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# test_env: 4 * H20
# fa2: 4 * 49GiB; 17.2s/it
# fa3: 4 * 49GiB; 15.2s/it
# https://github.com/Dao-AILab/flash-attention/tree/main#flashattention-3-beta-release
# pip install "transformers==4.53.*"
PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
NPROC_PER_NODE=4 \
CUDA_VISIBLE_DEVICES=0,1,2,3 \
megatron sft \
--model Qwen/Qwen3-30B-A3B-Base \
--save_safetensors true \
--merge_lora false \
--dataset 'swift/Chinese-Qwen3-235B-2507-Distill-data-110k-SFT' \
--load_from_cache_file true \
--tuner_type lora \
--lora_rank 32 \
--lora_alpha 64 \
--target_modules all-linear \
--split_dataset_ratio 0.01 \
--moe_permute_fusion true \
--expert_model_parallel_size 4 \
--moe_grouped_gemm true \
--moe_shared_expert_overlap true \
--moe_aux_loss_coeff 1e-3 \
--micro_batch_size 1 \
--global_batch_size 16 \
--recompute_granularity full \
--recompute_method uniform \
--recompute_num_layers 1 \
--num_train_epochs 3 \
--finetune true \
--cross_entropy_loss_fusion true \
--lr 1e-4 \
--lr_warmup_fraction 0.05 \
--min_lr 1e-5 \
--output_dir megatron_output/Qwen3-30B-A3B-Base \
--eval_steps 200 \
--save_steps 200 \
--packing true \
--max_length 8192 \
--dataloader_num_workers 8 \
--dataset_num_proc 8 \
--no_save_optim true \
--no_save_rng true \
--sequence_parallel true \
--attention_backend flash