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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="pa-IN" \ |
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--output_dir="./" \ |
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--overwrite_output_dir \ |
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--num_train_epochs="200" \ |
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--per_device_train_batch_size="16" \ |
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--per_device_eval_batch_size="32" \ |
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--learning_rate="1.11e-4" \ |
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--gradient_accumulation_steps="2" \ |
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--warmup_steps="2000" \ |
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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="500" \ |
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--layerdrop="0.02" \ |
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--attention_dropout="0.05" \ |
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--activation_dropout="0.05" \ |
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--hidden_dropout="0.04" \ |
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--feat_proj_dropout="0.01" \ |
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--layerdrop="0.02" \ |
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--ctc_loss_reduction="mean" \ |
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--save_total_limit="1" \ |
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--freeze_feature_encoder \ |
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--mask_time_prob="0.20" \ |
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--chars_to_ignore , ? . ! \- \; \: \" β % β β οΏ½ β β β¦ β Β« Β» β \` _ \ |
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--gradient_checkpointing \ |
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--use_auth_token \ |
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--fp16 \ |
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--group_by_length \ |
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--do_train --do_eval \ |
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--push_to_hub |