epoch=28

hyperparams.yaml

@@ -1,4 +1,4 @@
-# Generated 2023-06-18 from:
+# Generated 2023-06-19 from:
 # /kaggle/working/direct-train.yaml
 # yamllint disable
 # ############################################################################
@@ -29,12 +29,12 @@ data_folder_rirs: /slurp/audio
 train_splits: [train_synthetic, train_real]
 csv_train: results/prepared/train-type=direct-sample=0.2.csv
 csv_valid: results/prepared/devel-type=direct-sample=0.2.csv
-csv_test: results/prepared/test-type=direct-sample=0.2.csv
+csv_test: results/prepared/test-type=direct.csv
 tokenizer_file: https://www.dropbox.com/s/tmwq12r5vgcsif9/58_unigram.model?dl=1
 skip_prep: false
 
 # Training parameters
-number_of_epochs: 20
+number_of_epochs: 40  # default 20
 batch_size: 16
 lr: 0.0003
 # token_type: unigram # ["unigram", "bpe", "char"]
@@ -64,7 +64,7 @@ dataloader_opts:
 
 epoch_counter: &id009 !new:speechbrain.utils.epoch_loop.EpochCounter
 
-  limit: 20
+  limit: 40
 
 # Models
 asr_model: !apply:speechbrain.pretrained.EncoderDecoderASR.from_hparams

log.txt

@@ -867,3 +867,900 @@ zstandard==0.19.0
 2023-06-18 23:32:47,083 - speechbrain.pretrained.fetching - INFO - Fetch 58_unigram.model?dl=1: Downloading from normal URL https://www.dropbox.com/s/tmwq12r5vgcsif9/58_unigram.model?dl=1.
 2023-06-18 23:32:48,200 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
 2023-06-18 23:32:48,228 - speechbrain.pretrained.fetching - INFO - Fetch audio-1502897056-headset.flac: Linking to local file in /kaggle/working/slurp/slurp_real/audio-1502897056-headset.flac.
+2023-06-19 09:25:09,235 - speechbrain.core - INFO - Beginning experiment!
+2023-06-19 09:25:09,238 - speechbrain.core - INFO - Experiment folder: results/better_tokenizer/1986
+2023-06-19 09:25:10,983 - speechbrain.utils.superpowers - DEBUG - absl-py==1.4.0
+accelerate==0.12.0
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+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.5.0/en_core_web_sm-3.5.0-py3-none-any.whl#sha256=0964370218b7e1672a30ac50d72cdc6b16f7c867496f1d60925691188f4d2510
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+
+2023-06-19 09:25:11,508 - speechbrain.utils.parameter_transfer - DEBUG - Collecting files (or symlinks) for pretraining in results/better_tokenizer/1986/save/SLURM_tokenizer.
+2023-06-19 09:25:11,508 - speechbrain.pretrained.fetching - INFO - Fetch 58_unigram.model?dl=1: Using existing file/symlink in results/better_tokenizer/1986/save/SLURM_tokenizer/tokenizer.ckpt.
+2023-06-19 09:25:11,510 - speechbrain.utils.parameter_transfer - INFO - Loading pretrained files for: tokenizer
+2023-06-19 09:25:11,519 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/better_tokenizer/1986/save/CKPT+2023-06-16+12-15-08+00
+2023-06-19 09:25:14,548 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2023-06-19 09:25:14,564 - speechbrain.core - INFO - 9.3M trainable parameters in SLU
+2023-06-19 09:25:14,568 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/better_tokenizer/1986/save/CKPT+2023-06-16+12-15-08+00
+2023-06-19 09:25:15,071 - speechbrain.utils.epoch_loop - INFO - Going into epoch 21
+2023-06-19 09:40:15,830 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+09-40-15+00
+2023-06-19 09:55:16,552 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+09-55-16+00
+2023-06-19 09:55:16,580 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+09-40-15+00
+2023-06-19 10:00:06,045 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-00-05+00
+2023-06-19 10:00:06,083 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-16+12-15-08+00
+2023-06-19 10:00:06,101 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+09-55-16+00
+2023-06-19 10:00:06,106 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-16+11-20-17+00
+2023-06-19 10:00:06,107 - speechbrain.utils.epoch_loop - INFO - Going into epoch 22
+2023-06-19 10:15:06,432 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-15-06+00
+2023-06-19 10:34:38,361 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-34-38+00
+2023-06-19 10:34:38,426 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-00-05+00
+2023-06-19 10:34:38,455 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-15-06+00
+2023-06-19 10:34:38,458 - speechbrain.utils.epoch_loop - INFO - Going into epoch 23
+2023-06-19 10:49:39,147 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-49-38+00
+2023-06-19 11:08:46,445 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-08-46+00
+2023-06-19 11:08:46,504 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-34-38+00
+2023-06-19 11:08:46,523 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+10-49-38+00
+2023-06-19 11:08:46,524 - speechbrain.utils.epoch_loop - INFO - Going into epoch 24
+2023-06-19 11:23:46,970 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-23-46+00
+2023-06-19 11:43:08,488 - speechbrain.nnet.schedulers - INFO - Changing lr from 7.9e-05 to 6.3e-05
+2023-06-19 11:43:08,733 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-43-08+00
+2023-06-19 11:43:08,826 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-23-46+00
+2023-06-19 11:43:08,827 - speechbrain.utils.epoch_loop - INFO - Going into epoch 25
+2023-06-19 11:58:09,766 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-58-09+00
+2023-06-19 12:13:10,337 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-13-10+00
+2023-06-19 12:13:10,420 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-58-09+00
+2023-06-19 12:17:46,369 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-17-46+00
+2023-06-19 12:17:46,464 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-43-08+00
+2023-06-19 12:17:46,483 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-13-10+00
+2023-06-19 12:17:46,502 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+11-08-46+00
+2023-06-19 12:17:46,503 - speechbrain.utils.epoch_loop - INFO - Going into epoch 26
+2023-06-19 12:32:47,395 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-32-47+00
+2023-06-19 12:47:47,956 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-47-47+00
+2023-06-19 12:47:48,039 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-32-47+00
+2023-06-19 12:53:04,904 - speechbrain.nnet.schedulers - INFO - Changing lr from 6.3e-05 to 5e-05
+2023-06-19 12:53:05,076 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-53-04+00
+2023-06-19 12:53:05,168 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+12-47-47+00
+2023-06-19 12:53:05,169 - speechbrain.utils.epoch_loop - INFO - Going into epoch 27
+2023-06-19 13:08:05,687 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+13-08-05+00
+2023-06-19 13:23:06,763 - speechbrain.utils.checkpoints - DEBUG - Saved an intra-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+13-23-06+00
+2023-06-19 13:23:06,879 - speechbrain.utils.checkpoints - DEBUG - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+13-08-05+00
+2023-06-19 13:28:23,301 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+13-28-23+00
+2023-06-19 13:28:23,433 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/better_tokenizer/1986/save/CKPT+2023-06-19+13-23-06+00
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+2023-06-19 13:28:23,452 - speechbrain.utils.epoch_loop - INFO - Going into epoch 28

save/CKPT+2023-06-19+12-17-46+00/CKPT.yaml

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