torchrun --nnodes 1 --nproc_per_node 1 --master_port 29501 train3.py \
    --batch-size 1 \
    --model_path "/AIRvePFS/ai4science/users/ai4science/users/zyk/seminat_backup/model/OLMo-2-0425-1B" \
    --save_path "ckp/sft-v4-1e3-len4-fc-chunklimit4-jueduipos" \
    --save_name "sft-v4-1e3-len4-fc-chunklimit4-jueduipos" \
    --data_type SemiNATForSingleRoundMaskInput \
    --run_name "olmo2-1b-sft-v4-bs1-lr1e3-len4-1-fc-chunklimit4-jueduipos" \
    --epochs 300 \
    --chunk_size_limit 4 \
    --save_steps 100 \
    --lr 1e-3 \
    --weight_decay 0.1 \
    --eps 1e-8 \
    --decay_norm_and_bias true \
    --decay_embeddings false \
    --betas 0.9 0.95 \
    --warmup_steps 0.1 \
    --total_steps 300 \
    --min_lr 5e-7 \
    --data_path "/AIRvePFS/ai4science/users/ai4science/users/zyk/seminat_backup/data/sft_prob_chunk_0514_1k_len4_1sample_olmo2.parquet" \
    --max_length 2048 \
    --data_processess_num 1 \
    --use_wandb \
    # --use_lora \



# torchrun --nnodes 1 --nproc_per_node 1  train.py \
#     --batch-size 1 \
#     --model_path "/AIRvePFS/ai4science/users/ai4science/users/zyk/seminat_backup/model/OLMoE-1B-7B-0924-SFT" \
#     --save_path "ckp/" \
#     --save_name "sft-v1" \
#     --epochs 10 \
#     --lr 1e-5 \
#     --data_path "/AIRvePFS/ai4science/users/ai4science/users/zyk/seminat_backup/data/sft_prob_chunk_0406_1k/train-00000-of-00001.parquet" \
#     --max_length 2048 \
#     --use_lora