├── .gitignore ├── README.md ├── demo ├── demo.py ├── example.py └── xattention.txt ├── eval ├── HunyuanVideo │ ├── .gitignore │ ├── LICENSE.txt │ ├── Notice │ ├── README.md │ ├── README_zh.md │ ├── all_dimension_longer.txt │ ├── assets │ │ ├── WECHAT.md │ │ ├── hunyuanvideo.pdf │ │ └── wechat.jpg │ ├── ckpts │ │ ├── .gitattributes │ │ └── .gitignore │ ├── gradio_server.py │ ├── hyvideo │ │ ├── __init__.py │ │ ├── config.py │ │ ├── constants.py │ │ ├── diffusion │ │ │ ├── __init__.py │ │ │ ├── pipelines │ │ │ │ ├── __init__.py │ │ │ │ └── pipeline_hunyuan_video.py │ │ │ └── schedulers │ │ │ │ ├── __init__.py │ │ │ │ └── scheduling_flow_match_discrete.py │ │ ├── inference.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── activation_layers.py │ │ │ ├── attenion.py │ │ │ ├── embed_layers.py │ │ │ ├── fp8_optimization.py │ │ │ ├── mlp_layers.py │ │ │ ├── models.py │ │ │ ├── modulate_layers.py │ │ │ ├── norm_layers.py │ │ │ ├── posemb_layers.py │ │ │ └── token_refiner.py │ │ ├── prompt_rewrite.py │ │ ├── text_encoder │ │ │ └── __init__.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── data_utils.py │ │ │ ├── file_utils.py │ │ │ ├── helpers.py │ │ │ └── preprocess_text_encoder_tokenizer_utils.py │ │ └── vae │ │ │ ├── __init__.py │ │ │ ├── autoencoder_kl_causal_3d.py │ │ │ ├── unet_causal_3d_blocks.py │ │ │ └── vae.py │ ├── requirements.txt │ ├── run_vbench.py │ ├── sample_video.py │ ├── scripts │ │ ├── run_sample_video.sh │ │ ├── run_sample_video_fp8.sh │ │ └── run_sample_video_multigpu.sh │ ├── similarity.py │ ├── tests │ │ └── test_attention.py │ └── utils │ │ └── collect_env.py ├── LongBench │ ├── __init__.py │ ├── eval.py │ ├── metrics.py │ ├── pred.py │ ├── pred │ │ └── Meta-Llama-3.1-8B-Instruct │ │ │ ├── result.csv │ │ │ └── result.json │ └── ratio.py ├── RULER │ ├── LICENSE │ ├── README.md │ ├── requirements.txt │ ├── scripts │ │ ├── config_models.sh │ │ ├── config_tasks.sh │ │ ├── data │ │ │ ├── prepare.py │ │ │ ├── synthetic │ │ │ │ ├── common_words_extraction.py │ │ │ │ ├── constants.py │ │ │ │ ├── freq_words_extraction.py │ │ │ │ ├── json │ │ │ │ │ ├── PaulGrahamEssays_URLs.txt │ │ │ │ │ ├── download_paulgraham_essay.py │ │ │ │ │ └── download_qa_dataset.sh │ │ │ │ ├── niah.py │ │ │ │ ├── qa.py │ │ │ │ └── variable_tracking.py │ │ │ ├── template.py │ │ │ └── tokenizer.py │ │ ├── eval.sh │ │ ├── eval │ │ │ ├── evaluate.py │ │ │ └── synthetic │ │ │ │ └── constants.py │ │ ├── pred │ │ │ ├── call_api.py │ │ │ ├── client_wrappers.py │ │ │ ├── model_wrappers.py │ │ │ ├── serve_trt.py │ │ │ └── serve_vllm.py │ │ ├── requirements.txt │ │ ├── run.sh │ │ └── synthetic.yaml │ └── setup.sh ├── VLMEvalKit │ ├── .pre-commit-config.yaml │ ├── LICENSE │ ├── README.md │ ├── assets │ │ ├── LOGO.svg │ │ └── apple.jpg │ ├── docs │ │ ├── en │ │ │ ├── .readthedocs.yaml │ │ │ ├── ConfigSystem.md │ │ │ ├── Contributors.md │ │ │ ├── Development.md │ │ │ ├── EvalByLMDeploy.md │ │ │ ├── Makefile │ │ │ ├── Quickstart.md │ │ │ ├── _static │ │ │ │ ├── css │ │ │ │ │ └── readthedocs.css │ │ │ │ ├── image │ │ │ │ │ ├── logo.svg │ │ │ │ │ └── logo_icon.svg │ │ │ │ └── js │ │ │ │ │ └── custom.js │ │ │ ├── _templates │ │ │ │ ├── 404.html │ │ │ │ ├── autosummary │ │ │ │ │ └── class.rst │ │ │ │ └── callable.rst │ │ │ ├── conf.py │ │ │ ├── docutils.conf │ │ │ └── index.rst │ │ ├── ja │ │ │ └── README_ja.md │ │ └── zh-CN │ │ │ ├── .readthedocs.yaml │ │ │ ├── ConfigSystem.md │ │ │ ├── Development.md │ │ │ ├── EvalByLMDeploy.md │ │ │ ├── Makefile │ │ │ ├── Quickstart.md │ │ │ ├── README_zh-CN.md │ │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ ├── image │ │ │ │ ├── logo.svg │ │ │ │ └── logo_icon.svg │ │ │ └── js │ │ │ │ └── custom.js │ │ │ ├── _templates │ │ │ ├── 404.html │ │ │ ├── autosummary │ │ │ │ └── class.rst │ │ │ └── callable.rst │ │ │ ├── conf.py │ │ │ ├── cp_origin_docs.sh │ │ │ ├── docutils.conf │ │ │ └── index.rst │ ├── requirements.txt │ ├── requirements │ │ └── docs.txt │ ├── run.py │ ├── scripts │ │ ├── AI2D_preproc.ipynb │ │ ├── apires_scan.py │ │ ├── auto_run.py │ │ ├── cover.sh │ │ ├── data_browser.py │ │ ├── mmb_eval_gradio.py │ │ ├── run.sh │ │ ├── srun.sh │ │ ├── summarize.py │ │ └── visualize.ipynb │ ├── setup.py │ ├── vlm_test.sh │ └── vlmeval │ │ ├── __init__.py │ │ ├── api │ │ ├── __init__.py │ │ ├── bailingmm.py │ │ ├── base.py │ │ ├── bluelm_v_api.py │ │ ├── claude.py │ │ ├── cloudwalk.py │ │ ├── doubao_vl_api.py │ │ ├── gemini.py │ │ ├── glm_vision.py │ │ ├── gpt.py │ │ ├── hf_chat_model.py │ │ ├── hunyuan.py │ │ ├── jt_vl_chat.py │ │ ├── lmdeploy.py │ │ ├── qwen_api.py │ │ ├── qwen_vl_api.py │ │ ├── reka.py │ │ ├── sensechat_vision.py │ │ ├── siliconflow.py │ │ ├── stepai.py │ │ ├── taichu.py │ │ └── taiyi.py │ │ ├── config.py │ │ ├── dataset │ │ ├── __init__.py │ │ ├── cgbench.py │ │ ├── cmmmu.py │ │ ├── creation.py │ │ ├── dude.py │ │ ├── dynamath.py │ │ ├── image_base.py │ │ ├── image_caption.py │ │ ├── image_ccocr.py │ │ ├── image_mcq.py │ │ ├── image_mt.py │ │ ├── image_shortqa.py │ │ ├── image_vqa.py │ │ ├── image_yorn.py │ │ ├── longvideobench.py │ │ ├── miabench.py │ │ ├── mlvu.py │ │ ├── mmbench_video.py │ │ ├── mmgenbench.py │ │ ├── mmlongbench.py │ │ ├── mmmath.py │ │ ├── mvbench.py │ │ ├── slidevqa.py │ │ ├── tempcompass.py │ │ ├── text_base.py │ │ ├── text_mcq.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── ccocr_evaluator │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── common.py │ │ │ │ ├── doc_parsing_evaluator.py │ │ │ │ ├── kie_evaluator.py │ │ │ │ └── ocr_evaluator.py │ │ │ ├── cgbench.py │ │ │ ├── crpe.py │ │ │ ├── hrbench.py │ │ │ ├── judge_util.py │ │ │ ├── llavabench.py │ │ │ ├── logicvista.py │ │ │ ├── longvideobench.py │ │ │ ├── mathv.py │ │ │ ├── mathverse.py │ │ │ ├── mathvista.py │ │ │ ├── mlvu.py │ │ │ ├── mmbench_video.py │ │ │ ├── mmdu.py │ │ │ ├── mmniah.py │ │ │ ├── mmvet.py │ │ │ ├── multiple_choice.py │ │ │ ├── mvbench.py │ │ │ ├── naturalbench.py │ │ │ ├── ocrbench.py │ │ │ ├── olympiadbench.py │ │ │ ├── qspatial.py │ │ │ ├── tablevqabench.py │ │ │ ├── tempcompass.py │ │ │ ├── videomme.py │ │ │ ├── vqa_eval.py │ │ │ ├── wemath.py │ │ │ ├── worldsense.py │ │ │ └── yorn.py │ │ ├── vcr.py │ │ ├── video_base.py │ │ ├── video_concat_dataset.py │ │ ├── video_dataset_config.py │ │ ├── videomme.py │ │ ├── vl_rewardbench.py │ │ ├── wildvision.py │ │ └── worldsense.py │ │ ├── inference.py │ │ ├── inference_mt.py │ │ ├── inference_video.py │ │ ├── smp │ │ ├── __init__.py │ │ ├── file.py │ │ ├── log.py │ │ ├── misc.py │ │ └── vlm.py │ │ ├── tools.py │ │ ├── utils │ │ ├── __init__.py │ │ ├── matching_util.py │ │ ├── mp_util.py │ │ └── result_transfer.py │ │ └── vlm │ │ ├── __init__.py │ │ ├── aria.py │ │ ├── base.py │ │ ├── bunnyllama3.py │ │ ├── cambrian.py │ │ ├── chameleon.py │ │ ├── cogvlm.py │ │ ├── deepseek_vl.py │ │ ├── deepseek_vl2.py │ │ ├── eagle_x.py │ │ ├── emu.py │ │ ├── falcon_vlm.py │ │ ├── h2ovl_mississippi.py │ │ ├── idefics.py │ │ ├── instructblip.py │ │ ├── internvl │ │ ├── __init__.py │ │ ├── internvl_chat.py │ │ └── utils.py │ │ ├── internvl_chat.py │ │ ├── janus.py │ │ ├── kosmos.py │ │ ├── llama_vision.py │ │ ├── llava │ │ ├── __init__.py │ │ ├── llava.py │ │ └── llava_xtuner.py │ │ ├── mantis.py │ │ ├── mgm.py │ │ ├── minicpm_v.py │ │ ├── minigpt4.py │ │ ├── minimonkey.py │ │ ├── misc │ │ ├── blip2_instruct_vicuna13b.yaml │ │ ├── blip2_instruct_vicuna7b.yaml │ │ ├── minigpt4_13b_eval.yaml │ │ ├── minigpt4_7b_eval.yaml │ │ └── minigptv2_eval.yaml │ │ ├── mixsense.py │ │ ├── mmalaya.py │ │ ├── molmo.py │ │ ├── monkey.py │ │ ├── moondream.py │ │ ├── mplug_owl2.py │ │ ├── mplug_owl3.py │ │ ├── nvlm.py │ │ ├── ola │ │ ├── __init__.py │ │ ├── ola │ │ │ ├── arguments.py │ │ │ ├── constants.py │ │ │ ├── conversation.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ └── preprocess.py │ │ │ ├── mm_utils.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ ├── language_model │ │ │ │ │ └── ola_qwen.py │ │ │ │ ├── multimodal_encoder │ │ │ │ │ ├── builder.py │ │ │ │ │ └── oryx_vit.py │ │ │ │ ├── multimodal_projector │ │ │ │ │ ├── builder.py │ │ │ │ │ └── pooler_projector.py │ │ │ │ ├── multimodal_resampler │ │ │ │ │ ├── builder.py │ │ │ │ │ └── perceiver.py │ │ │ │ ├── ola_arch.py │ │ │ │ ├── speech_encoder │ │ │ │ │ ├── beats │ │ │ │ │ │ ├── BEATs.py │ │ │ │ │ │ ├── Tokenizers.py │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── backbone.py │ │ │ │ │ │ ├── kaldi.py │ │ │ │ │ │ ├── modules.py │ │ │ │ │ │ └── quantizer.py │ │ │ │ │ ├── builder.py │ │ │ │ │ └── speech_encoder.py │ │ │ │ └── speech_projector │ │ │ │ │ ├── builder.py │ │ │ │ │ └── speech_projector.py │ │ │ └── utils.py │ │ └── ola_model.py │ │ ├── omchat.py │ │ ├── omnilmm.py │ │ ├── open_flamingo.py │ │ ├── ovis │ │ ├── __init__.py │ │ ├── ovis.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── mdp3.py │ │ ├── paligemma.py │ │ ├── pandagpt.py │ │ ├── parrot.py │ │ ├── phi3_vision.py │ │ ├── pixtral.py │ │ ├── points.py │ │ ├── qh_360vl.py │ │ ├── qwen2_vl │ │ ├── __init__.py │ │ ├── model.py │ │ └── prompt.py │ │ ├── qwen_vl.py │ │ ├── rbdash.py │ │ ├── ross.py │ │ ├── sail_vl.py │ │ ├── slime.py │ │ ├── smolvlm.py │ │ ├── transcore_m.py │ │ ├── ursa │ │ ├── __init__.py │ │ ├── ursa_chat.py │ │ └── ursa_model │ │ │ ├── __init__.py │ │ │ ├── clip_encoder.py │ │ │ ├── configuration_ursa.py │ │ │ ├── image_processing_vlm.py │ │ │ ├── modeling_ursa.py │ │ │ ├── processing_ursa.py │ │ │ ├── projector.py │ │ │ ├── sam.py │ │ │ └── siglip_vit.py │ │ ├── valley │ │ ├── __init__.py │ │ ├── requirements_valley.txt │ │ ├── valley_eagle │ │ │ ├── constants.py │ │ │ ├── conversation.py │ │ │ ├── model │ │ │ │ ├── language_model │ │ │ │ │ ├── valley_qwen2.py │ │ │ │ │ └── valley_qwen2vl.py │ │ │ │ ├── multimodal_encoder │ │ │ │ │ ├── builder.py │ │ │ │ │ └── siglip_encoder.py │ │ │ │ ├── multimodal_projector │ │ │ │ │ └── builder.py │ │ │ │ ├── token_compressor │ │ │ │ │ ├── avgpool.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── evo.py │ │ │ │ │ ├── lavit.py │ │ │ │ │ ├── minicpm_resampler.py │ │ │ │ │ └── roipool.py │ │ │ │ └── valley_arch.py │ │ │ ├── util │ │ │ │ ├── config.py │ │ │ │ ├── data_util.py │ │ │ │ ├── mm_utils.py │ │ │ │ └── vision_encoder_config.py │ │ │ └── valley_utils.py │ │ └── valley_eagle_chat.py │ │ ├── video_llm │ │ ├── __init__.py │ │ ├── chat_uni_vi.py │ │ ├── configs │ │ │ ├── llama_vid │ │ │ │ └── processor │ │ │ │ │ └── clip-patch14-224 │ │ │ │ │ ├── config.json │ │ │ │ │ └── preprocessor_config.json │ │ │ └── videochat2_hd.json │ │ ├── llama_vid.py │ │ ├── pllava.py │ │ ├── video_chatgpt.py │ │ ├── video_llava.py │ │ └── videochat2.py │ │ ├── vila.py │ │ ├── vintern_chat.py │ │ ├── visualglm.py │ │ ├── vita.py │ │ ├── vxverse.py │ │ ├── wemm.py │ │ ├── xcomposer │ │ ├── __init__.py │ │ ├── sharecaptioner.py │ │ ├── xcomposer.py │ │ ├── xcomposer2.py │ │ ├── xcomposer2_4KHD.py │ │ └── xcomposer2d5.py │ │ ├── xgen_mm.py │ │ └── yi_vl.py └── efficiency │ ├── attention_speedup.py │ ├── generate_prompt.py │ └── long_context.py ├── figures ├── Xattention.pdf ├── breakdown.jpg ├── breakdown.pdf ├── detect_vs.pdf ├── method1.png ├── method2.png ├── scheme.pdf ├── speedup.jpg ├── speedup.pdf └── videogen.pdf ├── pyproject.toml ├── requirements.txt ├── scripts ├── format_longbench_result.py ├── longbench.sh ├── run_demo.sh ├── run_efficiency.sh ├── run_hunyuan.sh ├── run_longbench.sh ├── run_ruler.sh └── run_vllms.sh ├── setup.py └── xattn ├── __init__.py ├── src ├── Flexprefill.py ├── Fullprefill.py ├── Minference.py ├── Xattention.py ├── kernels.py ├── load_llama.py └── utils.py └── threshold ├── llama_threshold.py └── profile_threshold ├── profile_threshold.py └── text.json /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mit-han-lab/x-attention/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: 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