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chore: import upstream snapshot with attribution
2026-07-13 13:34:58 +08:00

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# 8 * 56GiB
# padding_free/packing support requires "mcore-bridge>=1.4.0":
# https://github.com/modelscope/mcore-bridge/pull/76
PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
NPROC_PER_NODE=8 \
CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 \
megatron sft \
--model Qwen/Qwen3-Next-80B-A3B-Instruct \
--save_safetensors true \
--merge_lora false \
--dataset 'swift/Chinese-Qwen3-235B-2507-Distill-data-110k-SFT#2000' \
'swift/self-cognition#1000' \
--load_from_cache_file true \
--tuner_type lora \
--lora_rank 8 \
--lora_alpha 32 \
--packing true \
--target_modules all-linear \
--tensor_model_parallel_size 2 \
--expert_model_parallel_size 4 \
--moe_permute_fusion true \
--moe_grouped_gemm true \
--moe_shared_expert_overlap true \
--moe_aux_loss_coeff 1e-6 \
--micro_batch_size 1 \
--global_batch_size 4 \
--recompute_granularity full \
--recompute_method uniform \
--recompute_num_layers 1 \
--num_train_epochs 1 \
--finetune true \
--cross_entropy_loss_fusion true \
--lr 1e-4 \
--lr_warmup_fraction 0.05 \
--min_lr 1e-5 \
--output_dir megatron_output/Qwen3-Next-80B-A3B-Instruct \
--eval_steps 200 \
--save_steps 200 \
--max_length 4096 \
--dataloader_num_workers 8 \
--dataset_num_proc 8 \
--no_save_optim true \
--no_save_rng true \
--sequence_parallel true \
--attention_backend flash \
--model_author swift \
--model_name swift-robot
# CUDA_VISIBLE_DEVICES=0,1,2,3 \
# swift infer \
# --adapters megatron_output/Qwen3-Next-80B-A3B-Instruct/vx-xxx/checkpoint-xxx \
# --vllm_tensor_parallel_size 4 \
# --infer_backend vllm \
# --vllm_max_model_len 8192 \
# --vllm_gpu_memory_utilization 0.9 \
# --stream true \
# --max_new_tokens 2048