deepspeed --num_nodes=1 --num_gpus=2 --master_port=25001 llava/train/train_mem.py \ | |
--deepspeed ./scripts/zero3.json \ | |
--model_name_or_path lmsys/vicuna-13b-v1.5 \ | |
--version v1 \ | |
--data_path /mnt/bn/data-tns-algo-masp/baiyi.by/data/blip_laion_cc_sbu_558k/blip_laion_cc_sbu_558k.json \ | |
--image_folder /mnt/bn/data-tns-algo-masp/baiyi.by/data/blip_laion_cc_sbu_558k/images \ | |
--vision_tower openai/clip-vit-large-patch14-336 \ | |
--pretrain_mm_mlp_adapter ./checkpoints/llava-v1.5-mlp2x-336px-pretrain-vicuna-13b-v1.5/mm_projector.bin \ | |
--mm_projector_type mlp2x_gelu \ | |
--mm_vision_select_layer -2 \ | |
--mm_use_start_end False \ | |
--mm_use_patch_token False \ | |
--image_aspect_ratio pad \ | |
--group_by_modality_length True \ | |
--bf16 True \ | |
--output_dir ./checkpoints/llava-v1.5-13b \ | |
--num_train_epochs 1 \ | |
--per_device_train_batch_size 16 \ | |
--per_device_eval_batch_size 4 \ | |
--gradient_accumulation_steps 1 \ | |
--evaluation_strategy "no" \ | |
--save_strategy "steps" \ | |
--save_steps 50000 \ | |
--save_total_limit 1 \ | |
--learning_rate 2e-5 \ | |
--weight_decay 0. \ | |
--warmup_ratio 0.03 \ | |
--lr_scheduler_type "cosine" \ | |
--logging_steps 1 \ | |
--tf32 True \ | |
--model_max_length 2048 \ | |
--gradient_checkpointing True \ | |
--dataloader_num_workers 4 \ | |
--lazy_preprocess True \ | |
--report_to wandb | |