start_train.sh

# set train hyperparams
unset LD_PRELOAD
export HF_DATASETS_CACHE="/researchdisk/datasets_cache"
export USE_TORCH=0
python3 run_clm_flax.py \
    --output_dir="./" \
    --model_type="gpt2" \
    --config_name="./" \
    --tokenizer_name="./" \
    --dataset_filepath="/researchdisk/training_dataset_full_deduplicated" \
    --do_train --do_eval \
    --block_size="512" \
    --per_device_train_batch_size="32" \
    --per_device_eval_batch_size="32" \
    --preprocessing_num_workers="1" \
    --distributed_shampoo \
    --learning_rate="1e-4" \
    --warmup_steps="4000" \
    --cosine_decay \
    --overwrite_output_dir \
    --logging_steps="500" \
    --eval_steps="10000" \
    --save_steps="10000" \
    --num_train_epochs="10" \
    --dtype="bfloat16" \
    --push_to_hub \
    --hub_model_id="Finnish-NLP/gpt2-finnish"