├── .gitignore ├── LICENSE ├── README.md ├── app.py ├── assets ├── Arial.ttf ├── inst_01.png ├── inst_02.png ├── inst_03.png └── teaser.png ├── cli.py ├── docs └── model_zoo.md ├── images ├── iclr.jpg ├── leshi.jpg ├── tesla.jpg └── xiaomi.jpg ├── models ├── LLaVA │ ├── .devcontainer │ │ ├── Dockerfile │ │ ├── devcontainer.env │ │ ├── devcontainer.json │ │ └── postCreateCommand.sh │ ├── .dockerignore │ ├── .editorconfig │ ├── .gitattributes │ ├── .github │ │ └── ISSUE_TEMPLATE │ │ │ ├── 1-usage.yaml │ │ │ ├── 2-feature-request.yaml │ │ │ ├── 3-question.yaml │ │ │ └── 4-discussion.yaml │ ├── .gitignore │ ├── LICENSE │ ├── README.md │ ├── cog.yaml │ ├── docs │ │ ├── Customize_Component.md │ │ ├── Data.md │ │ ├── Evaluation.md │ │ ├── Finetune_Custom_Data.md │ │ ├── Intel.md │ │ ├── LLaVA_Bench.md │ │ ├── LLaVA_from_LLaMA2.md │ │ ├── LoRA.md │ │ ├── MODEL_ZOO.md │ │ ├── ScienceQA.md │ │ ├── Windows.md │ │ └── macOS.md │ ├── images │ │ ├── demo_cli.gif │ │ ├── llava_example_cmp.png │ │ ├── llava_logo.png │ │ └── llava_v1_5_radar.jpg │ ├── llava │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── conversation.py │ │ ├── eval │ │ │ ├── eval_gpt_review.py │ │ │ ├── eval_gpt_review_bench.py │ │ │ ├── eval_gpt_review_visual.py │ │ │ ├── eval_pope.py │ │ │ ├── eval_science_qa.py │ │ │ ├── eval_science_qa_gpt4.py │ │ │ ├── eval_science_qa_gpt4_requery.py │ │ │ ├── eval_textvqa.py │ │ │ ├── generate_webpage_data_from_table.py │ │ │ ├── m4c_evaluator.py │ │ │ ├── model_qa.py │ │ │ ├── model_vqa.py │ │ │ ├── model_vqa_loader.py │ │ │ ├── model_vqa_mmbench.py │ │ │ ├── model_vqa_science.py │ │ │ ├── qa_baseline_gpt35.py │ │ │ ├── run_llava.py │ │ │ ├── summarize_gpt_review.py │ │ │ └── webpage │ │ │ │ ├── figures │ │ │ │ ├── alpaca.png │ │ │ │ ├── bard.jpg │ │ │ │ ├── chatgpt.svg │ │ │ │ ├── llama.jpg │ │ │ │ ├── swords_FILL0_wght300_GRAD0_opsz48.svg │ │ │ │ └── vicuna.jpeg │ │ │ │ ├── index.html │ │ │ │ ├── script.js │ │ │ │ └── styles.css │ │ ├── mm_utils.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── apply_delta.py │ │ │ ├── builder.py │ │ │ ├── consolidate.py │ │ │ ├── language_model │ │ │ │ ├── llava_llama.py │ │ │ │ ├── llava_mistral.py │ │ │ │ └── llava_mpt.py │ │ │ ├── llava_arch.py │ │ │ ├── make_delta.py │ │ │ ├── multimodal_encoder │ │ │ │ ├── builder.py │ │ │ │ └── clip_encoder.py │ │ │ ├── multimodal_projector │ │ │ │ └── builder.py │ │ │ └── utils.py │ │ ├── serve │ │ │ ├── __init__.py │ │ │ ├── cli.py │ │ │ ├── controller.py │ │ │ ├── examples │ │ │ │ ├── extreme_ironing.jpg │ │ │ │ └── waterview.jpg │ │ │ ├── gradio_web_server.py │ │ │ ├── model_worker.py │ │ │ ├── register_worker.py │ │ │ ├── sglang_worker.py │ │ │ └── test_message.py │ │ ├── train │ │ │ ├── llama_flash_attn_monkey_patch.py │ │ │ ├── llama_xformers_attn_monkey_patch.py │ │ │ ├── llava_trainer.py │ │ │ ├── train.py │ │ │ ├── train_mem.py │ │ │ └── train_xformers.py │ │ └── utils.py │ ├── playground │ │ └── data │ │ │ └── prompts │ │ │ ├── complex_reasoning │ │ │ ├── 000_caps.txt │ │ │ ├── 000_conv.txt │ │ │ ├── 001_caps.txt │ │ │ ├── 001_conv.txt │ │ │ ├── 002_caps.txt │ │ │ ├── 002_conv.txt │ │ │ └── system_message.txt │ │ │ ├── conversation │ │ │ ├── 000_caps.txt │ │ │ ├── 000_conv.txt │ │ │ ├── 001_caps.txt │ │ │ ├── 001_conv.txt │ │ │ └── system_message.txt │ │ │ └── detail_description │ │ │ ├── 000_caps.txt │ │ │ ├── 000_conv.txt │ │ │ ├── 001_caps.txt │ │ │ ├── 001_conv.txt │ │ │ ├── 002_caps.txt │ │ │ ├── 002_conv.txt │ │ │ └── system_message.txt │ ├── predict.py │ ├── pyproject.toml │ └── scripts │ │ ├── convert_gqa_for_eval.py │ │ ├── convert_mmbench_for_submission.py │ │ ├── convert_mmvet_for_eval.py │ │ ├── convert_seed_for_submission.py │ │ ├── convert_sqa_to_llava.py │ │ ├── convert_sqa_to_llava_base_prompt.py │ │ ├── convert_vizwiz_for_submission.py │ │ ├── convert_vqav2_for_submission.py │ │ ├── extract_mm_projector.py │ │ ├── finetune.sh │ │ ├── finetune_full_schedule.sh │ │ ├── finetune_lora.sh │ │ ├── finetune_qlora.sh │ │ ├── finetune_sqa.sh │ │ ├── merge_lora_weights.py │ │ ├── pretrain.sh │ │ ├── pretrain_xformers.sh │ │ ├── sqa_eval_batch.sh │ │ ├── sqa_eval_gather.sh │ │ ├── upload_pypi.sh │ │ └── v1_5 │ │ ├── eval │ │ ├── gqa.sh │ │ ├── llavabench.sh │ │ ├── mmbench.sh │ │ ├── mmbench_cn.sh │ │ ├── mme.sh │ │ ├── mmvet.sh │ │ ├── pope.sh │ │ ├── qbench.sh │ │ ├── qbench_zh.sh │ │ ├── seed.sh │ │ ├── sqa.sh │ │ ├── textvqa.sh │ │ ├── vizwiz.sh │ │ └── vqav2.sh │ │ ├── finetune.sh │ │ ├── finetune_lora.sh │ │ ├── finetune_task.sh │ │ ├── finetune_task_lora.sh │ │ └── pretrain.sh ├── __init__.py ├── search_agent │ ├── __init__.py │ ├── mindsearch_agent.py │ ├── mindsearch_prompt.py │ └── models.py ├── vsa_model.py └── vsa_prompt.py └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cnzzx/VSA/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: 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