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#!/usr/bin/env bash |
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deepspeed run_speech_recognition_seq2seq_streaming.py \ |
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--deepspeed="ds_config.json" \ |
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--model_name_or_path="openai/whisper-small" \ |
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--dataset_name="mozilla-foundation/common_voice_11_0" \ |
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--dataset_config_name="ka" \ |
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--language="Georgian" \ |
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--train_split_name="train+validation" \ |
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--eval_split_name="test" \ |
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--model_index_name="Whisper Small Georgian" \ |
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--max_steps="1000" \ |
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--output_dir="./" \ |
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--per_device_train_batch_size="32" \ |
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--per_device_eval_batch_size="16" \ |
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--logging_steps="25" \ |
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--learning_rate="1e-5" \ |
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--warmup_steps="50" \ |
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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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--lr_scheduler_type="constant_with_warmup" \ |
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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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--streaming \ |
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--use_auth_token \ |
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--push_to_hub |