HUB_TOKEN=`cat $HOME/.huggingface/token`
./run_mlm_flax.py \
    --output_dir="${MODEL_DIR}" \
    --model_type="roberta" \
    --config_name="${MODEL_DIR}" \
    --tokenizer_name="${MODEL_DIR}" \
    --train_file="/home/nipunsadvilkar/mr_data/mr_train_punctrm.csv" \
    --validation_split_percentage=10 \
    --max_seq_length="128" \
    --weight_decay="0.01" \
    --per_device_train_batch_size="128" \
    --per_device_eval_batch_size="128" \
    --learning_rate="3e-4" \
    --warmup_steps="1000" \
    --overwrite_output_dir \
    --num_train_epochs="18" \
    --adam_beta1="0.9" \
    --adam_beta2="0.98" \
    --logging_steps="500" \
    --save_steps="2500" \
    --eval_steps="2500" \
    --preprocessing_num_workers=80 2>&1 | tee run.log