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export LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu |
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python run_speech_recognition_seq2seq_streaming.py \ |
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--model_name_or_path="openai/whisper-small" \ |
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--train_dataset_names "Finnish-NLP/youtube_fi_110k_preprocessed" "Finnish-NLP/fleurs_asr_fi_audio_processed" "Finnish-NLP/css10_audio_processed" "Finnish-NLP/voxpopuli_fi_audio_processed" "Finnish-NLP/parliament_audio_processed" "Finnish-NLP/aalto_eduskunta_asr_audio_processed" "Finnish-NLP/fbc_dialog_audio_processed" "Finnish-NLP/fbc_monolog_audio_processed" "mozilla-foundation/common_voice_11_0" \ |
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--train_dataset_config_names "" "" "" "" "" "" "" "" "fi" \ |
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--train_dataset_split_name "train" "train" "train" "train" "train" "train" "train" "train" "train" \ |
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--train_dataset_text_column_names "texts" "sentence" "sentence" "sentence" "sentence" "sentence" "sentence" "sentence" "sentence" \ |
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--eval_dataset_name="mozilla-foundation/common_voice_11_0" \ |
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--eval_dataset_config_name="fi" \ |
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--eval_split_name="test" \ |
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--language="finnish" \ |
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--model_index_name="Whisper Small Finnish" \ |
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--max_steps="10000" \ |
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--output_dir="./" \ |
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--per_device_train_batch_size="64" \ |
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--per_device_eval_batch_size="32" \ |
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--logging_steps="25" \ |
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--learning_rate="3e-6" \ |
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--warmup_steps="500" \ |
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--evaluation_strategy="steps" \ |
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--eval_steps="1000" \ |
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--save_strategy="steps" \ |
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--save_steps="1000" \ |
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--generation_max_length="225" \ |
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--length_column_name="input_length" \ |
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--max_duration_in_seconds="30" \ |
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--text_column_name="sentence" \ |
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--freeze_feature_encoder="False" \ |
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--report_to="tensorboard" \ |
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--metric_for_best_model="wer" \ |
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--greater_is_better="False" \ |
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--load_best_model_at_end \ |
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--optim="adamw_bnb_8bit" \ |
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--gradient_checkpointing \ |
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--fp16 \ |
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--overwrite_output_dir \ |
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--do_train \ |
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--do_eval \ |
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--predict_with_generate \ |
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--do_normalize_eval \ |
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--use_auth_token \ |
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--push_to_hub |