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# From https://arxiv.org/pdf/1907.11692.pdf
##python3 -c "import jax; print('TPUs', jax.device_count())"
tmux new-session -d -s 0 python3 run_mlm_flax.py \
--output_dir="./outputs" \
--model_type="roberta" \
--config_name="./configs/base" \
--tokenizer_name="./" \
--dataset_name="munggok/KoPI" \
--dataset_config_name="full" \
--max_seq_length="512" \
--pad_to_max_length \
--per_device_train_batch_size="64" \
--per_device_eval_batch_size="64" \
--preprocessing_num_workers="64" \
--adam_beta1="0.9" \
--adam_beta2="0.98" \
--adam_epsilon="1e-6" \
--learning_rate="6e-4" \
--num_train_epochs="20" \
--weight_decay="0.01" \
--save_strategy="steps" \
--save_steps="10000" \
--save_total_limit='5' \
--warmup_steps="30000" \
--overwrite_output_dir \
--eval_steps="10000" \
--logging_steps="500" \
--dtype="bfloat16" 2>&1 | tee run.log
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