patrickvonplaten
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run.sh
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#!/usr/bin/env bash
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python -m torch.distributed.launch \
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--nproc_per_node 8 run_speech_recognition_ctc.py \
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--dataset_name="librispeech_asr" \
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--model_name_or_path="asapp/sew-mid-100k" \
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--dataset_config_name="clean" \
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--train_split_name="train.100" \
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--eval_split_name="validation" \
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--output_dir="./sew-mid-100k-librispeech-clean-100h-ft" \
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--preprocessing_num_workers="16" \
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--overwrite_output_dir \
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--num_train_epochs="3" \
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--per_device_train_batch_size="4" \
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--gradient_accumulation_steps="1" \
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--learning_rate="3e-5" \
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--warmup_steps="500" \
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--evaluation_strategy="steps" \
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--audio_column_name="file" \
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--text_column_name="text" \
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--save_steps="400" \
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--eval_steps="100" \
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--logging_steps="1" \
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--layerdrop="0.0" \
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--save_total_limit="3" \
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--freeze_feature_extractor \
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--gradient_checkpointing \
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--chars_to_ignore , ? . ! - \; \: \" “ % ‘ ” \
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--fp16 \
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--group_by_length \
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--push_to_hub \
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--do_train --do_eval \
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