| # Env: 4 * A100 | |
| # https://github.com/modelscope/ms-swift/blob/main/examples/train/long_text/zero3.sh | |
| # Max Length: 32K | |
| # GPU Memory: 4 * 50GB, Training Speed 23s/it | |
| NPROC_PER_NODE=4 \ | |
| CUDA_VISIBLE_DEVICES=0,1,2,3 \ | |
| megatron sft \ | |
| --load Qwen2.5-7B-mcore \ | |
| --dataset 'ZhipuAI/LongWriter-6k' \ | |
| --tensor_model_parallel_size 4 \ | |
| --micro_batch_size 1 \ | |
| --global_batch_size 8 \ | |
| --packing true \ | |
| --recompute_granularity full \ | |
| --recompute_method uniform \ | |
| --recompute_num_layers 1 \ | |
| --train_iters 1000 \ | |
| --eval_iters 50 \ | |
| --finetune true \ | |
| --cross_entropy_loss_fusion true \ | |
| --lr 1e-5 \ | |
| --lr_warmup_iters 100 \ | |
| --min_lr 1e-6 \ | |
| --save megatron_output/Qwen2.5-7B \ | |
| --eval_interval 200 \ | |
| --save_interval 200 \ | |
| --max_length 32768 \ | |
| --num_workers 8 \ | |
| --dataset_num_proc 8 \ | |
| --no_save_optim true \ | |
| --no_save_rng true \ | |
| --sequence_parallel true \ | |
| --use_flash_attn true | |