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#!/usr/bin/env bash |
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python run_speech_recognition_ctc.py \ |
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--dataset_name="mozilla-foundation/common_voice_7_0" \ |
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--model_name_or_path="facebook/wav2vec2-xls-r-1b" \ |
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--dataset_config_name="uk" \ |
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--output_dir="./cv-uk-ft" \ |
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--num_train_epochs="100" \ |
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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="20" \ |
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--learning_rate="5e-5" \ |
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--warmup_steps="500" \ |
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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="50" \ |
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--layerdrop="0.0" \ |
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--activation_dropout="0.1" \ |
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--eval_metrics wer cer \ |
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--save_total_limit="3" \ |
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--feat_proj_dropout="0.0" \ |
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--mask_time_prob="0.75" \ |
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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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--freeze_feature_encoder \ |
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--chars_to_ignore « » ы — – ՚ ’ … , ? . ! - \; \: \" “ % ‘ \` ” � \ |
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--fp16 \ |
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--group_by_length \ |
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--use_auth_token \ |
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--report_to="tensorboard" \ |
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--do_train --do_eval \ |
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--gradient_checkpointing |
