├── Inseval ├── README.md ├── dimensions │ ├── multiple │ │ ├── action.jsonl │ │ ├── color.jsonl │ │ ├── detail.jsonl │ │ ├── shape.jsonl │ │ ├── texture.jsonl │ │ └── txt │ │ │ ├── action.txt │ │ │ ├── color.txt │ │ │ ├── detail.txt │ │ │ ├── shape.txt │ │ │ └── texture.txt │ └── single │ │ ├── action.jsonl │ │ ├── color.jsonl │ │ ├── detail.jsonl │ │ ├── shape.jsonl │ │ ├── texture.jsonl │ │ └── txt │ │ ├── action.txt │ │ ├── color.txt │ │ ├── detail.txt │ │ ├── get_txt.py │ │ ├── shape.txt │ │ └── texture.txt ├── inseval_multiple.py ├── inseval_single.py └── run.sh ├── InstanceCap ├── README.md ├── eval │ ├── README.md │ ├── cal_3dvae_score.py │ ├── senbysen.py │ └── vqascore.py └── projects │ ├── LLaVA-NeXT │ ├── .dockerignore │ ├── .editorconfig │ ├── .gitattributes │ ├── .gitignore │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── cog.yaml │ ├── docs │ │ ├── LLaVA-NeXT-Interleave.md │ │ ├── LLaVA-NeXT-Video.md │ │ ├── LLaVA-NeXT-Video_0716.md │ │ ├── LLaVA-NeXT.md │ │ ├── LLaVA_OneVision.md │ │ ├── README.md │ │ ├── __init__.py │ │ ├── jobs.mp4 │ │ └── onevision_trial.py │ ├── llava │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── conversation.py │ │ ├── eval │ │ │ ├── __init__.py │ │ │ ├── evaluate_interleave.py │ │ │ └── model_vqa.py │ │ ├── mm_utils.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── apply_delta.py │ │ │ ├── builder.py │ │ │ ├── consolidate.py │ │ │ ├── language_model │ │ │ │ ├── __init__.py │ │ │ │ ├── llava_gemma.py │ │ │ │ ├── llava_llama.py │ │ │ │ ├── llava_mistral.py │ │ │ │ ├── llava_mixtral.py │ │ │ │ ├── llava_mpt.py │ │ │ │ ├── llava_qwen.py │ │ │ │ ├── llava_qwen_moe.py │ │ │ │ └── modeling_llama.py │ │ │ ├── llava_arch.py │ │ │ ├── make_delta.py │ │ │ ├── multimodal_encoder │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ ├── clip_encoder.py │ │ │ │ ├── dev_eva_clip │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── eva_clip │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ │ │ │ ├── constants.py │ │ │ │ │ │ ├── eva_vit_model.py │ │ │ │ │ │ ├── factory.py │ │ │ │ │ │ ├── hf_configs.py │ │ │ │ │ │ ├── hf_model.py │ │ │ │ │ │ ├── loss.py │ │ │ │ │ │ ├── model.py │ │ │ │ │ │ ├── model_configs │ │ │ │ │ │ │ ├── EVA-CLIP-18B.json │ │ │ │ │ │ │ ├── EVA-CLIP-8B-plus.json │ │ │ │ │ │ │ ├── EVA-CLIP-8B.json │ │ │ │ │ │ │ ├── EVA01-CLIP-B-16.json │ │ │ │ │ │ │ ├── EVA01-CLIP-g-14-plus.json │ │ │ │ │ │ │ ├── EVA01-CLIP-g-14.json │ │ │ │ │ │ │ ├── EVA02-CLIP-B-16.json │ │ │ │ │ │ │ ├── EVA02-CLIP-L-14-336.json │ │ │ │ │ │ │ ├── EVA02-CLIP-L-14.json │ │ │ │ │ │ │ ├── EVA02-CLIP-bigE-14-plus.json │ │ │ │ │ │ │ ├── EVA02-CLIP-bigE-14.json │ │ │ │ │ │ │ ├── Internal-EVA02-CLIP-10B-14-448.json │ │ │ │ │ │ │ └── Internal-EVA02-CLIP-10B-14.json │ │ │ │ │ │ ├── modified_resnet.py │ │ │ │ │ │ ├── openai.py │ │ │ │ │ │ ├── pretrained.py │ │ │ │ │ │ ├── rope.py │ │ │ │ │ │ ├── timm_model.py │ │ │ │ │ │ ├── tokenizer.py │ │ │ │ │ │ ├── transform.py │ │ │ │ │ │ ├── transformer.py │ │ │ │ │ │ └── utils.py │ │ │ │ │ └── eva_vit.py │ │ │ │ ├── eva_clip │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── eva_clip_encoder.py │ │ │ │ │ ├── eva_clip_processors.py │ │ │ │ │ ├── eva_vit.py │ │ │ │ │ ├── factory.py │ │ │ │ │ └── model_configs │ │ │ │ │ │ ├── EVA-CLIP-18B.json │ │ │ │ │ │ ├── EVA-CLIP-8B-plus.json │ │ │ │ │ │ ├── EVA-CLIP-8B.json │ │ │ │ │ │ ├── EVA01-CLIP-B-16.json │ │ │ │ │ │ ├── EVA01-CLIP-g-14-plus.json │ │ │ │ │ │ ├── EVA01-CLIP-g-14.json │ │ │ │ │ │ ├── EVA02-CLIP-B-16.json │ │ │ │ │ │ ├── EVA02-CLIP-L-14-336.json │ │ │ │ │ │ ├── EVA02-CLIP-L-14.json │ │ │ │ │ │ ├── EVA02-CLIP-bigE-14-plus.json │ │ │ │ │ │ ├── EVA02-CLIP-bigE-14.json │ │ │ │ │ │ ├── Internal-EVA02-CLIP-10B-14-448.json │ │ │ │ │ │ └── Internal-EVA02-CLIP-10B-14.json │ │ │ │ ├── hf_vision.py │ │ │ │ ├── imagebind.py │ │ │ │ ├── open_clip_encoder.py │ │ │ │ └── siglip_encoder.py │ │ │ ├── multimodal_projector │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── pooler_projector.py │ │ │ ├── multimodal_resampler │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ ├── masked_drop.py │ │ │ │ ├── perceiver.py │ │ │ │ ├── qformer.py │ │ │ │ └── spatial_pool.py │ │ │ └── utils.py │ │ ├── serve │ │ │ ├── __init__.py │ │ │ ├── cli.py │ │ │ ├── controller.py │ │ │ ├── examples │ │ │ │ ├── extreme_ironing.jpg │ │ │ │ └── waterview.jpg │ │ │ ├── gradio_multi_image.py │ │ │ ├── gradio_web_server.py │ │ │ ├── model_worker.py │ │ │ ├── register_worker.py │ │ │ ├── sglang_worker.py │ │ │ └── test_message.py │ │ ├── train │ │ │ ├── __init__.py │ │ │ ├── llama_flash_attn_monkey_patch.py │ │ │ ├── llava_trainer.py │ │ │ ├── llava_trainer_eval.py │ │ │ ├── train.py │ │ │ ├── train_dpo.py │ │ │ └── train_mem.py │ │ └── utils.py │ ├── playground │ │ ├── 2d_hist.py │ │ ├── __init__.py │ │ ├── data_checker.py │ │ ├── demo │ │ │ ├── __init__.py │ │ │ ├── video_demo.py │ │ │ └── xU25MMA2N4aVtYay.mp4 │ │ ├── equal_splitter.py │ │ ├── remove_mid_ckpt.py │ │ ├── sgl_llava_inference_multinode.py │ │ └── upload_data.py │ ├── predict.py │ ├── pyproject.toml │ ├── requirements.txt │ ├── scripts │ │ ├── __init__.py │ │ ├── archived │ │ │ ├── __init__.py │ │ │ ├── convert_gqa_for_eval.py │ │ │ ├── convert_mmvet_for_eval.py │ │ │ ├── convert_sqa_to_llava.py │ │ │ ├── convert_sqa_to_llava_base_prompt.py │ │ │ ├── convert_vizwiz_for_submission.py │ │ │ ├── convert_vqav2_for_submission.py │ │ │ ├── data_info.py │ │ │ ├── dpo_data_info.py │ │ │ ├── entry_cmd.sh │ │ │ ├── finetune.sh │ │ │ ├── finetune_1.5.sh │ │ │ ├── finetune_full_schedule.sh │ │ │ ├── finetune_lora.sh │ │ │ ├── finetune_mixtral.sh │ │ │ ├── finetune_mixtral_1.5.sh │ │ │ ├── finetune_mixtral_1.6_336px_anyres.sh │ │ │ ├── finetune_mixtral_1.6_336px_anyres_freeze_vision.sh │ │ │ ├── finetune_mixtral_1.6_336px_anyres_lmms_eval.sh │ │ │ ├── finetune_mixtral_copy.sh │ │ │ ├── finetune_qlora.sh │ │ │ ├── finetune_sqa.sh │ │ │ ├── merge_lora_weights.py │ │ │ ├── pretrain.sh │ │ │ ├── quick_check.py │ │ │ ├── sqa_eval_batch.sh │ │ │ └── sqa_eval_gather.sh │ │ ├── interleave │ │ │ ├── eval_all.sh │ │ │ ├── eval_interleave_3d.sh │ │ │ └── eval_multiprocess.sh │ │ ├── qwen.py │ │ ├── summarize_data.py │ │ ├── train │ │ │ ├── README.md │ │ │ ├── dpo.sh │ │ │ ├── finetune_clip.sh │ │ │ ├── finetune_onevision.sh │ │ │ ├── finetune_siglip_a4.sh │ │ │ ├── pretrain_clip.sh │ │ │ └── pretrain_siglip.sh │ │ ├── video │ │ │ ├── demo │ │ │ │ └── video_demo.sh │ │ │ └── eval │ │ │ │ ├── activitynet_eval.sh │ │ │ │ ├── video_chatgpt_benchmark_eval_shard.sh │ │ │ │ ├── video_description_from_t2v.sh │ │ │ │ ├── video_detail_description_eval_only.sh │ │ │ │ └── video_detail_description_eval_shard.sh │ │ ├── zero2.json │ │ ├── zero2_fused_adamw.json │ │ ├── zero2_offload.json │ │ ├── zero3.json │ │ ├── zero3_offload.json │ │ └── zero3pp.json │ ├── system_prompt.txt │ ├── test.py │ ├── tmp.py │ └── trl │ │ ├── __init__.py │ │ ├── core.py │ │ ├── environment │ │ ├── __init__.py │ │ └── base_environment.py │ │ ├── extras │ │ ├── __init__.py │ │ ├── best_of_n_sampler.py │ │ └── dataset_formatting.py │ │ ├── import_utils.py │ │ ├── models │ │ ├── __init__.py │ │ ├── modeling_base.py │ │ ├── modeling_sd_base.py │ │ ├── modeling_value_head.py │ │ └── utils.py │ │ └── trainer │ │ ├── __init__.py │ │ ├── base.py │ │ ├── ddpo_config.py │ │ ├── ddpo_trainer.py │ │ ├── dpo_trainer.py │ │ ├── iterative_sft_trainer.py │ │ ├── model_config.py │ │ ├── ppo_config.py │ │ ├── ppo_trainer.py │ │ ├── reward_config.py │ │ ├── reward_trainer.py │ │ ├── sft_trainer.py │ │ └── utils.py │ ├── __init__.py │ ├── camera_motion │ ├── __init__.py │ ├── camera_motion.py │ ├── detect.py │ ├── detect_muti.py │ ├── requirements.txt │ ├── utils.py │ └── visualizer.py │ ├── human_hit.py │ ├── instancecap.py │ ├── instancecap_blue.py │ ├── instancecap_red_circle.py │ ├── instancecap_wo_camera.py │ ├── instancecap_wo_human.py │ ├── run_co_detr_muti.py │ ├── segment-anything-2 │ ├── .clang-format │ ├── .gitignore │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── INSTALL.md │ ├── LICENSE │ ├── LICENSE_cctorch │ ├── README.md │ ├── __init__.py │ ├── assets │ │ ├── model_diagram.png │ │ └── sa_v_dataset.jpg │ ├── checkpoints │ │ └── download_ckpts.sh │ ├── pyproject.toml │ ├── sam2 │ │ ├── __init__.py │ │ ├── automatic_mask_generator.py │ │ ├── build_sam.py │ │ ├── csrc │ │ │ └── connected_components.cu │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── hieradet.py │ │ │ │ ├── image_encoder.py │ │ │ │ └── utils.py │ │ │ ├── memory_attention.py │ │ │ ├── memory_encoder.py │ │ │ ├── position_encoding.py │ │ │ ├── sam │ │ │ │ ├── __init__.py │ │ │ │ ├── mask_decoder.py │ │ │ │ ├── prompt_encoder.py │ │ │ │ └── transformer.py │ │ │ ├── sam2_base.py │ │ │ └── sam2_utils.py │ │ ├── sam2_image_predictor.py │ │ ├── sam2_video_predictor.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── amg.py │ │ │ ├── misc.py │ │ │ └── transforms.py │ ├── sam2_configs │ │ ├── __init__.py │ │ ├── sam2_hiera_b+.yaml │ │ ├── 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