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#!/bin/bash |
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export LC_ALL=C.UTF-8 |
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export LANG=C.UTF-8 |
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export OUTPUT_DIR=/home/m3hrdadfi/code/wav2vec2-base-persian |
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export OUTPUT_DIR=/home/m3hrdadfi/data_cache/ |
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export MODEL_NAME_OR_PATH=/home/m3hrdadfi/code/wav2vec2-base-persian |
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export TRAIN_FILE=/home/m3hrdadfi/data/fa/train_with_aug.csv |
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export VALIDATION_FILE=/home/m3hrdadfi/data/fa/test.csv |
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export SPEECH_FILE_COLUMN=path |
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export PER_DEVICE_TRAIN_BATCH_SIZE=8 |
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export PER_DEVICE_EVAL_BATCH_SIZE=8 |
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export NUM_TRAIN_EPOCHS=5.0 |
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export LEARNING_RATE=5e-4 |
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export WARMUP_STEPS=1000 |
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export LOGGING_STEPS=500 |
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export PREPROCESSING_NUM_WORKERS=4 |
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export MAX_DURATION_IN_SECONDS=20.0 |
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export ADAM_BETA_1=0.9 |
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export ADAM_BETA_2=0.98 |
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export WEIGHT_DECAY=0.01 |
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export D_TYPE=bfloat16 |
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export PAD_TO_MULTIPLE_OF=16384 |
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python src/run_wav2vec2_pretrain_flax.py \ |
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--output_dir="$OUTPUT_DIR" \ |
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--cache_dir="$CACHE_DIR" \ |
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--train_file="$TRAIN_FILE" \ |
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--validation_file="$VALIDATION_FILE" \ |
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--speech_file_column="$SPEECH_FILE_COLUMN" \ |
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--model_name_or_path="$MODEL_NAME_OR_PATH" \ |
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--per_device_train_batch_size=$PER_DEVICE_TRAIN_BATCH_SIZE \ |
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--per_device_eval_batch_size=$PER_DEVICE_EVAL_BATCH_SIZE \ |
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--preprocessing_num_workers=$PREPROCESSING_NUM_WORKERS \ |
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--max_duration_in_seconds=$MAX_DURATION_IN_SECONDS \ |
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--num_train_epochs=$NUM_TRAIN_EPOCHS \ |
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--learning_rate=$LEARNING_RATE \ |
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--warmup_steps=$WARMUP_STEPS \ |
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--weight_decay=$WEIGHT_DECAY \ |
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--adam_beta1=$ADAM_BETA_1 \ |
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--adam_beta2=$ADAM_BETA_2 \ |
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--dtype="$D_TYPE" \ |
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--pad_to_multiple_of=$PAD_TO_MULTIPLE_OF \ |
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--logging_steps=$LOGGING_STEPS \ |
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--push_to_hub |