File size: 2,616 Bytes
55f3766 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 |
#!/usr/bin/env bash
TCMALLOC_LARGE_ALLOC_REPORT_THRESHOLD=10000000000 python3 run_distillation.py \
--model_name_or_path "distil-whisper/small-12-2" \
--teacher_model_name_or_path "openai/whisper-medium.en" \
--train_dataset_config_name "all+all+all+en+en+ihm+sdm+clean+release3+all+l+all+all+all+release3" \
--train_dataset_samples "2.9+10.4+14.9+89+18.2+10.9+10.9+288+26.8+371.2+226.6+2.9+10.4+14.9+26.8" \
--train_dataset_name "librispeech_asr-timestamped+librispeech_asr-timestamped+librispeech_asr-timestamped+common_voice_13_0-timestamped+voxpopuli-timestamped+ami-ihm-timestamped+ami-sdm-timestamped+peoples_speech-clean-timestamped+tedlium-timestamped+switchboard-data+gigaspeech-l-timestamped+librispeech_asr-prompted+librispeech_asr-prompted+librispeech_asr-prompted+tedlium-prompted" \
--train_split_name "train.clean.100+train.clean.360+train.other.500+train+train+train+train+train+train+train+train+train.clean.100+train.clean.360+train.other.500+train" \
--eval_dataset_name "distil-whisper/gigaspeech-l+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset+esb/diagnostic-dataset" \
--eval_dataset_config_name "l+librispeech+librispeech+common_voice+common_voice+voxpopuli+voxpopuli+tedlium+tedlium+spgispeech+spgispeech+ami+ami" \
--eval_split_name "validation+clean+other+clean+other+clean+other+clean+other+clean+other+clean+other" \
--eval_text_column_name "text+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript+ortho_transcript" \
--eval_steps 5000 \
--save_steps 5000 \
--warmup_steps 500 \
--learning_rate 0.0001 \
--logging_steps 25 \
--save_total_limit 1 \
--max_steps 80000 \
--wer_threshold 10 \
--per_device_train_batch_size 64 \
--per_device_eval_batch_size 64 \
--dtype "bfloat16" \
--dataloader_num_workers 16 \
--cache_dir "/home/sanchitgandhi/.cache" \
--dataset_cache_dir "/home/sanchitgandhi/.cache" \
--output_dir "./" \
--timestamp_probability 0.2 \
--wandb_name "small-12-2-tpu-timestamped-prob-0.2" \
--wandb_dir "/home/sanchitgandhi/.cache" \
--wandb_project "distil-whisper" \
--do_train \
--do_eval \
--use_scan \
--gradient_checkpointing \
--overwrite_output_dir \
--predict_with_generate \
--freeze_encoder \
--streaming \
--use_auth_token \
--push_to_hub
|