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python run_speech_recognition_ctc.py \ |
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--dataset_name "mozilla-foundation/common_voice_8_0" "collectivat/tv3_parla" "projecte-aina/parlament_parla" \ |
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--dataset_config_name "ca" "ca" "clean" \ |
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--model_name_or_path="facebook/wav2vec2-xls-r-1b" \ |
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--train_split_name "train+validation" "train" "train+validation" \ |
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--eval_split_name "test" "test" "test" \ |
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--audio_column_name "audio" "audio" "audio" \ |
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--output_dir="wav2vec2-xls-r-1b-ca" \ |
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--overwrite_output_dir \ |
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--num_train_epochs="10" \ |
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--per_device_train_batch_size="8" \ |
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--per_device_eval_batch_size="8" \ |
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--gradient_accumulation_steps="8" \ |
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--learning_rate="2e-5" \ |
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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" "text" "sentence" \ |
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--chars_to_ignore [ , ? . ! \; \: \" “ % ” � — … – ] \ |
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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="0.0" \ |
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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="0.75" \ |
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--preprocessing_num_workers="12" \ |
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--mask_time_length="10" \ |
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--mask_feature_prob="0.25" \ |
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--mask_feature_length="64" \ |
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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 |
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