├── .DS_Store ├── .gitignore ├── Eval.md ├── LICENSE ├── README.md ├── TRAIN.md ├── assets ├── Fig1_new2.jpg ├── WechatGroup.jpg ├── banana.png ├── benchmark.jpg ├── data_curation.jpg ├── logo.png ├── nano-case.jpg ├── nano-consistent-150k.jpg └── radar.jpg ├── data ├── .DS_Store ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── __init__.cpython-39.pyc │ ├── data_utils.cpython-310.pyc │ ├── data_utils.cpython-39.pyc │ └── transforms.cpython-310.pyc ├── configs │ └── example.yaml ├── data_utils.py ├── dataset_base.py ├── dataset_info.py ├── distributed_iterable_dataset.py ├── interleave_datasets │ ├── __init__.py │ ├── edit_dataset.py │ ├── interleave_t2i_dataset.py │ └── multiref_dataset.py ├── parquet_utils.py ├── t2i_dataset.py ├── transforms.py ├── video_utils.py └── vlm_dataset.py ├── eval ├── .DS_Store ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ └── __init__.cpython-312.pyc ├── gen │ ├── gedit │ │ ├── calculate_statistics.py │ │ ├── gen_images_gedit.py │ │ ├── test_gedit_score.py │ │ └── viescore │ │ │ ├── __init__.py │ │ │ ├── mllm_tools │ │ │ ├── __init__.py │ │ │ ├── openai.py │ │ │ ├── qwen25vl_eval.py │ │ │ └── utils.py │ │ │ ├── parse_prompt.py │ │ │ ├── utils.py │ │ │ └── vie_prompts.py │ ├── gen_images_mp.py │ ├── gen_images_mp_imgedit.py │ ├── gen_images_mp_kris.py │ ├── gen_images_mp_rise.py │ ├── gen_images_mp_wise.py │ ├── gen_images_omnicontext.py │ ├── geneval │ │ ├── evaluation │ │ │ ├── download_models.sh │ │ │ ├── evaluate_images.py │ │ │ ├── evaluate_images_mp.py │ │ │ ├── object_names.txt │ │ │ └── summary_scores.py │ │ └── prompts │ │ │ ├── create_prompts.py │ │ │ ├── evaluation_metadata.jsonl │ │ │ ├── evaluation_metadata_long.jsonl │ │ │ ├── generation_prompts.txt │ │ │ └── object_names.txt │ ├── imgedit │ │ ├── basic_bench.py │ │ ├── step1_get_avgscore.py │ │ └── step2_typescore.py │ ├── kris │ │ ├── final_data.json │ │ ├── metrics_common.py │ │ ├── metrics_knowledge.py │ │ ├── metrics_multi_element.py │ │ ├── metrics_temporal_prediction.py │ │ ├── metrics_view_change.py │ │ ├── prompts.py │ │ └── summarize.py │ ├── rise │ │ ├── gpt_eval.py │ │ └── utils.py │ └── wise │ │ ├── cal_score.py │ │ ├── final_data.json │ │ └── gpt_eval_mp.py └── vlm │ ├── __init__.py │ ├── eval │ ├── mathvista │ │ ├── calculate_score.py │ │ ├── evaluate_mathvista.py │ │ ├── extract_answer.py │ │ ├── extract_answer_mp.py │ │ ├── prompts │ │ │ └── ext_ans.py │ │ └── utilities.py │ ├── mmbench │ │ └── evaluate_mmbench.py │ ├── mme │ │ ├── Your_Results │ │ │ ├── OCR.txt │ │ │ ├── artwork.txt │ │ │ ├── celebrity.txt │ │ │ ├── code_reasoning.txt │ │ │ ├── color.txt │ │ │ ├── commonsense_reasoning.txt │ │ │ ├── count.txt │ │ │ ├── existence.txt │ │ │ ├── landmark.txt │ │ │ ├── numerical_calculation.txt │ │ │ ├── position.txt │ │ │ ├── posters.txt │ │ │ ├── scene.txt │ │ │ └── text_translation.txt │ │ ├── calculation.py │ │ └── eval.py │ ├── mmmu │ │ ├── answer_dict_val.json │ │ ├── data_utils.py │ │ ├── eval_utils.py │ │ ├── evaluate_mmmu.py │ │ ├── evaluate_mmmu_cot.py │ │ └── main_eval_only.py │ ├── mmvet │ │ └── evaluate_mmvet.py │ ├── mmvp │ │ └── evaluate_mmvp.py │ ├── pope │ │ ├── eval_pope.py │ │ └── evaluate_pope.py │ └── vqa │ │ ├── evaluate_vqa.py │ │ └── textvqa_eval.py │ ├── evaluate.sh │ └── utils.py ├── inference.ipynb ├── inference_multiref.ipynb ├── inference_multiref.py ├── inferencer.py ├── modeling ├── .DS_Store ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-310.pyc │ └── autoencoder.cpython-310.pyc ├── autoencoder.py ├── bagel │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── bagel.cpython-310.pyc │ │ ├── modeling_utils.cpython-310.pyc │ │ ├── qwen2_navit.cpython-310.pyc │ │ └── siglip_navit.cpython-310.pyc │ ├── bagel.py │ ├── modeling_utils.py │ ├── qwen2_navit.py │ └── siglip_navit.py ├── qwen2 │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── configuration_qwen2.cpython-310.pyc │ │ ├── modeling_qwen2.cpython-310.pyc │ │ └── tokenization_qwen2.cpython-310.pyc │ ├── configuration_qwen2.py │ ├── modeling_qwen2.py │ ├── tokenization_qwen2.py │ └── tokenization_qwen2_fast.py └── siglip │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── configuration_siglip.cpython-310.pyc │ └── modeling_siglip.cpython-310.pyc │ ├── configuration_siglip.py │ ├── convert_siglip_to_hf.py │ ├── image_processing_siglip.py │ ├── modeling_siglip.py │ ├── processing_siglip.py │ └── tokenization_siglip.py ├── omnicontext ├── README.md ├── __pycache__ │ ├── calculate_statistics.cpython-310.pyc │ ├── calculate_statistics.cpython-311.pyc │ ├── calculate_statistics.cpython-312.pyc │ ├── json_util.cpython-310.pyc │ ├── omnicontext_score.cpython-310.pyc │ ├── openai_util.cpython-310.pyc │ ├── prompt_generator.cpython-310.pyc │ ├── test_omnicontext_score.cpython-310.pyc │ ├── test_omnicontext_score.cpython-311.pyc │ └── test_omnicontext_score.cpython-312.pyc ├── arrow2json.py ├── calculate_statistics.py ├── inference.py ├── json_util.py ├── omnicontext_score.py ├── openai_util.py ├── prompt_generator.py └── test_omnicontext_score.py ├── output.png ├── scripts ├── eval │ ├── eval_vlm.sh │ ├── run_eval_vlm.sh │ ├── run_gedit.sh │ ├── run_geneval.sh │ ├── run_imgedit.sh │ ├── run_kris.sh │ ├── run_omnicontext.sh │ ├── run_rise.sh │ └── run_wise.sh ├── merge_safetensors.py └── train.sh ├── test_scripts ├── Eval-gpt-4.1-Imagine.py ├── Eval-gpt-4.1-geneval++.py ├── Geneval++.jsonl ├── Geneval++.txt ├── Imagine.jsonl └── Imagine.txt └── train ├── __init__.py ├── fsdp_utils.py ├── pretrain_unified_navit.py └── train_utils.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yejy53/Echo-4o/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 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