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run.sh
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WANDB_PROJECT=auto-speech-recognition-french
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python run_speech_recognition_ctc.py \
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--dataset_name="mozilla-foundation/common_voice_8_0" \
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--model_name_or_path="facebook/wav2vec2-xls-r-300m" \
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--dataset_config_name="fr" \
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--output_dir="./" \
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--overwrite_output_dir \
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--num_train_epochs="5" \
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--per_device_train_batch_size="32" \
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--per_device_eval_batch_size="32" \
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--gradient_accumulation_steps="1" \
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--learning_rate="7e-5" \
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--warmup_steps="1500" \
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--length_column_name="input_length" \
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--evaluation_strategy="steps" \
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--text_column_name="sentence" \
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--save_steps="500" \
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--eval_steps="500" \
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--logging_steps="100" \
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--layerdrop="0.0" \
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--activation_dropout="0.1" \
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--save_total_limit="3" \
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--freeze_feature_encoder \
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--feat_proj_dropout="0.0" \
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--mask_time_prob="0.15" \
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--mask_time_length="10" \
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--mask_feature_prob="0.3" \
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--mask_feature_length="10" \
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--gradient_checkpointing \
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--report_to="wandb" \
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--run_name="xls-r-300m-fr" \
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--max_eval_samples="4000" \
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--max_duration_in_seconds="5" \
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--use_auth_token \
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--fp16 \
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--group_by_length \
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--preprocessing_num_workers="64" \
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--do_train --do_eval \
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--load_best_model_at_end \
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--push_to_hub
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