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deepspeed run_audio_classification.py \ |
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--deepspeed ds_config.json \ |
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--model_name_or_path openai/whisper-medium \ |
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--dataset_name google/xtreme_s \ |
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--dataset_config_name fleurs.all \ |
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--output_dir ./ \ |
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--overwrite_output_dir \ |
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--remove_unused_columns False \ |
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--do_train \ |
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--do_eval \ |
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--fp16 \ |
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--learning_rate 3e-5 \ |
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--max_length_seconds 30 \ |
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--label_column_name lang_id \ |
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--attention_mask False \ |
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--warmup_ratio 0.1 \ |
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--num_train_epochs 3 \ |
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--per_device_train_batch_size 16 \ |
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--gradient_accumulation_steps 2 \ |
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--gradient_checkpointing True \ |
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--per_device_eval_batch_size 32 \ |
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--dataloader_num_workers 8 \ |
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--logging_strategy steps \ |
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--logging_steps 25 \ |
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--evaluation_strategy epoch \ |
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--save_strategy epoch \ |
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--load_best_model_at_end True \ |
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--metric_for_best_model accuracy \ |
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--seed 0 \ |
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--freeze_feature_encoder False \ |
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--push_to_hub |
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