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# From https://arxiv.org/pdf/1907.11692.pdf
HUB_TOKEN=`cat $HOME/.huggingface/token`
./run_mlm_flax.py \
--output_dir="./" \
--model_type="roberta" \
--config_name="./" \
--tokenizer_name="./" \
--dataset_name="mc4" \
--dataset_config_name="es" \
--dataset_streamnig \
--max_seq_length="128" \
--pad_to_max_length \
--per_device_train_batch_size="128" \
--per_device_eval_batch_size="128" \
--adam_beta1="0.9" \
--adam_beta2="0.98" \
--adam_epsilon="1e-6" \
--learning_rate="4e-4" \
--weight_decay="0.01" \
--save_strategy="steps" \
--save_steps="10000" \
--save_total_limit="5" \
--warmup_steps="30000" \
--overwrite_output_dir \
--num_train_steps="500000" \
--eval_steps="10000" \
--logging_steps="500" \
--dtype="bfloat16" \
--push_to_hub_model_id="flax-community/bertin-roberta-large-spanish" \
--push_to_hub_token="$HUB_TOKEN"
--push_to_hub 2>&1 | tee run.log
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