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MODEL_VERSION=vicuna-v1-3-7b | |
PROMPT_VERSION=plain | |
########### DO NOT CHANGE ########### | |
# pre-train the linear projection | |
deepspeed llava/train/train_mem.py \ | |
--deepspeed ./scripts/zero2.json \ | |
--model_name_or_path lmsys/vicuna-7b-v1.3 \ | |
--version $PROMPT_VERSION \ | |
--data_path /path/to/blip_laion_cc_sbu_558k.json \ | |
--image_folder /path/to/images \ | |
--vision_tower openai/clip-vit-large-patch14 \ | |
--mm_projector_type linear \ | |
--tune_mm_mlp_adapter True \ | |
--mm_vision_select_layer -2 \ | |
--mm_use_im_start_end False \ | |
--mm_use_im_patch_token False \ | |
--bf16 True \ | |
--output_dir ./checkpoints/llava-$MODEL_VERSION-linear-pretrain \ | |
--num_train_epochs 1 \ | |
--per_device_train_batch_size 32 \ | |
--per_device_eval_batch_size 4 \ | |
--gradient_accumulation_steps 1 \ | |
--evaluation_strategy "no" \ | |
--save_strategy "steps" \ | |
--save_steps 24000 \ | |
--save_total_limit 1 \ | |
--learning_rate 2e-3 \ | |
--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 | |
# pre-train the re-sampler | |
deepspeed llava/train/train_mem.py \ | |
--deepspeed ./scripts/zero2.json \ | |
--model_name_or_path lmsys/vicuna-7b-v1.3 \ | |
--version $PROMPT_VERSION \ | |
--data_path /path/to/blip_laion_cc_sbu_558k.json \ | |
--image_folder /path/to/images \ | |
--vision_tower openai/clip-vit-large-patch14 \ | |
--mm_projector_type perceiver \ | |
--tune_mm_mlp_adapter True \ | |
--mm_vision_select_layer -2 \ | |
--mm_use_im_start_end False \ | |
--mm_use_im_patch_token False \ | |
--bf16 True \ | |
--output_dir ./checkpoints/llava-$MODEL_VERSION-resampler-pretrain \ | |
--num_train_epochs 5 \ | |
--per_device_train_batch_size 32 \ | |
--per_device_eval_batch_size 4 \ | |
--gradient_accumulation_steps 1 \ | |
--evaluation_strategy "no" \ | |
--save_strategy "steps" \ | |
--save_steps 24000 \ | |
--save_total_limit 1 \ | |
--learning_rate 2e-4 \ | |
--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 |