.67% [3491 / 52343, 381 ins, 308 del, 2802 sub ]
|
| 24 |
+
2022-02-08 01:54:10,446 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt
|
| 25 |
+
2022-02-08 01:54:10,453 INFO [decode.py:386]
|
| 26 |
For test-other, WER of different settings are:
|
| 27 |
+
greedy_search 6.67 best for test-other
|
| 28 |
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2022-02-08 01:54:10,453 INFO [decode.py:478] Done!
|
log/{log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-3-2022-02-07-11-46-48 → log-decode-epoch-63-avg-19-context-2-max-sym-per-frame-3-2022-02-08-01-54-23}
RENAMED
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For test-clean, WER of different settings are:
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greedy_search 2.
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For test-other, WER of different settings are:
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2022-02-08 01:54:23,773 INFO [decode.py:414] Decoding started
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2022-02-08 01:54:23,774 INFO [decode.py:420] Device: cuda:0
|
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+
2022-02-08 01:54:23,865 INFO [decode.py:429] {'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': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', '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': 'rnnt-modified', 'icefall-git-sha1': '45866f9-clean', 'icefall-git-date': 'Mon Feb 7 16:39:39 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-4-0809194600-d77fc9b88-4vzzq', 'IP address': '10.48.16.137'}, 'epoch': 63, 'avg': 19, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'full_libri': True, '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/exp-full/greedy_search'), 'suffix': 'epoch-63-avg-19-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
|
| 4 |
+
2022-02-08 01:54:23,866 INFO [decode.py:431] About to create model
|
| 5 |
+
2022-02-08 01:54:24,433 INFO [decode.py:442] averaging ['transducer_stateless/exp-full/epoch-45.pt', 'transducer_stateless/exp-full/epoch-46.pt', 'transducer_stateless/exp-full/epoch-47.pt', 'transducer_stateless/exp-full/epoch-48.pt', 'transducer_stateless/exp-full/epoch-49.pt', 'transducer_stateless/exp-full/epoch-50.pt', 'transducer_stateless/exp-full/epoch-51.pt', 'transducer_stateless/exp-full/epoch-52.pt', 'transducer_stateless/exp-full/epoch-53.pt', 'transducer_stateless/exp-full/epoch-54.pt', 'transducer_stateless/exp-full/epoch-55.pt', 'transducer_stateless/exp-full/epoch-56.pt', 'transducer_stateless/exp-full/epoch-57.pt', 'transducer_stateless/exp-full/epoch-58.pt', 'transducer_stateless/exp-full/epoch-59.pt', 'transducer_stateless/exp-full/epoch-60.pt', 'transducer_stateless/exp-full/epoch-61.pt', 'transducer_stateless/exp-full/epoch-62.pt', 'transducer_stateless/exp-full/epoch-63.pt']
|
| 6 |
+
2022-02-08 01:54:47,567 INFO [decode.py:451] Number of model parameters: 84007924
|
| 7 |
+
2022-02-08 01:54:47,568 INFO [asr_datamodule.py:379] About to get test-clean cuts
|
| 8 |
+
2022-02-08 01:54:47,808 INFO [asr_datamodule.py:384] About to get test-other cuts
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| 9 |
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2022-02-08 01:54:49,278 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
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2022-02-08 01:56:24,029 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
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2022-02-08 01:58:01,709 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
|
| 12 |
+
2022-02-08 01:58:11,020 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt
|
| 13 |
+
2022-02-08 01:58:11,102 INFO [utils.py:404] [test-clean-greedy_search] %WER 2.67% [1406 / 52576, 139 ins, 119 del, 1148 sub ]
|
| 14 |
+
2022-02-08 01:58:11,347 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt
|
| 15 |
+
2022-02-08 01:58:11,355 INFO [decode.py:386]
|
| 16 |
For test-clean, WER of different settings are:
|
| 17 |
+
greedy_search 2.67 best for test-clean
|
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|
| 19 |
+
2022-02-08 01:58:12,963 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
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2022-02-08 01:59:51,682 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
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2022-02-08 02:01:27,577 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
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+
2022-02-08 02:01:33,227 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt
|
| 23 |
+
2022-02-08 02:01:33,315 INFO [utils.py:404] [test-other-greedy_search] %WER 6.67% [3492 / 52343, 382 ins, 308 del, 2802 sub ]
|
| 24 |
+
2022-02-08 02:01:33,560 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt
|
| 25 |
+
2022-02-08 02:01:33,568 INFO [decode.py:386]
|
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For test-other, WER of different settings are:
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| 27 |
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greedy_search 6.67 best for test-other
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2022-02-08 02:01:33,568 INFO [decode.py:478] Done!
|
log/log-decode-epoch-96118-avg-1-beam-4-2022-02-07-14-33-50
DELETED
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@@ -1,233 +0,0 @@
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2022-02-07 14:33:50,046 INFO [decode.py:414] Decoding started
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2022-02-07 14:33:50,054 INFO [decode.py:429] {'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': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', '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': 'rnnt-modified', 'icefall-git-sha1': 'e1936fa-clean', 'icefall-git-date': 'Sat Jan 29 23:44:06 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-dev-1-0203142625-9776c46db-pk7w6', 'IP address': '10.177.22.139'}, 'epoch': 96118, 'avg': 1, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'modified_beam_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'full_libri': True, '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/exp-full/modified_beam_search'), 'suffix': 'epoch-96118-avg-1-beam-4', 'blank_id': 0, 'vocab_size': 500}
|
| 4 |
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2022-02-07 14:33:50,055 INFO [decode.py:431] About to create model
|
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-
2022-02-07 14:33:50,988 INFO [checkpoint.py:93] Loading checkpoint from transducer_stateless/exp-full/epoch-96118.pt
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| 6 |
-
2022-02-07 14:33:58,303 INFO [decode.py:451] Number of model parameters: 84007924
|
| 7 |
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2022-02-07 14:33:58,304 INFO [asr_datamodule.py:379] About to get test-clean cuts
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| 8 |
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2022-02-07 14:33:58,527 INFO [asr_datamodule.py:384] About to get test-other cuts
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2022-02-07 14:34:02,999 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
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2022-02-07 14:47:06,433 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt
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2022-02-07 14:47:06,553 INFO [utils.py:404] [test-clean-beam_4] %WER 2.67% [1406 / 52576, 146 ins, 117 del, 1143 sub ]
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2022-02-07 14:47:07,040 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt
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2022-02-07 14:47:07,041 INFO [decode.py:386]
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For test-clean, WER of different settings are:
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beam_4 2.67 best for test-clean
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2022-02-07 15:00:41,894 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt
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2022-02-07 15:00:42,392 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt
|
| 229 |
-
2022-02-07 15:00:42,393 INFO [decode.py:386]
|
| 230 |
-
For test-other, WER of different settings are:
|
| 231 |
-
beam_4 6.64 best for test-other
|
| 232 |
-
|
| 233 |
-
2022-02-07 15:00:42,393 INFO [decode.py:478] Done!
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|
log/log-decode-epoch-96319-avg-1-beam-4-2022-02-08-15-02-46
ADDED
|
@@ -0,0 +1,233 @@
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|
| 1 |
+
2022-02-08 15:02:46,425 INFO [decode.py:414] Decoding started
|
| 2 |
+
2022-02-08 15:02:46,425 INFO [decode.py:420] Device: cuda:0
|
| 3 |
+
2022-02-08 15:02:46,442 INFO [decode.py:429] {'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': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', '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': 'rnnt-modified', 'icefall-git-sha1': '45866f9-clean', 'icefall-git-date': 'Mon Feb 7 16:39:39 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-5-0816110343-9647676d5-sqn62', 'IP address': '10.177.63.199'}, 'epoch': 96319, 'avg': 1, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'modified_beam_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'full_libri': True, '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/exp-full/modified_beam_search'), 'suffix': 'epoch-96319-avg-1-beam-4', 'blank_id': 0, 'vocab_size': 500}
|
| 4 |
+
2022-02-08 15:02:46,442 INFO [decode.py:431] About to create model
|
| 5 |
+
2022-02-08 15:02:46,944 INFO [checkpoint.py:93] Loading checkpoint from transducer_stateless/exp-full/epoch-96319.pt
|
| 6 |
+
2022-02-08 15:02:54,135 INFO [decode.py:451] Number of model parameters: 84007924
|
| 7 |
+
2022-02-08 15:02:54,136 INFO [asr_datamodule.py:379] About to get test-clean cuts
|
| 8 |
+
2022-02-08 15:02:54,361 INFO [asr_datamodule.py:384] About to get test-other cuts
|
| 9 |
+
2022-02-08 15:02:56,476 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
|
| 10 |
+
2022-02-08 15:02:59,592 INFO [decode.py:339] batch 2/?, cuts processed until now is 64
|
| 11 |
+
2022-02-08 15:03:02,556 INFO [decode.py:339] batch 4/?, cuts processed until now is 81
|
| 12 |
+
2022-02-08 15:03:05,702 INFO [decode.py:339] batch 6/?, cuts processed until now is 121
|
| 13 |
+
2022-02-08 15:03:08,593 INFO [decode.py:339] batch 8/?, cuts processed until now is 133
|
| 14 |
+
2022-02-08 15:03:11,594 INFO [decode.py:339] batch 10/?, cuts processed until now is 168
|
| 15 |
+
2022-02-08 15:03:14,417 INFO [decode.py:339] batch 12/?, cuts processed until now is 202
|
| 16 |
+
2022-02-08 15:03:17,794 INFO [decode.py:339] batch 14/?, cuts processed until now is 217
|
| 17 |
+
2022-02-08 15:03:21,310 INFO [decode.py:339] batch 16/?, cuts processed until now is 241
|
| 18 |
+
2022-02-08 15:03:24,757 INFO [decode.py:339] batch 18/?, cuts processed until now is 267
|
| 19 |
+
2022-02-08 15:03:28,155 INFO [decode.py:339] batch 20/?, cuts processed until now is 281
|
| 20 |
+
2022-02-08 15:03:31,318 INFO [decode.py:339] batch 22/?, cuts processed until now is 325
|
| 21 |
+
2022-02-08 15:03:34,541 INFO [decode.py:339] batch 24/?, cuts processed until now is 349
|
| 22 |
+
2022-02-08 15:03:37,793 INFO [decode.py:339] batch 26/?, cuts processed until now is 366
|
| 23 |
+
2022-02-08 15:03:40,934 INFO [decode.py:339] batch 28/?, cuts processed until now is 389
|
| 24 |
+
2022-02-08 15:03:44,377 INFO [decode.py:339] batch 30/?, cuts processed until now is 410
|
| 25 |
+
2022-02-08 15:03:47,827 INFO [decode.py:339] batch 32/?, cuts processed until now is 442
|
| 26 |
+
2022-02-08 15:03:51,072 INFO [decode.py:339] batch 34/?, cuts processed until now is 474
|
| 27 |
+
2022-02-08 15:03:54,243 INFO [decode.py:339] batch 36/?, cuts processed until now is 498
|
| 28 |
+
2022-02-08 15:03:57,450 INFO [decode.py:339] batch 38/?, cuts processed until now is 514
|
| 29 |
+
2022-02-08 15:04:00,771 INFO [decode.py:339] batch 40/?, cuts processed until now is 524
|
| 30 |
+
2022-02-08 15:04:04,013 INFO [decode.py:339] batch 42/?, cuts processed until now is 564
|
| 31 |
+
2022-02-08 15:04:07,387 INFO [decode.py:339] batch 44/?, cuts processed until now is 621
|
| 32 |
+
2022-02-08 15:04:10,900 INFO [decode.py:339] batch 46/?, cuts processed until now is 633
|
| 33 |
+
2022-02-08 15:04:14,314 INFO [decode.py:339] batch 48/?, cuts processed until now is 648
|
| 34 |
+
2022-02-08 15:04:17,652 INFO [decode.py:339] batch 50/?, cuts processed until now is 662
|
| 35 |
+
2022-02-08 15:04:20,921 INFO [decode.py:339] batch 52/?, cuts processed until now is 680
|
| 36 |
+
2022-02-08 15:04:24,268 INFO [decode.py:339] batch 54/?, cuts processed until now is 708
|
| 37 |
+
2022-02-08 15:04:27,477 INFO [decode.py:339] batch 56/?, cuts processed until now is 736
|
| 38 |
+
2022-02-08 15:04:30,715 INFO [decode.py:339] batch 58/?, cuts processed until now is 752
|
| 39 |
+
2022-02-08 15:04:34,088 INFO [decode.py:339] batch 60/?, cuts processed until now is 819
|
| 40 |
+
2022-02-08 15:04:37,236 INFO [decode.py:339] batch 62/?, cuts processed until now is 843
|
| 41 |
+
2022-02-08 15:04:40,590 INFO [decode.py:339] batch 64/?, cuts processed until now is 850
|
| 42 |
+
2022-02-08 15:04:43,748 INFO [decode.py:339] batch 66/?, cuts processed until now is 880
|
| 43 |
+
2022-02-08 15:04:47,185 INFO [decode.py:339] batch 68/?, cuts processed until now is 932
|
| 44 |
+
2022-02-08 15:04:50,488 INFO [decode.py:339] batch 70/?, cuts processed until now is 957
|
| 45 |
+
2022-02-08 15:04:53,646 INFO [decode.py:339] batch 72/?, cuts processed until now is 996
|
| 46 |
+
2022-02-08 15:04:56,948 INFO [decode.py:339] batch 74/?, cuts processed until now is 1064
|
| 47 |
+
2022-02-08 15:05:00,143 INFO [decode.py:339] batch 76/?, cuts processed until now is 1077
|
| 48 |
+
2022-02-08 15:05:03,320 INFO [decode.py:339] batch 78/?, cuts processed until now is 1114
|
| 49 |
+
2022-02-08 15:05:06,457 INFO [decode.py:339] batch 80/?, cuts processed until now is 1141
|
| 50 |
+
2022-02-08 15:05:09,705 INFO [decode.py:339] batch 82/?, cuts processed until now is 1172
|
| 51 |
+
2022-02-08 15:05:12,839 INFO [decode.py:339] batch 84/?, cuts processed until now is 1180
|
| 52 |
+
2022-02-08 15:05:15,950 INFO [decode.py:339] batch 86/?, cuts processed until now is 1199
|
| 53 |
+
2022-02-08 15:05:19,037 INFO [decode.py:339] batch 88/?, cuts processed until now is 1228
|
| 54 |
+
2022-02-08 15:05:22,442 INFO [decode.py:339] batch 90/?, cuts processed until now is 1245
|
| 55 |
+
2022-02-08 15:05:25,551 INFO [decode.py:339] batch 92/?, cuts processed until now is 1267
|
| 56 |
+
2022-02-08 15:05:28,687 INFO [decode.py:339] batch 94/?, cuts processed until now is 1333
|
| 57 |
+
2022-02-08 15:05:31,751 INFO [decode.py:339] batch 96/?, cuts processed until now is 1363
|
| 58 |
+
2022-02-08 15:05:33,588 INFO [decode.py:339] batch 98/?, cuts processed until now is 1378
|
| 59 |
+
2022-02-08 15:05:36,752 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
|
| 60 |
+
2022-02-08 15:05:39,953 INFO [decode.py:339] batch 102/?, cuts processed until now is 1420
|
| 61 |
+
2022-02-08 15:05:43,280 INFO [decode.py:339] batch 104/?, cuts processed until now is 1445
|
| 62 |
+
2022-02-08 15:05:46,530 INFO [decode.py:339] batch 106/?, cuts processed until now is 1468
|
| 63 |
+
2022-02-08 15:05:49,800 INFO [decode.py:339] batch 108/?, cuts processed until now is 1494
|
| 64 |
+
2022-02-08 15:05:53,085 INFO [decode.py:339] batch 110/?, cuts processed until now is 1547
|
| 65 |
+
2022-02-08 15:05:56,315 INFO [decode.py:339] batch 112/?, cuts processed until now is 1582
|
| 66 |
+
2022-02-08 15:05:59,451 INFO [decode.py:339] batch 114/?, cuts processed until now is 1615
|
| 67 |
+
2022-02-08 15:06:02,772 INFO [decode.py:339] batch 116/?, cuts processed until now is 1636
|
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2022-02-08 15:08:58,256 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt
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2022-02-08 15:08:58,328 INFO [utils.py:404] [test-clean-beam_4] %WER 2.67% [1406 / 52576, 142 ins, 118 del, 1146 sub ]
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2022-02-08 15:08:58,652 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt
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beam_4 2.67 best for test-clean
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2022-02-08 15:17:38,816 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt
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2022-02-08 15:17:38,891 INFO [utils.py:404] [test-other-beam_4] %WER 6.57% [3440 / 52343, 374 ins, 297 del, 2769 sub ]
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2022-02-08 15:17:39,114 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt
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2022-02-08 15:17:39,115 INFO [decode.py:386]
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For test-other, WER of different settings are:
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beam_4 6.57 best for test-other
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2022-02-08 15:17:39,115 INFO [decode.py:478] Done!
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log/{recogs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt → recogs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt}
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log/{recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → recogs-test-clean-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt}
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log/{recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt → recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-1.txt}
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log/{recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt → recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-2.txt}
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log/{recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt → recogs-test-other-greedy_search-epoch-63-avg-19-context-2-max-sym-per-frame-3.txt}
RENAMED
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