Commit ·
452ac00
1
Parent(s): e63b79b
Update streaming results and documentation
Browse files- streaming/fast_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt +0 -0
- streaming/fast_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt +0 -0
- streaming/fast_beam_search/{log-decode-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-17-17-41-10 → log-decode-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-19-16-36-16} +193 -193
- streaming/fast_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-17-16-49-23 +0 -114
- streaming/fast_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-17-16-58-25 +0 -288
- streaming/fast_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt +0 -0
- streaming/fast_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt +0 -0
- streaming/fast_beam_search/wer-summary-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt +0 -2
- streaming/fast_beam_search/wer-summary-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt +0 -2
- streaming/greedy_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/greedy_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/greedy_search/{log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-17-17-37-14 → log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-19-16-32-13} +193 -193
- streaming/greedy_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-16-48-52 +0 -114
- streaming/greedy_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-16-55-04 +0 -288
- streaming/greedy_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/greedy_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/greedy_search/wer-summary-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -2
- streaming/greedy_search/wer-summary-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -2
- streaming/modified_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/modified_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/modified_beam_search/{log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-17-17-47-46 → log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-19-16-43-03} +193 -193
- streaming/modified_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-16-49-52 +0 -114
- streaming/modified_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-17-03-31 +0 -288
- streaming/modified_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/modified_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -0
- streaming/modified_beam_search/wer-summary-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -2
- streaming/modified_beam_search/wer-summary-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt +0 -2
streaming/fast_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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streaming/fast_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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streaming/fast_beam_search/{log-decode-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-17-17-41-10 → log-decode-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-19-16-36-16}
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"IP address": "127.0.1.1",
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For test-commonvoice, WER of different settings are:
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beam_4_max_contexts_4_max_states_32 5.57 best for test-commonvoice
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For test-slr72, WER of different settings are:
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beam_4_max_contexts_4_max_states_32 2.18 best for test-slr72
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2025-11-19 16:36:16,478 INFO [streaming_decode.py:677] Decoding started
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2025-11-19 16:36:16,478 INFO [streaming_decode.py:683] Device: cuda:0
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2025-11-19 16:36:16,478 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
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2025-11-19 16:36:16,479 INFO [streaming_decode.py:691] {
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"attention_decoder_attention_dim": 512,
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"attention_decoder_dim": 512,
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"attention_decoder_feedforward_dim": 2048,
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"IP address": "127.0.1.1",
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"hostname": "Bookbot-GPU1",
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"icefall-git-branch": "master",
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"icefall-git-date": "Tue Nov 18 11:24:54 2025",
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"icefall-git-sha1": "2249558e-dirty",
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"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
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"k2-build-type": "Release",
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"k2-git-date": "Thu Jul 25 03:46:03 2024",
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"torch-version": "2.4.0+cu124"
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"epoch": 80,
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"exp_dir": "tmp/zipformer-streaming-robust-es-v0",
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"feature_dim": 80,
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"feedforward_dim": "512,768,768,768,768,768",
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"gap": 1.0,
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"pos_dim": 48,
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"pos_head_dim": "4",
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"res_dir": "tmp/zipformer-streaming-robust-es-v0/streaming/fast_beam_search",
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"reset_interval": 200,
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"return_cuts": true,
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"shuffle": true,
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"vocab_size": 36,
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"warm_step": 2000
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}
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2025-11-19 16:36:16,479 INFO [streaming_decode.py:693] About to create model
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2025-11-19 16:36:16,657 INFO [streaming_decode.py:748] Calculating the averaged model over epoch range from 75 (excluded) to 80
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2025-11-19 16:36:17,581 INFO [streaming_decode.py:769] Number of model parameters: 22795007
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2025-11-19 16:36:17,582 INFO [multidataset.py:83] About to get Spanish Common Voice test cuts
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2025-11-19 16:36:17,582 INFO [multidataset.py:85] Loading Spanish Common Voice in lazy mode
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2025-11-19 16:36:17,582 INFO [multidataset.py:94] About to get SLR72 dataset test cuts
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2025-11-19 16:36:17,582 INFO [multidataset.py:96] Loading SLR72 dataset in lazy mode
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2025-11-19 16:42:40,029 INFO [streaming_decode.py:618] The transcripts are stored in tmp/zipformer-streaming-robust-es-v0/streaming/fast_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-19 16:42:40,389 INFO [utils.py:670] [test-commonvoice-beam_4_max_contexts_4_max_states_32] %WER 5.57% [43361 / 778666, 3133 ins, 32018 del, 8210 sub ]
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2025-11-19 16:42:41,167 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/zipformer-streaming-robust-es-v0/streaming/fast_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-19 16:42:41,167 INFO [streaming_decode.py:641]
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For test-commonvoice, WER of different settings are:
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beam_4_max_contexts_4_max_states_32 5.57 best for test-commonvoice
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2025-11-19 16:43:02,327 INFO [streaming_decode.py:618] The transcripts are stored in tmp/zipformer-streaming-robust-es-v0/streaming/fast_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-19 16:43:02,346 INFO [utils.py:670] [test-slr72-beam_4_max_contexts_4_max_states_32] %WER 2.18% [886 / 40600, 90 ins, 621 del, 175 sub ]
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2025-11-19 16:43:02,394 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/zipformer-streaming-robust-es-v0/streaming/fast_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-16-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-19 16:43:02,395 INFO [streaming_decode.py:641]
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For test-slr72, WER of different settings are:
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beam_4_max_contexts_4_max_states_32 2.18 best for test-slr72
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+
2025-11-19 16:43:02,395 INFO [streaming_decode.py:794] Done!
|
streaming/fast_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-17-16-49-23
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| 1 |
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2025-11-17 16:49:23,429 INFO [streaming_decode.py:677] Decoding started
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2025-11-17 16:49:23,429 INFO [streaming_decode.py:683] Device: cuda:0
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2025-11-17 16:49:23,430 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
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2025-11-17 16:49:23,430 INFO [streaming_decode.py:691] {
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"attention_decoder_attention_dim": 512,
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"attention_decoder_dim": 512,
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"attention_decoder_feedforward_dim": 2048,
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"attention_decoder_num_heads": 8,
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"attention_decoder_num_layers": 6,
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"avg": 5,
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"batch_idx_train": 0,
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"beam": 4,
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"best_train_epoch": -1,
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"best_train_loss": Infinity,
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"best_valid_epoch": -1,
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"best_valid_loss": Infinity,
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"blank_id": 0,
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"bucketing_sampler": true,
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"causal": true,
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"chunk_size": "32",
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"cnn_module_kernel": "31,31,15,15,15,31",
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"concatenate_cuts": false,
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"context_size": 2,
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"decoder_dim": 512,
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"decoding_method": "fast_beam_search",
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"downsampling_factor": "1,2,4,8,4,2",
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"drop_last": true,
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"duration_factor": 1.0,
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"enable_musan": true,
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"enable_spec_aug": true,
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"encoder_dim": "192,256,256,256,256,256",
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"encoder_unmasked_dim": "192,192,192,192,192,192",
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"env_info": {
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"IP address": "127.0.1.1",
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"hostname": "Bookbot-GPU1",
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"icefall-git-branch": "master",
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| 37 |
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"icefall-git-date": "Tue Jan 7 16:20:44 2025",
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"icefall-git-sha1": "77cd018f-dirty",
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"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
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"k2-build-type": "Release",
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| 41 |
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"k2-git-date": "Thu Jul 25 03:46:03 2024",
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"k2-git-sha1": "5735fa707f6091856d13ccd230aced6e9e64f815",
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"k2-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/k2/__init__.py",
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"k2-version": "1.24.4",
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"k2-with-cuda": true,
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"lhotse-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/lhotse/__init__.py",
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"lhotse-version": "1.31.1.dev+git.4c43958.clean",
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"python-version": "3.12",
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"torch-cuda-available": true,
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"torch-cuda-version": "12.4",
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"torch-version": "2.4.0+cu124"
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},
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"epoch": 80,
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"exp_dir": "tmp/exp-causal-80-epoch",
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"feature_dim": 80,
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"feedforward_dim": "512,768,768,768,768,768",
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"gap": 1.0,
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"ignore_id": -1,
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| 59 |
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"input_strategy": "PrecomputedFeatures",
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"iter": 0,
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"joiner_dim": 512,
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"label_smoothing": 0.1,
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"lang_dir": "data/lang_phone",
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"left_context_frames": "128",
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"log_interval": 50,
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"manifest_dir": "data/fbank",
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"max_contexts": 4,
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"max_duration": 200.0,
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"max_states": 32,
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"num_buckets": 30,
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"num_decode_streams": 1000,
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"num_encoder_layers": "2,2,2,2,2,2",
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"num_heads": "4,4,4,8,4,4",
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"num_workers": 2,
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"on_the_fly_feats": false,
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"pos_head_dim": "4",
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"query_head_dim": "32",
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"res_dir": "tmp/exp-causal-80-epoch/streaming/fast_beam_search",
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"reset_interval": 200,
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"return_cuts": true,
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"shuffle": true,
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"spec_aug_time_warp_factor": 80,
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"subsampling_factor": 4,
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"suffix": "epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model",
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"unk_id": 1,
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"use_attention_decoder": false,
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"use_cr_ctc": false,
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"use_ctc": false,
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"use_transducer": true,
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"valid_interval": 3000,
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"value_head_dim": "12",
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"vocab_size": 36,
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"warm_step": 2000
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}
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2025-11-17 16:49:24,973 INFO [streaming_decode.py:769] Number of model parameters: 22795007
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2025-11-17 16:49:24,973 INFO [multidataset.py:83] About to get Spanish Common Voice test cuts
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2025-11-17 16:49:24,973 INFO [multidataset.py:85] Loading Spanish Common Voice in lazy mode
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streaming/fast_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model-2025-11-17-16-58-25
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| 1 |
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2025-11-17 16:58:25,918 INFO [streaming_decode.py:677] Decoding started
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2025-11-17 16:58:25,918 INFO [streaming_decode.py:683] Device: cuda:0
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| 3 |
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2025-11-17 16:58:25,919 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
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2025-11-17 16:58:25,919 INFO [streaming_decode.py:691] {
|
| 5 |
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"attention_decoder_attention_dim": 512,
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| 6 |
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"attention_decoder_dim": 512,
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"attention_decoder_feedforward_dim": 2048,
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"attention_decoder_num_heads": 8,
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"attention_decoder_num_layers": 6,
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"avg": 5,
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"batch_idx_train": 0,
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| 12 |
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"beam": 4,
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"best_train_epoch": -1,
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| 14 |
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"best_train_loss": Infinity,
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"best_valid_epoch": -1,
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| 16 |
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"best_valid_loss": Infinity,
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"blank_id": 0,
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"bucketing_sampler": true,
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"causal": true,
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"chunk_size": "32",
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"cnn_module_kernel": "31,31,15,15,15,31",
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| 22 |
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"concatenate_cuts": false,
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"context_size": 2,
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"decoder_dim": 512,
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"decoding_method": "fast_beam_search",
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"downsampling_factor": "1,2,4,8,4,2",
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"drop_last": true,
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"duration_factor": 1.0,
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"enable_musan": true,
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"enable_spec_aug": true,
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"encoder_dim": "192,256,256,256,256,256",
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"encoder_unmasked_dim": "192,192,192,192,192,192",
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"env_info": {
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"IP address": "127.0.1.1",
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| 35 |
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"hostname": "Bookbot-GPU1",
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| 36 |
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"icefall-git-branch": "master",
|
| 37 |
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"icefall-git-date": "Tue Jan 7 16:20:44 2025",
|
| 38 |
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"icefall-git-sha1": "77cd018f-dirty",
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| 39 |
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"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
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| 40 |
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"k2-build-type": "Release",
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| 41 |
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"k2-git-date": "Thu Jul 25 03:46:03 2024",
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| 42 |
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"k2-git-sha1": "5735fa707f6091856d13ccd230aced6e9e64f815",
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"k2-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/k2/__init__.py",
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| 44 |
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"k2-version": "1.24.4",
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| 45 |
-
"k2-with-cuda": true,
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| 46 |
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"lhotse-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/lhotse/__init__.py",
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| 47 |
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"lhotse-version": "1.31.1.dev+git.4c43958.clean",
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| 48 |
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"python-version": "3.12",
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| 49 |
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"torch-cuda-available": true,
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"torch-cuda-version": "12.4",
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| 51 |
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"torch-version": "2.4.0+cu124"
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},
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| 53 |
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"epoch": 80,
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| 54 |
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"exp_dir": "tmp/exp-causal-80-epoch",
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"feature_dim": 80,
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"feedforward_dim": "512,768,768,768,768,768",
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"gap": 1.0,
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"ignore_id": -1,
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| 59 |
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"input_strategy": "PrecomputedFeatures",
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"iter": 0,
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| 61 |
-
"joiner_dim": 512,
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| 62 |
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"label_smoothing": 0.1,
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"lang_dir": "data/lang_phone",
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"left_context_frames": "128",
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"log_interval": 50,
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| 66 |
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"manifest_dir": "data/fbank",
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| 67 |
-
"max_contexts": 4,
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| 68 |
-
"max_duration": 200.0,
|
| 69 |
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"max_states": 32,
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| 70 |
-
"num_active_paths": 4,
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| 71 |
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"num_buckets": 30,
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| 72 |
-
"num_decode_streams": 1000,
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| 73 |
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"num_encoder_layers": "2,2,2,2,2,2",
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| 74 |
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"num_heads": "4,4,4,8,4,4",
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| 75 |
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"num_workers": 2,
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| 76 |
-
"on_the_fly_feats": false,
|
| 77 |
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"pos_dim": 48,
|
| 78 |
-
"pos_head_dim": "4",
|
| 79 |
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"query_head_dim": "32",
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| 80 |
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"res_dir": "tmp/exp-causal-80-epoch/streaming/fast_beam_search",
|
| 81 |
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"reset_interval": 200,
|
| 82 |
-
"return_cuts": true,
|
| 83 |
-
"shuffle": true,
|
| 84 |
-
"spec_aug_time_warp_factor": 80,
|
| 85 |
-
"subsampling_factor": 4,
|
| 86 |
-
"suffix": "epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model",
|
| 87 |
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"unk_id": 1,
|
| 88 |
-
"use_attention_decoder": false,
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| 89 |
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"use_averaged_model": true,
|
| 90 |
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"use_cr_ctc": false,
|
| 91 |
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"use_ctc": false,
|
| 92 |
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"use_transducer": true,
|
| 93 |
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"valid_interval": 3000,
|
| 94 |
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"value_head_dim": "12",
|
| 95 |
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"vocab_size": 36,
|
| 96 |
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"warm_step": 2000
|
| 97 |
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}
|
| 98 |
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2025-11-17 16:58:25,920 INFO [streaming_decode.py:693] About to create model
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| 99 |
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2025-11-17 16:58:26,110 INFO [streaming_decode.py:748] Calculating the averaged model over epoch range from 75 (excluded) to 80
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| 100 |
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2025-11-17 16:58:26,797 INFO [streaming_decode.py:769] Number of model parameters: 22795007
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| 101 |
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2025-11-17 16:58:26,797 INFO [multidataset.py:83] About to get Spanish Common Voice test cuts
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| 102 |
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2025-11-17 16:58:26,797 INFO [multidataset.py:85] Loading Spanish Common Voice in lazy mode
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2025-11-17 16:58:26,798 INFO [multidataset.py:94] About to get SLR72 dataset test cuts
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| 104 |
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2025-11-17 16:58:26,798 INFO [multidataset.py:96] Loading SLR72 dataset in lazy mode
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2025-11-17 16:58:26,907 INFO [streaming_decode.py:582] Cuts processed until now is 0.
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2025-11-17 17:03:10,884 INFO [streaming_decode.py:618] The transcripts are stored in tmp/exp-causal-80-epoch/streaming/fast_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-17 17:03:11,198 INFO [utils.py:670] [test-commonvoice-beam_4_max_contexts_4_max_states_32] %WER 6.39% [49746 / 778666, 2817 ins, 39514 del, 7415 sub ]
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2025-11-17 17:03:12,033 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/exp-causal-80-epoch/streaming/fast_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-17 17:03:12,033 INFO [streaming_decode.py:641]
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-
For test-commonvoice, WER of different settings are:
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beam_4_max_contexts_4_max_states_32 6.39 best for test-commonvoice
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2025-11-17 17:03:29,501 INFO [streaming_decode.py:618] The transcripts are stored in tmp/exp-causal-80-epoch/streaming/fast_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-17 17:03:29,521 INFO [utils.py:670] [test-slr72-beam_4_max_contexts_4_max_states_32] %WER 2.44% [989 / 40600, 73 ins, 777 del, 139 sub ]
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2025-11-17 17:03:29,573 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/exp-causal-80-epoch/streaming/fast_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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2025-11-17 17:03:29,573 INFO [streaming_decode.py:641]
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For test-slr72, WER of different settings are:
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beam_4_max_contexts_4_max_states_32 2.44 best for test-slr72
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2025-11-17 17:03:29,573 INFO [streaming_decode.py:794] Done!
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streaming/fast_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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settings WER
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streaming/fast_beam_search/wer-summary-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-beam-4-max-contexts-4-max-states-32-use-averaged-model.txt
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streaming/greedy_search/{log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-17-17-37-14 → log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-19-16-32-13}
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"IP address": "127.0.1.1",
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"hostname": "Bookbot-GPU1",
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"icefall-git-branch": "master",
|
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"icefall-git-date": "Tue
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For test-commonvoice, WER of different settings are:
|
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greedy_search 2.85 best for test-commonvoice
|
| 270 |
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For test-slr72, WER of different settings are:
|
| 286 |
greedy_search 1.56 best for test-slr72
|
| 287 |
|
| 288 |
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|
|
|
|
| 1 |
+
2025-11-19 16:32:13,076 INFO [streaming_decode.py:677] Decoding started
|
| 2 |
+
2025-11-19 16:32:13,076 INFO [streaming_decode.py:683] Device: cuda:0
|
| 3 |
+
2025-11-19 16:32:13,077 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
|
| 4 |
+
2025-11-19 16:32:13,078 INFO [streaming_decode.py:691] {
|
| 5 |
"attention_decoder_attention_dim": 512,
|
| 6 |
"attention_decoder_dim": 512,
|
| 7 |
"attention_decoder_feedforward_dim": 2048,
|
|
|
|
| 34 |
"IP address": "127.0.1.1",
|
| 35 |
"hostname": "Bookbot-GPU1",
|
| 36 |
"icefall-git-branch": "master",
|
| 37 |
+
"icefall-git-date": "Tue Nov 18 11:24:54 2025",
|
| 38 |
+
"icefall-git-sha1": "2249558e-dirty",
|
| 39 |
"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
|
| 40 |
"k2-build-type": "Release",
|
| 41 |
"k2-git-date": "Thu Jul 25 03:46:03 2024",
|
|
|
|
| 51 |
"torch-version": "2.4.0+cu124"
|
| 52 |
},
|
| 53 |
"epoch": 80,
|
| 54 |
+
"exp_dir": "tmp/zipformer-streaming-robust-es-v0",
|
| 55 |
"feature_dim": 80,
|
| 56 |
"feedforward_dim": "512,768,768,768,768,768",
|
| 57 |
"gap": 1.0,
|
|
|
|
| 77 |
"pos_dim": 48,
|
| 78 |
"pos_head_dim": "4",
|
| 79 |
"query_head_dim": "32",
|
| 80 |
+
"res_dir": "tmp/zipformer-streaming-robust-es-v0/streaming/greedy_search",
|
| 81 |
"reset_interval": 200,
|
| 82 |
"return_cuts": true,
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"shuffle": true,
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"vocab_size": 36,
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"warm_step": 2000
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}
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2025-11-19 16:36:00,872 INFO [streaming_decode.py:618] The transcripts are stored in tmp/zipformer-streaming-robust-es-v0/streaming/greedy_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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2025-11-19 16:36:01,254 INFO [utils.py:670] [test-commonvoice-greedy_search] %WER 2.85% [22183 / 778666, 3660 ins, 9528 del, 8995 sub ]
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2025-11-19 16:36:02,186 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/zipformer-streaming-robust-es-v0/streaming/greedy_search/errs-test-commonvoice-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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For test-commonvoice, WER of different settings are:
|
| 269 |
greedy_search 2.85 best for test-commonvoice
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| 271 |
+
2025-11-19 16:36:02,219 INFO [streaming_decode.py:582] Cuts processed until now is 0.
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2025-11-19 16:36:03,072 INFO [streaming_decode.py:582] Cuts processed until now is 100.
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2025-11-19 16:36:03,684 INFO [streaming_decode.py:582] Cuts processed until now is 200.
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2025-11-19 16:36:04,592 INFO [streaming_decode.py:582] Cuts processed until now is 300.
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| 275 |
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2025-11-19 16:36:05,492 INFO [streaming_decode.py:582] Cuts processed until now is 400.
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2025-11-19 16:36:06,055 INFO [streaming_decode.py:582] Cuts processed until now is 500.
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2025-11-19 16:36:08,262 INFO [streaming_decode.py:582] Cuts processed until now is 800.
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2025-11-19 16:36:15,107 INFO [streaming_decode.py:618] The transcripts are stored in tmp/zipformer-streaming-robust-es-v0/streaming/greedy_search/recogs-test-slr72-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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| 282 |
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2025-11-19 16:36:15,132 INFO [utils.py:670] [test-slr72-greedy_search] %WER 1.56% [635 / 40600, 94 ins, 360 del, 181 sub ]
|
| 283 |
+
2025-11-19 16:36:15,174 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/zipformer-streaming-robust-es-v0/streaming/greedy_search/errs-test-slr72-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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| 284 |
+
2025-11-19 16:36:15,174 INFO [streaming_decode.py:641]
|
| 285 |
For test-slr72, WER of different settings are:
|
| 286 |
greedy_search 1.56 best for test-slr72
|
| 287 |
|
| 288 |
+
2025-11-19 16:36:15,175 INFO [streaming_decode.py:794] Done!
|
streaming/greedy_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-16-48-52
DELETED
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| 1 |
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2025-11-17 16:48:52,315 INFO [streaming_decode.py:677] Decoding started
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2025-11-17 16:48:52,315 INFO [streaming_decode.py:683] Device: cuda:0
|
| 3 |
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2025-11-17 16:48:52,316 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
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2025-11-17 16:48:52,316 INFO [streaming_decode.py:691] {
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| 5 |
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"attention_decoder_attention_dim": 512,
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| 6 |
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"attention_decoder_dim": 512,
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| 7 |
-
"attention_decoder_feedforward_dim": 2048,
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"attention_decoder_num_heads": 8,
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| 9 |
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"attention_decoder_num_layers": 6,
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"avg": 5,
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"batch_idx_train": 0,
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"beam": 4,
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"best_train_epoch": -1,
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| 14 |
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"best_train_loss": Infinity,
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"best_valid_epoch": -1,
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"best_valid_loss": Infinity,
|
| 17 |
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"blank_id": 0,
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| 18 |
-
"bucketing_sampler": true,
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"causal": true,
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| 20 |
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"chunk_size": "32",
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"cnn_module_kernel": "31,31,15,15,15,31",
|
| 22 |
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"concatenate_cuts": false,
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| 23 |
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"context_size": 2,
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"decoder_dim": 512,
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"decoding_method": "greedy_search",
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"downsampling_factor": "1,2,4,8,4,2",
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"drop_last": true,
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"duration_factor": 1.0,
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| 29 |
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"enable_musan": true,
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"enable_spec_aug": true,
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"encoder_dim": "192,256,256,256,256,256",
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"encoder_unmasked_dim": "192,192,192,192,192,192",
|
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"env_info": {
|
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"IP address": "127.0.1.1",
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"hostname": "Bookbot-GPU1",
|
| 36 |
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"icefall-git-branch": "master",
|
| 37 |
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"icefall-git-date": "Tue Jan 7 16:20:44 2025",
|
| 38 |
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"icefall-git-sha1": "77cd018f-dirty",
|
| 39 |
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"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
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"k2-build-type": "Release",
|
| 41 |
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"k2-git-date": "Thu Jul 25 03:46:03 2024",
|
| 42 |
-
"k2-git-sha1": "5735fa707f6091856d13ccd230aced6e9e64f815",
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"k2-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/k2/__init__.py",
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"k2-version": "1.24.4",
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"k2-with-cuda": true,
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"lhotse-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/lhotse/__init__.py",
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"lhotse-version": "1.31.1.dev+git.4c43958.clean",
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| 48 |
-
"python-version": "3.12",
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"torch-cuda-available": true,
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"torch-cuda-version": "12.4",
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| 51 |
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"torch-version": "2.4.0+cu124"
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},
|
| 53 |
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"epoch": 80,
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| 54 |
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"exp_dir": "tmp/exp-causal-80-epoch",
|
| 55 |
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"feature_dim": 80,
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| 56 |
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"feedforward_dim": "512,768,768,768,768,768",
|
| 57 |
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"gap": 1.0,
|
| 58 |
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"ignore_id": -1,
|
| 59 |
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"input_strategy": "PrecomputedFeatures",
|
| 60 |
-
"iter": 0,
|
| 61 |
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"joiner_dim": 512,
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"label_smoothing": 0.1,
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"lang_dir": "data/lang_phone",
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"left_context_frames": "128",
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"log_interval": 50,
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"manifest_dir": "data/fbank",
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"max_contexts": 4,
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"max_duration": 200.0,
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"max_states": 32,
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"num_active_paths": 4,
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| 71 |
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"num_buckets": 30,
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"num_decode_streams": 1000,
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"num_encoder_layers": "2,2,2,2,2,2",
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"num_heads": "4,4,4,8,4,4",
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"num_workers": 2,
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"on_the_fly_feats": false,
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"pos_dim": 48,
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| 78 |
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"pos_head_dim": "4",
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"query_head_dim": "32",
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"res_dir": "tmp/exp-causal-80-epoch/streaming/greedy_search",
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"reset_interval": 200,
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"return_cuts": true,
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"shuffle": true,
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"subsampling_factor": 4,
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"suffix": "epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model",
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"use_attention_decoder": false,
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"use_cr_ctc": false,
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"use_ctc": false,
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"use_transducer": true,
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"valid_interval": 3000,
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"value_head_dim": "12",
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"vocab_size": 36,
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"warm_step": 2000
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}
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2025-11-17 16:48:52,317 INFO [streaming_decode.py:693] About to create model
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2025-11-17 16:48:52,516 INFO [streaming_decode.py:748] Calculating the averaged model over epoch range from 75 (excluded) to 80
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| 100 |
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2025-11-17 16:48:56,055 INFO [streaming_decode.py:769] Number of model parameters: 22795007
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| 101 |
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2025-11-17 16:48:56,056 INFO [multidataset.py:83] About to get Spanish Common Voice test cuts
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| 102 |
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2025-11-17 16:48:56,056 INFO [multidataset.py:85] Loading Spanish Common Voice in lazy mode
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2025-11-17 16:48:56,056 INFO [multidataset.py:94] About to get SLR72 dataset test cuts
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2025-11-17 16:48:56,056 INFO [multidataset.py:96] Loading SLR72 dataset in lazy mode
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2025-11-17 16:48:56,168 INFO [streaming_decode.py:582] Cuts processed until now is 0.
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2025-11-17 16:48:58,537 INFO [streaming_decode.py:582] Cuts processed until now is 100.
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2025-11-17 16:49:12,978 INFO [streaming_decode.py:582] Cuts processed until now is 700.
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2025-11-17 16:49:15,156 INFO [streaming_decode.py:582] Cuts processed until now is 800.
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2025-11-17 16:49:18,085 INFO [streaming_decode.py:582] Cuts processed until now is 900.
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streaming/greedy_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-16-55-04
DELETED
|
@@ -1,288 +0,0 @@
|
|
| 1 |
-
2025-11-17 16:55:04,359 INFO [streaming_decode.py:677] Decoding started
|
| 2 |
-
2025-11-17 16:55:04,359 INFO [streaming_decode.py:683] Device: cuda:0
|
| 3 |
-
2025-11-17 16:55:04,359 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
|
| 4 |
-
2025-11-17 16:55:04,360 INFO [streaming_decode.py:691] {
|
| 5 |
-
"attention_decoder_attention_dim": 512,
|
| 6 |
-
"attention_decoder_dim": 512,
|
| 7 |
-
"attention_decoder_feedforward_dim": 2048,
|
| 8 |
-
"attention_decoder_num_heads": 8,
|
| 9 |
-
"attention_decoder_num_layers": 6,
|
| 10 |
-
"avg": 5,
|
| 11 |
-
"batch_idx_train": 0,
|
| 12 |
-
"beam": 4,
|
| 13 |
-
"best_train_epoch": -1,
|
| 14 |
-
"best_train_loss": Infinity,
|
| 15 |
-
"best_valid_epoch": -1,
|
| 16 |
-
"best_valid_loss": Infinity,
|
| 17 |
-
"blank_id": 0,
|
| 18 |
-
"bucketing_sampler": true,
|
| 19 |
-
"causal": true,
|
| 20 |
-
"chunk_size": "32",
|
| 21 |
-
"cnn_module_kernel": "31,31,15,15,15,31",
|
| 22 |
-
"concatenate_cuts": false,
|
| 23 |
-
"context_size": 2,
|
| 24 |
-
"decoder_dim": 512,
|
| 25 |
-
"decoding_method": "greedy_search",
|
| 26 |
-
"downsampling_factor": "1,2,4,8,4,2",
|
| 27 |
-
"drop_last": true,
|
| 28 |
-
"duration_factor": 1.0,
|
| 29 |
-
"enable_musan": true,
|
| 30 |
-
"enable_spec_aug": true,
|
| 31 |
-
"encoder_dim": "192,256,256,256,256,256",
|
| 32 |
-
"encoder_unmasked_dim": "192,192,192,192,192,192",
|
| 33 |
-
"env_info": {
|
| 34 |
-
"IP address": "127.0.1.1",
|
| 35 |
-
"hostname": "Bookbot-GPU1",
|
| 36 |
-
"icefall-git-branch": "master",
|
| 37 |
-
"icefall-git-date": "Tue Jan 7 16:20:44 2025",
|
| 38 |
-
"icefall-git-sha1": "77cd018f-dirty",
|
| 39 |
-
"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
|
| 40 |
-
"k2-build-type": "Release",
|
| 41 |
-
"k2-git-date": "Thu Jul 25 03:46:03 2024",
|
| 42 |
-
"k2-git-sha1": "5735fa707f6091856d13ccd230aced6e9e64f815",
|
| 43 |
-
"k2-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/k2/__init__.py",
|
| 44 |
-
"k2-version": "1.24.4",
|
| 45 |
-
"k2-with-cuda": true,
|
| 46 |
-
"lhotse-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/lhotse/__init__.py",
|
| 47 |
-
"lhotse-version": "1.31.1.dev+git.4c43958.clean",
|
| 48 |
-
"python-version": "3.12",
|
| 49 |
-
"torch-cuda-available": true,
|
| 50 |
-
"torch-cuda-version": "12.4",
|
| 51 |
-
"torch-version": "2.4.0+cu124"
|
| 52 |
-
},
|
| 53 |
-
"epoch": 80,
|
| 54 |
-
"exp_dir": "tmp/exp-causal-80-epoch",
|
| 55 |
-
"feature_dim": 80,
|
| 56 |
-
"feedforward_dim": "512,768,768,768,768,768",
|
| 57 |
-
"gap": 1.0,
|
| 58 |
-
"ignore_id": -1,
|
| 59 |
-
"input_strategy": "PrecomputedFeatures",
|
| 60 |
-
"iter": 0,
|
| 61 |
-
"joiner_dim": 512,
|
| 62 |
-
"label_smoothing": 0.1,
|
| 63 |
-
"lang_dir": "data/lang_phone",
|
| 64 |
-
"left_context_frames": "128",
|
| 65 |
-
"log_interval": 50,
|
| 66 |
-
"manifest_dir": "data/fbank",
|
| 67 |
-
"max_contexts": 4,
|
| 68 |
-
"max_duration": 200.0,
|
| 69 |
-
"max_states": 32,
|
| 70 |
-
"num_active_paths": 4,
|
| 71 |
-
"num_buckets": 30,
|
| 72 |
-
"num_decode_streams": 1000,
|
| 73 |
-
"num_encoder_layers": "2,2,2,2,2,2",
|
| 74 |
-
"num_heads": "4,4,4,8,4,4",
|
| 75 |
-
"num_workers": 2,
|
| 76 |
-
"on_the_fly_feats": false,
|
| 77 |
-
"pos_dim": 48,
|
| 78 |
-
"pos_head_dim": "4",
|
| 79 |
-
"query_head_dim": "32",
|
| 80 |
-
"res_dir": "tmp/exp-causal-80-epoch/streaming/greedy_search",
|
| 81 |
-
"reset_interval": 200,
|
| 82 |
-
"return_cuts": true,
|
| 83 |
-
"shuffle": true,
|
| 84 |
-
"spec_aug_time_warp_factor": 80,
|
| 85 |
-
"subsampling_factor": 4,
|
| 86 |
-
"suffix": "epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model",
|
| 87 |
-
"unk_id": 1,
|
| 88 |
-
"use_attention_decoder": false,
|
| 89 |
-
"use_averaged_model": true,
|
| 90 |
-
"use_cr_ctc": false,
|
| 91 |
-
"use_ctc": false,
|
| 92 |
-
"use_transducer": true,
|
| 93 |
-
"valid_interval": 3000,
|
| 94 |
-
"value_head_dim": "12",
|
| 95 |
-
"vocab_size": 36,
|
| 96 |
-
"warm_step": 2000
|
| 97 |
-
}
|
| 98 |
-
2025-11-17 16:55:04,361 INFO [streaming_decode.py:693] About to create model
|
| 99 |
-
2025-11-17 16:55:04,561 INFO [streaming_decode.py:748] Calculating the averaged model over epoch range from 75 (excluded) to 80
|
| 100 |
-
2025-11-17 16:55:05,336 INFO [streaming_decode.py:769] Number of model parameters: 22795007
|
| 101 |
-
2025-11-17 16:55:05,336 INFO [multidataset.py:83] About to get Spanish Common Voice test cuts
|
| 102 |
-
2025-11-17 16:55:05,336 INFO [multidataset.py:85] Loading Spanish Common Voice in lazy mode
|
| 103 |
-
2025-11-17 16:55:05,337 INFO [multidataset.py:94] About to get SLR72 dataset test cuts
|
| 104 |
-
2025-11-17 16:55:05,337 INFO [multidataset.py:96] Loading SLR72 dataset in lazy mode
|
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2025-11-17 16:58:11,366 INFO [streaming_decode.py:618] The transcripts are stored in tmp/exp-causal-80-epoch/streaming/greedy_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
|
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2025-11-17 16:58:11,665 INFO [utils.py:670] [test-commonvoice-greedy_search] %WER 2.56% [19960 / 778666, 3313 ins, 8477 del, 8170 sub ]
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2025-11-17 16:58:12,482 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/exp-causal-80-epoch/streaming/greedy_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
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2025-11-17 16:58:12,482 INFO [streaming_decode.py:641]
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For test-commonvoice, WER of different settings are:
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greedy_search 2.56 best for test-commonvoice
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2025-11-17 16:58:18,280 INFO [streaming_decode.py:582] Cuts processed until now is 700.
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2025-11-17 16:58:19,088 INFO [streaming_decode.py:582] Cuts processed until now is 800.
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2025-11-17 16:58:19,738 INFO [streaming_decode.py:582] Cuts processed until now is 900.
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2025-11-17 16:58:24,140 INFO [streaming_decode.py:618] The transcripts are stored in tmp/exp-causal-80-epoch/streaming/greedy_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
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2025-11-17 16:58:24,155 INFO [utils.py:670] [test-slr72-greedy_search] %WER 1.25% [509 / 40600, 76 ins, 285 del, 148 sub ]
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2025-11-17 16:58:24,193 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/exp-causal-80-epoch/streaming/greedy_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
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2025-11-17 16:58:24,194 INFO [streaming_decode.py:641]
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For test-slr72, WER of different settings are:
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greedy_search 1.25 best for test-slr72
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2025-11-17 16:58:24,194 INFO [streaming_decode.py:794] Done!
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DELETED
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settings WER
|
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greedy_search 2.56
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settings WER
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streaming/modified_beam_search/{log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-17-17-47-46 → log-decode-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model-2025-11-19-16-43-03}
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"attention_decoder_attention_dim": 512,
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"attention_decoder_feedforward_dim": 2048,
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"IP address": "127.0.1.1",
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|
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|
| 269 |
num_active_paths_4 2.71 best for test-commonvoice
|
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For test-slr72, WER of different settings are:
|
| 286 |
num_active_paths_4 1.47 best for test-slr72
|
| 287 |
|
| 288 |
-
2025-11-
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|
| 1 |
+
2025-11-19 16:43:03,772 INFO [streaming_decode.py:677] Decoding started
|
| 2 |
+
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|
| 3 |
+
2025-11-19 16:43:03,773 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
|
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2025-11-19 16:43:03,773 INFO [streaming_decode.py:691] {
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"attention_decoder_attention_dim": 512,
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"attention_decoder_dim": 512,
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"attention_decoder_feedforward_dim": 2048,
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"IP address": "127.0.1.1",
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"hostname": "Bookbot-GPU1",
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"icefall-git-branch": "master",
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"icefall-git-date": "Wed Nov 19 16:39:40 2025",
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"icefall-git-sha1": "3cb0d6aa-clean",
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"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
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"k2-build-type": "Release",
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"k2-git-date": "Thu Jul 25 03:46:03 2024",
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"torch-version": "2.4.0+cu124"
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},
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"epoch": 80,
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"exp_dir": "tmp/zipformer-streaming-robust-es-v0",
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"feature_dim": 80,
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"feedforward_dim": "512,768,768,768,768,768",
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"gap": 1.0,
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"pos_dim": 48,
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"pos_head_dim": "4",
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"query_head_dim": "32",
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"res_dir": "tmp/zipformer-streaming-robust-es-v0/streaming/modified_beam_search",
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"reset_interval": 200,
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"return_cuts": true,
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"shuffle": true,
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"vocab_size": 36,
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"warm_step": 2000
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}
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2025-11-19 16:55:56,110 INFO [streaming_decode.py:618] The transcripts are stored in tmp/zipformer-streaming-robust-es-v0/streaming/modified_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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| 265 |
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2025-11-19 16:55:56,440 INFO [utils.py:670] [test-commonvoice-num_active_paths_4] %WER 2.71% [21085 / 778666, 3990 ins, 8104 del, 8991 sub ]
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| 266 |
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2025-11-19 16:55:57,291 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/zipformer-streaming-robust-es-v0/streaming/modified_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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| 267 |
+
2025-11-19 16:55:57,291 INFO [streaming_decode.py:641]
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| 268 |
For test-commonvoice, WER of different settings are:
|
| 269 |
num_active_paths_4 2.71 best for test-commonvoice
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2025-11-19 16:55:57,300 INFO [streaming_decode.py:582] Cuts processed until now is 0.
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2025-11-19 16:56:00,124 INFO [streaming_decode.py:582] Cuts processed until now is 300.
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2025-11-19 16:56:00,847 INFO [streaming_decode.py:582] Cuts processed until now is 400.
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2025-11-19 16:56:01,722 INFO [streaming_decode.py:582] Cuts processed until now is 500.
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2025-11-19 16:56:43,566 INFO [streaming_decode.py:618] The transcripts are stored in tmp/zipformer-streaming-robust-es-v0/streaming/modified_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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| 282 |
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2025-11-19 16:56:43,586 INFO [utils.py:670] [test-slr72-num_active_paths_4] %WER 1.47% [597 / 40600, 96 ins, 327 del, 174 sub ]
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| 283 |
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2025-11-19 16:56:43,631 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/zipformer-streaming-robust-es-v0/streaming/modified_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-16-left-context-128-use-averaged-model.txt
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2025-11-19 16:56:43,631 INFO [streaming_decode.py:641]
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For test-slr72, WER of different settings are:
|
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num_active_paths_4 1.47 best for test-slr72
|
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+
2025-11-19 16:56:43,631 INFO [streaming_decode.py:794] Done!
|
streaming/modified_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-16-49-52
DELETED
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@@ -1,114 +0,0 @@
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| 1 |
-
2025-11-17 16:49:52,151 INFO [streaming_decode.py:677] Decoding started
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-
2025-11-17 16:49:52,151 INFO [streaming_decode.py:683] Device: cuda:0
|
| 3 |
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2025-11-17 16:49:52,152 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
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2025-11-17 16:49:52,153 INFO [streaming_decode.py:691] {
|
| 5 |
-
"attention_decoder_attention_dim": 512,
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| 6 |
-
"attention_decoder_dim": 512,
|
| 7 |
-
"attention_decoder_feedforward_dim": 2048,
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| 8 |
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"attention_decoder_num_heads": 8,
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| 9 |
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"attention_decoder_num_layers": 6,
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"avg": 5,
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"batch_idx_train": 0,
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| 12 |
-
"beam": 4,
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| 13 |
-
"best_train_epoch": -1,
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| 14 |
-
"best_train_loss": Infinity,
|
| 15 |
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"best_valid_epoch": -1,
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| 16 |
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"best_valid_loss": Infinity,
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| 17 |
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"blank_id": 0,
|
| 18 |
-
"bucketing_sampler": true,
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| 19 |
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"causal": true,
|
| 20 |
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"chunk_size": "32",
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| 21 |
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"cnn_module_kernel": "31,31,15,15,15,31",
|
| 22 |
-
"concatenate_cuts": false,
|
| 23 |
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"context_size": 2,
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| 24 |
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"decoder_dim": 512,
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"decoding_method": "modified_beam_search",
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"downsampling_factor": "1,2,4,8,4,2",
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"drop_last": true,
|
| 28 |
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"duration_factor": 1.0,
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| 29 |
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"enable_musan": true,
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"enable_spec_aug": true,
|
| 31 |
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"encoder_dim": "192,256,256,256,256,256",
|
| 32 |
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"encoder_unmasked_dim": "192,192,192,192,192,192",
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| 33 |
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"env_info": {
|
| 34 |
-
"IP address": "127.0.1.1",
|
| 35 |
-
"hostname": "Bookbot-GPU1",
|
| 36 |
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"icefall-git-branch": "master",
|
| 37 |
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"icefall-git-date": "Tue Jan 7 16:20:44 2025",
|
| 38 |
-
"icefall-git-sha1": "77cd018f-dirty",
|
| 39 |
-
"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
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| 40 |
-
"k2-build-type": "Release",
|
| 41 |
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"k2-git-date": "Thu Jul 25 03:46:03 2024",
|
| 42 |
-
"k2-git-sha1": "5735fa707f6091856d13ccd230aced6e9e64f815",
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| 43 |
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"k2-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/k2/__init__.py",
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| 44 |
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"k2-version": "1.24.4",
|
| 45 |
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"k2-with-cuda": true,
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| 46 |
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"lhotse-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/lhotse/__init__.py",
|
| 47 |
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"lhotse-version": "1.31.1.dev+git.4c43958.clean",
|
| 48 |
-
"python-version": "3.12",
|
| 49 |
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"torch-cuda-available": true,
|
| 50 |
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"torch-cuda-version": "12.4",
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| 51 |
-
"torch-version": "2.4.0+cu124"
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| 52 |
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},
|
| 53 |
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"epoch": 80,
|
| 54 |
-
"exp_dir": "tmp/exp-causal-80-epoch",
|
| 55 |
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"feature_dim": 80,
|
| 56 |
-
"feedforward_dim": "512,768,768,768,768,768",
|
| 57 |
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"gap": 1.0,
|
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"ignore_id": -1,
|
| 59 |
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"input_strategy": "PrecomputedFeatures",
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-
"iter": 0,
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| 61 |
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"joiner_dim": 512,
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"label_smoothing": 0.1,
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"lang_dir": "data/lang_phone",
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| 64 |
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"left_context_frames": "128",
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| 65 |
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"log_interval": 50,
|
| 66 |
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"manifest_dir": "data/fbank",
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"max_contexts": 4,
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"max_duration": 200.0,
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| 69 |
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"max_states": 32,
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| 70 |
-
"num_active_paths": 4,
|
| 71 |
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"num_buckets": 30,
|
| 72 |
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"num_decode_streams": 1000,
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"num_encoder_layers": "2,2,2,2,2,2",
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"num_heads": "4,4,4,8,4,4",
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"num_workers": 2,
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| 76 |
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"on_the_fly_feats": false,
|
| 77 |
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"pos_dim": 48,
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"pos_head_dim": "4",
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| 79 |
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"query_head_dim": "32",
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"res_dir": "tmp/exp-causal-80-epoch/streaming/modified_beam_search",
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"reset_interval": 200,
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"return_cuts": true,
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"shuffle": true,
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"subsampling_factor": 4,
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"suffix": "epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model",
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"unk_id": 1,
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"use_attention_decoder": false,
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"use_cr_ctc": false,
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"use_ctc": false,
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"use_transducer": true,
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"valid_interval": 3000,
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"warm_step": 2000
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}
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2025-11-17 16:49:52,153 INFO [streaming_decode.py:693] About to create model
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2025-11-17 16:49:52,433 INFO [streaming_decode.py:748] Calculating the averaged model over epoch range from 75 (excluded) to 80
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2025-11-17 16:49:54,143 INFO [streaming_decode.py:769] Number of model parameters: 22795007
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2025-11-17 16:49:54,143 INFO [multidataset.py:83] About to get Spanish Common Voice test cuts
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2025-11-17 16:49:54,143 INFO [multidataset.py:85] Loading Spanish Common Voice in lazy mode
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2025-11-17 16:49:54,144 INFO [multidataset.py:94] About to get SLR72 dataset test cuts
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2025-11-17 16:49:54,144 INFO [multidataset.py:96] Loading SLR72 dataset in lazy mode
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2025-11-17 16:49:54,320 INFO [streaming_decode.py:582] Cuts processed until now is 0.
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2025-11-17 16:50:13,844 INFO [streaming_decode.py:582] Cuts processed until now is 900.
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streaming/modified_beam_search/log-decode-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model-2025-11-17-17-03-31
DELETED
|
@@ -1,288 +0,0 @@
|
|
| 1 |
-
2025-11-17 17:03:31,357 INFO [streaming_decode.py:677] Decoding started
|
| 2 |
-
2025-11-17 17:03:31,357 INFO [streaming_decode.py:683] Device: cuda:0
|
| 3 |
-
2025-11-17 17:03:31,358 INFO [lexicon.py:168] Loading pre-compiled data/lang_phone/Linv.pt
|
| 4 |
-
2025-11-17 17:03:31,359 INFO [streaming_decode.py:691] {
|
| 5 |
-
"attention_decoder_attention_dim": 512,
|
| 6 |
-
"attention_decoder_dim": 512,
|
| 7 |
-
"attention_decoder_feedforward_dim": 2048,
|
| 8 |
-
"attention_decoder_num_heads": 8,
|
| 9 |
-
"attention_decoder_num_layers": 6,
|
| 10 |
-
"avg": 5,
|
| 11 |
-
"batch_idx_train": 0,
|
| 12 |
-
"beam": 4,
|
| 13 |
-
"best_train_epoch": -1,
|
| 14 |
-
"best_train_loss": Infinity,
|
| 15 |
-
"best_valid_epoch": -1,
|
| 16 |
-
"best_valid_loss": Infinity,
|
| 17 |
-
"blank_id": 0,
|
| 18 |
-
"bucketing_sampler": true,
|
| 19 |
-
"causal": true,
|
| 20 |
-
"chunk_size": "32",
|
| 21 |
-
"cnn_module_kernel": "31,31,15,15,15,31",
|
| 22 |
-
"concatenate_cuts": false,
|
| 23 |
-
"context_size": 2,
|
| 24 |
-
"decoder_dim": 512,
|
| 25 |
-
"decoding_method": "modified_beam_search",
|
| 26 |
-
"downsampling_factor": "1,2,4,8,4,2",
|
| 27 |
-
"drop_last": true,
|
| 28 |
-
"duration_factor": 1.0,
|
| 29 |
-
"enable_musan": true,
|
| 30 |
-
"enable_spec_aug": true,
|
| 31 |
-
"encoder_dim": "192,256,256,256,256,256",
|
| 32 |
-
"encoder_unmasked_dim": "192,192,192,192,192,192",
|
| 33 |
-
"env_info": {
|
| 34 |
-
"IP address": "127.0.1.1",
|
| 35 |
-
"hostname": "Bookbot-GPU1",
|
| 36 |
-
"icefall-git-branch": "master",
|
| 37 |
-
"icefall-git-date": "Tue Jan 7 16:20:44 2025",
|
| 38 |
-
"icefall-git-sha1": "77cd018f-dirty",
|
| 39 |
-
"icefall-path": "/mnt/Projects/Projects/ASR/icefall",
|
| 40 |
-
"k2-build-type": "Release",
|
| 41 |
-
"k2-git-date": "Thu Jul 25 03:46:03 2024",
|
| 42 |
-
"k2-git-sha1": "5735fa707f6091856d13ccd230aced6e9e64f815",
|
| 43 |
-
"k2-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/k2/__init__.py",
|
| 44 |
-
"k2-version": "1.24.4",
|
| 45 |
-
"k2-with-cuda": true,
|
| 46 |
-
"lhotse-path": "/home/bookbot/miniconda3/envs/icefall/lib/python3.12/site-packages/lhotse/__init__.py",
|
| 47 |
-
"lhotse-version": "1.31.1.dev+git.4c43958.clean",
|
| 48 |
-
"python-version": "3.12",
|
| 49 |
-
"torch-cuda-available": true,
|
| 50 |
-
"torch-cuda-version": "12.4",
|
| 51 |
-
"torch-version": "2.4.0+cu124"
|
| 52 |
-
},
|
| 53 |
-
"epoch": 80,
|
| 54 |
-
"exp_dir": "tmp/exp-causal-80-epoch",
|
| 55 |
-
"feature_dim": 80,
|
| 56 |
-
"feedforward_dim": "512,768,768,768,768,768",
|
| 57 |
-
"gap": 1.0,
|
| 58 |
-
"ignore_id": -1,
|
| 59 |
-
"input_strategy": "PrecomputedFeatures",
|
| 60 |
-
"iter": 0,
|
| 61 |
-
"joiner_dim": 512,
|
| 62 |
-
"label_smoothing": 0.1,
|
| 63 |
-
"lang_dir": "data/lang_phone",
|
| 64 |
-
"left_context_frames": "128",
|
| 65 |
-
"log_interval": 50,
|
| 66 |
-
"manifest_dir": "data/fbank",
|
| 67 |
-
"max_contexts": 4,
|
| 68 |
-
"max_duration": 200.0,
|
| 69 |
-
"max_states": 32,
|
| 70 |
-
"num_active_paths": 4,
|
| 71 |
-
"num_buckets": 30,
|
| 72 |
-
"num_decode_streams": 1000,
|
| 73 |
-
"num_encoder_layers": "2,2,2,2,2,2",
|
| 74 |
-
"num_heads": "4,4,4,8,4,4",
|
| 75 |
-
"num_workers": 2,
|
| 76 |
-
"on_the_fly_feats": false,
|
| 77 |
-
"pos_dim": 48,
|
| 78 |
-
"pos_head_dim": "4",
|
| 79 |
-
"query_head_dim": "32",
|
| 80 |
-
"res_dir": "tmp/exp-causal-80-epoch/streaming/modified_beam_search",
|
| 81 |
-
"reset_interval": 200,
|
| 82 |
-
"return_cuts": true,
|
| 83 |
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"shuffle": true,
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"spec_aug_time_warp_factor": 80,
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"subsampling_factor": 4,
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"suffix": "epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model",
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"unk_id": 1,
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}
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2025-11-17 17:15:45,351 INFO [streaming_decode.py:618] The transcripts are stored in tmp/exp-causal-80-epoch/streaming/modified_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
|
| 265 |
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2025-11-17 17:15:45,682 INFO [utils.py:670] [test-commonvoice-num_active_paths_4] %WER 2.45% [19055 / 778666, 3651 ins, 7180 del, 8224 sub ]
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| 266 |
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2025-11-17 17:15:46,506 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/exp-causal-80-epoch/streaming/modified_beam_search/errs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
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| 267 |
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2025-11-17 17:15:46,507 INFO [streaming_decode.py:641]
|
| 268 |
-
For test-commonvoice, WER of different settings are:
|
| 269 |
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num_active_paths_4 2.45 best for test-commonvoice
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| 270 |
-
|
| 271 |
-
2025-11-17 17:15:46,512 INFO [streaming_decode.py:582] Cuts processed until now is 0.
|
| 272 |
-
2025-11-17 17:15:47,324 INFO [streaming_decode.py:582] Cuts processed until now is 100.
|
| 273 |
-
2025-11-17 17:15:48,183 INFO [streaming_decode.py:582] Cuts processed until now is 200.
|
| 274 |
-
2025-11-17 17:15:48,884 INFO [streaming_decode.py:582] Cuts processed until now is 300.
|
| 275 |
-
2025-11-17 17:15:49,818 INFO [streaming_decode.py:582] Cuts processed until now is 400.
|
| 276 |
-
2025-11-17 17:15:50,758 INFO [streaming_decode.py:582] Cuts processed until now is 500.
|
| 277 |
-
2025-11-17 17:15:51,707 INFO [streaming_decode.py:582] Cuts processed until now is 600.
|
| 278 |
-
2025-11-17 17:15:52,668 INFO [streaming_decode.py:582] Cuts processed until now is 700.
|
| 279 |
-
2025-11-17 17:15:53,535 INFO [streaming_decode.py:582] Cuts processed until now is 800.
|
| 280 |
-
2025-11-17 17:15:54,373 INFO [streaming_decode.py:582] Cuts processed until now is 900.
|
| 281 |
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2025-11-17 17:16:29,747 INFO [streaming_decode.py:618] The transcripts are stored in tmp/exp-causal-80-epoch/streaming/modified_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
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| 282 |
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2025-11-17 17:16:29,765 INFO [utils.py:670] [test-slr72-num_active_paths_4] %WER 1.12% [456 / 40600, 75 ins, 240 del, 141 sub ]
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| 283 |
-
2025-11-17 17:16:29,806 INFO [streaming_decode.py:627] Wrote detailed error stats to tmp/exp-causal-80-epoch/streaming/modified_beam_search/errs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
|
| 284 |
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2025-11-17 17:16:29,807 INFO [streaming_decode.py:641]
|
| 285 |
-
For test-slr72, WER of different settings are:
|
| 286 |
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num_active_paths_4 1.12 best for test-slr72
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| 287 |
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| 288 |
-
2025-11-17 17:16:29,807 INFO [streaming_decode.py:794] Done!
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streaming/modified_beam_search/recogs-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
DELETED
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See raw diff
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streaming/modified_beam_search/recogs-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
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See raw diff
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streaming/modified_beam_search/wer-summary-test-commonvoice-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
DELETED
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@@ -1,2 +0,0 @@
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settings WER
|
| 2 |
-
num_active_paths_4 2.45
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streaming/modified_beam_search/wer-summary-test-slr72-epoch-80-avg-5-chunk-32-left-context-128-use-averaged-model.txt
DELETED
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@@ -1,2 +0,0 @@
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settings WER
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| 2 |
-
num_active_paths_4 1.12
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