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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/gpt-neo-1.3B-persian |
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export MODEL_TYPE=gpt_neo |
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export CONFIG_NAME=/home/m3hrdadfi/code/gpt-neo-1.3B-persian |
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export TOKENIZER_NAME=/home/m3hrdadfi/code/gpt-neo-1.3B-persian |
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export TRAIN_FILE=/home/m3hrdadfi/data/train-fixed.csv |
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export VALIDATION_FILE=/home/m3hrdadfi/data/test-fixed.csv |
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export TEST_FILE=/home/m3hrdadfi/code/data/test-fixed.csv |
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export MAX_SEQUENCE_LENGTH=512 |
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export PER_DEVICE_TRAIN_BATCH_SIZE=16 |
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export PER_DEVICE_EVAL_BATCH_SIZE=16 |
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export NUM_TRAIN_EPOCHS=5.0 |
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export LEARNING_RATE=1e-3 |
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export WARMUP_STEPS=5000 |
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export LOGGING_STEPS=500 |
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export EVAL_STEPS=2500 |
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export SAVE_STEPS=2500 |
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python src/run_clm_flax.py \ |
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--output_dir="$OUTPUT_DIR" \ |
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--model_type="$MODEL_TYPE" \ |
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--config_name="$CONFIG_NAME" \ |
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--tokenizer_name="$TOKENIZER_NAME" \ |
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--dataset_name="$DATASET_NAME" \ |
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--dataset_config_name="$DATASET_CONFIG_NAME" \ |
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--block_size=$MAX_SEQUENCE_LENGTH \ |
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--per_device_train_batch_size=$PER_DEVICE_TRAIN_BATCH_SIZE \ |
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--per_device_eval_batch_size=$PER_DEVICE_EVAL_BATCH_SIZE \ |
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--num_train_epochs=$NUM_TRAIN_EPOCHS \ |
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--learning_rate=$LEARNING_RATE \ |
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--warmup_steps=$WARMUP_STEPS \ |
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--logging_step=$LOGGING_STEPS \ |
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--eval_steps=$EVAL_STEPS \ |
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--save_steps=$SAVE_STEPS \ |
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--do_train \ |
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--do_eval \ |
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--overwrite_output_dir \ |
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--push_to_hub |