Add ctc prefix beam results

decoding_results/ctc-prefix-beam-search/log-decode-epoch-50_avg-25_beam-4_use-averaged-model-2024-09-30-19-30-05

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+2024-09-30 19:30:05,481 INFO [ctc_decode.py:844] Decoding started
+2024-09-30 19:30:05,482 INFO [ctc_decode.py:852] Device: cuda:0
+2024-09-30 19:30:05,482 INFO [ctc_decode.py:853] {
+  "attention_decoder_attention_dim": 512,
+  "attention_decoder_dim": 512,
+  "attention_decoder_feedforward_dim": 2048,
+  "attention_decoder_num_heads": 8,
+  "attention_decoder_num_layers": 6,
+  "avg": 25,
+  "batch_idx_train": 0,
+  "beam": 4,
+  "best_train_epoch": -1,
+  "best_train_loss": Infinity,
+  "best_valid_epoch": -1,
+  "best_valid_loss": Infinity,
+  "bpe_model": "data/lang_bpe_500/bpe.model",
+  "bucketing_sampler": true,
+  "causal": false,
+  "chunk_size": "16,32,64,-1",
+  "cnn_module_kernel": "31,31,15,15,15,31",
+  "concatenate_cuts": false,
+  "context_size": 2,
+  "decoder_dim": 512,
+  "decoding_method": "prefix-beam-search",
+  "device": "cuda:0",
+  "downsampling_factor": "1,2,4,8,4,2",
+  "drop_last": true,
+  "duration_factor": 1.0,
+  "enable_musan": true,
+  "enable_spec_aug": true,
+  "encoder_dim": "192,256,256,256,256,256",
+  "encoder_unmasked_dim": "192,192,192,192,192,192",
+  "env_info": {
+    "IP address": "10.30.14.169",
+    "hostname": "de-74279-k2-train-2-0904151501-7d58788f57-7cktm",
+    "icefall-git-branch": "cr-ctc",
+    "icefall-git-date": "Sun Sep 29 12:00:45 2024",
+    "icefall-git-sha1": "33fa9e8b-dirty",
+    "icefall-path": "/star-kw/kangwei/code/icefall_cotrain",
+    "k2-build-type": "Release",
+    "k2-git-date": "Fri Feb 23 01:48:38 2024",
+    "k2-git-sha1": "ff1d435a8d3c4eaa15828a84a7240678a70539a7",
+    "k2-path": "/star-kw/kangwei/envs/c5/lib/python3.8/site-packages/k2/__init__.py",
+    "k2-version": "1.24.4",
+    "k2-with-cuda": true,
+    "lhotse-path": "/star-kw/kangwei/envs/c5/lib/python3.8/site-packages/lhotse/__init__.py",
+    "lhotse-version": "1.25.0.dev+git.da4d70d.clean",
+    "python-version": "3.8",
+    "torch-cuda-available": true,
+    "torch-cuda-version": "11.8",
+    "torch-version": "2.1.0+cu118"
+  },
+  "epoch": 50,
+  "exp_dir": "zipformer/exp_cr_small",
+  "feature_dim": 80,
+  "feedforward_dim": "512,768,768,768,768,768",
+  "frame_shift_ms": 10,
+  "full_libri": true,
+  "gap": 1.0,
+  "hlg_scale": 0.6,
+  "ignore_id": -1,
+  "input_strategy": "PrecomputedFeatures",
+  "iter": 0,
+  "joiner_dim": 512,
+  "label_smoothing": 0.1,
+  "lang_dir": "data/lang_bpe_500",
+  "left_context_frames": "64,128,256,-1",
+  "lm_avg": 1,
+  "lm_dir": "data/lm",
+  "lm_epoch": 7,
+  "lm_exp_dir": null,
+  "lm_scale": 0.3,
+  "lm_type": "rnn",
+  "lm_vocab_size": 500,
+  "log_interval": 50,
+  "manifest_dir": "data/fbank",
+  "max_active_states": 10000,
+  "max_duration": 3000,
+  "min_active_states": 30,
+  "mini_libri": false,
+  "nbest_scale": 1.0,
+  "num_buckets": 30,
+  "num_encoder_layers": "2,2,2,2,2,2",
+  "num_heads": "4,4,4,8,4,4",
+  "num_paths": 100,
+  "num_workers": 2,
+  "on_the_fly_feats": false,
+  "output_beam": 8,
+  "pos_dim": 48,
+  "pos_head_dim": "4",
+  "query_head_dim": "32",
+  "res_dir": "zipformer/exp_cr_small/prefix-beam-search",
+  "reset_interval": 200,
+  "return_cuts": true,
+  "rnn_lm_embedding_dim": 2048,
+  "rnn_lm_hidden_dim": 2048,
+  "rnn_lm_num_layers": 3,
+  "rnn_lm_tie_weights": true,
+  "search_beam": 20,
+  "shuffle": true,
+  "skip_scoring": false,
+  "spec_aug_time_warp_factor": 80,
+  "subsampling_factor": 4,
+  "suffix": "epoch-50_avg-25_beam-4_use-averaged-model",
+  "transformer_lm_dim_feedforward": 2048,
+  "transformer_lm_embedding_dim": 768,
+  "transformer_lm_encoder_dim": 768,
+  "transformer_lm_exp_dir": null,
+  "transformer_lm_nhead": 8,
+  "transformer_lm_num_layers": 16,
+  "transformer_lm_tie_weights": true,
+  "use_attention_decoder": false,
+  "use_averaged_model": true,
+  "use_cr_ctc": false,
+  "use_ctc": true,
+  "use_double_scores": true,
+  "use_transducer": false,
+  "valid_interval": 3000,
+  "value_head_dim": "12",
+  "warm_step": 2000
+}
+2024-09-30 19:30:05,767 INFO [lexicon.py:168] Loading pre-compiled data/lang_bpe_500/Linv.pt
+2024-09-30 19:30:05,823 INFO [ctc_decode.py:962] About to create model
+2024-09-30 19:30:06,134 INFO [ctc_decode.py:1029] Calculating the averaged model over epoch range from 25 (excluded) to 50
+2024-09-30 19:30:09,909 INFO [ctc_decode.py:1046] Number of model parameters: 22118279
+2024-09-30 19:30:09,910 INFO [asr_datamodule.py:467] About to get test-clean cuts
+2024-09-30 19:30:09,925 INFO [asr_datamodule.py:474] About to get test-other cuts
+2024-09-30 19:30:15,829 INFO [ctc_decode.py:720] batch 0/?, cuts processed until now is 132
+2024-09-30 19:31:00,334 INFO [ctc_decode.py:739] The transcripts are stored in zipformer/exp_cr_small/prefix-beam-search/recogs-test-clean-epoch-50_avg-25_beam-4_use-averaged-model.txt
+2024-09-30 19:31:00,436 INFO [utils.py:668] [test-clean_prefix-beam-search] %WER 2.52% [1323 / 52576, 130 ins, 93 del, 1100 sub ]
+2024-09-30 19:31:00,652 INFO [ctc_decode.py:767] Wrote detailed error stats to zipformer/exp_cr_small/prefix-beam-search/errs-test-clean-epoch-50_avg-25_beam-4_use-averaged-model.txt
+2024-09-30 19:31:00,657 INFO [ctc_decode.py:783] 
+For test-clean, WER of different settings are:
+prefix-beam-search	2.52	best for test-clean
+
+2024-09-30 19:31:05,286 INFO [ctc_decode.py:720] batch 0/?, cuts processed until now is 86
+2024-09-30 19:31:48,549 INFO [ctc_decode.py:739] The transcripts are stored in zipformer/exp_cr_small/prefix-beam-search/recogs-test-other-epoch-50_avg-25_beam-4_use-averaged-model.txt
+2024-09-30 19:31:48,688 INFO [utils.py:668] [test-other_prefix-beam-search] %WER 5.85% [3063 / 52343, 272 ins, 232 del, 2559 sub ]
+2024-09-30 19:31:48,910 INFO [ctc_decode.py:767] Wrote detailed error stats to zipformer/exp_cr_small/prefix-beam-search/errs-test-other-epoch-50_avg-25_beam-4_use-averaged-model.txt
+2024-09-30 19:31:48,914 INFO [ctc_decode.py:783] 
+For test-other, WER of different settings are:
+prefix-beam-search	5.85	best for test-other
+
+2024-09-30 19:31:48,915 INFO [ctc_decode.py:1087] Done!

decoding_results/ctc-prefix-beam-search/wer-summary-test-clean-epoch-50_avg-25_beam-4_use-averaged-model.txt

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+settings	WER
+prefix-beam-search	2.52

decoding_results/ctc-prefix-beam-search/wer-summary-test-other-epoch-50_avg-25_beam-4_use-averaged-model.txt

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+settings	WER
+prefix-beam-search	5.85