model: arch: minigpt_v2 model_type: pretrain max_txt_len: 1024 image_size: 448 end_sym: "" llama_model: "/path/to/llama_checkpoint" ckpt: "/path/to/pretrained_checkpoint" use_grad_checkpoint: True chat_template: True lora_r: 64 lora_alpha: 16 datasets: multitask_conversation: batch_size: 2 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 50 llava_conversation: batch_size: 2 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 30 unnatural_instruction: batch_size: 1 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 10 refvg: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 40 llava_detail: batch_size: 4 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 20 llava_reason: batch_size: 4 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 80 flickr_grounded_caption: batch_size: 2 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 80 flickr_CaptionToPhrase: batch_size: 2 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 80 flickr_ObjectToPhrase: batch_size: 2 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 80 coco_caption: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 10 textcaps_caption: # batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 30 refcoco: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 25 refcocop: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 25 refcocog: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 25 invrefcoco: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 10 invrefcocop: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 10 invrefcocog: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 10 coco_vqa: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 15 ok_vqa: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 8 aok_vqa: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 12 gqa: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 50 ocrvqa: batch_size: 6 vis_processor: train: name: "blip2_image_train" image_size: 448 text_processor: train: name: "blip_caption" sample_ratio: 30 run: task: image_text_pretrain # optimizer lr_sched: "linear_warmup_cosine_lr" init_lr: 1e-5 min_lr: 1e-6 warmup_lr: 1e-6 weight_decay: 0.05 max_epoch: 50 num_workers: 6 warmup_steps: 1000 iters_per_epoch: 1000 seed: 42 output_dir: "/path/to/save_checkpoint" amp: True resume_ckpt_path: null evaluate: False train_splits: ["train"] device: "cuda" world_size: 1 dist_url: "env://" distributed: True wandb_log: True job_name: minigptv2_finetune