├── LICENSE ├── MANIFEST.in ├── README.md ├── README_DATA.md ├── README_TRAIN_EVAL.md ├── SECURITY.md ├── demo ├── __pycache__ │ └── fastapi_blip2.cpython-38.pyc ├── audio │ ├── calibrited_latest_record copy.wav │ ├── calibrited_latest_record.wav │ ├── latest_record copy.wav │ ├── latest_record.wav │ ├── test_speech.m4a │ └── test_speech.wav ├── demo_xllm.py ├── fastapi_blip2.py └── scripts │ ├── run_demo_fastapi.sh │ └── run_demo_streamlit.sh ├── evaluate.py ├── gen_feats_from_service.py ├── images ├── README.md ├── cmp_forbidden.png ├── cmp_kings.png ├── pie_x-llm_gpt4.png └── x-llm.png ├── paper └── README.md ├── pyproject.toml ├── requirements.txt ├── run_scripts ├── eval │ └── eval_asr_aishell2.sh └── train │ ├── image_interface_stage2.sh │ ├── instruction_stage3.sh │ ├── speech_interface_stage2.sh │ └── video_interface_stage2.sh ├── setup.py ├── train.py └── xllm ├── __init__.py ├── __pycache__ └── __init__.cpython-38.pyc ├── checkpoints └── process_checkpoint.py ├── common ├── __pycache__ │ ├── config.cpython-38.pyc │ ├── dist_utils.cpython-38.pyc │ ├── logger.cpython-38.pyc │ ├── optims.cpython-38.pyc │ ├── rawvideo_util.cpython-38.pyc │ ├── registry.cpython-38.pyc │ └── utils.cpython-38.pyc ├── config.py ├── dist_utils.py ├── gradcam.py ├── logger.py ├── optims.py ├── rawvideo_util.py ├── registry.py ├── rouge.py ├── utils.py └── vqa_tools │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── vqa.cpython-38.pyc │ └── vqa_eval.cpython-38.pyc │ ├── vqa.py │ └── vqa_eval.py ├── configs ├── datasets │ ├── activitycaps │ │ ├── defaults_video_zh.yaml │ │ └── defaults_video_zh_activitycaps.yaml │ ├── ai_challenge │ │ ├── defaults_cap_zh.yaml │ │ ├── defaults_cap_zh_cap.yaml │ │ └── defaults_cap_zh_g.yaml │ ├── aishell2 │ │ └── defaults_asr_zh.yaml │ ├── cc3m │ │ ├── defaults_cap_zh.yaml │ │ └── defaults_cap_zh_g.yaml │ ├── chinese_food │ │ ├── defaults_zh.yaml │ │ ├── defaults_zh_cap.yaml │ │ └── defaults_zh_g.yaml │ ├── coco │ │ ├── defaults_cap.yaml │ │ ├── defaults_cap_zh.yaml │ │ ├── defaults_cap_zh_cap.yaml │ │ ├── defaults_cap_zh_g.yaml │ │ ├── defaults_ret.yaml │ │ ├── defaults_vqa.yaml │ │ └── eval_vqa.yaml │ ├── didemo │ │ └── defaults_ret.yaml │ ├── flickr30k │ │ ├── defaults.yaml │ │ ├── defaults_zh.yaml │ │ ├── defaults_zh_cap.yaml │ │ └── defaults_zh_g.yaml │ ├── image_source.txt │ ├── instruction │ │ ├── defaults_asr_zh.yaml │ │ ├── defaults_masr_zh.yaml │ │ ├── defaults_vl_zh.yaml │ │ └── defaults_vsd_zh.yaml │ ├── msrvtt │ │ ├── defaults_cap.yaml │ │ ├── defaults_qa.yaml │ │ └── defaults_ret.yaml │ ├── sbu_caption │ │ ├── defaults.yaml │ │ ├── defaults_zh.yaml │ │ ├── defaults_zh_cap.yaml │ │ └── defaults_zh_g.yaml │ ├── vg │ │ ├── defaults_caption.yaml │ │ ├── defaults_caption_zh.yaml │ │ ├── defaults_caption_zh_g.yaml │ │ └── defaults_vqa.yaml │ ├── vqa_vd │ │ ├── defaults_zh_cap.yaml │ │ ├── defaults_zh_cap_gqa.yaml │ │ └── defaults_zh_cap_vqa.yaml │ ├── vsdial │ │ ├── defaults_vsdial_asr_zh.yaml │ │ └── defaults_vsdial_masr_zh.yaml │ └── wukong │ │ ├── defaults_cap_zh.yaml │ │ └── defaults_cap_zh_g.yaml ├── default.yaml └── models │ ├── bert_config.json │ ├── blip2_pretrain.yaml │ ├── xllm.yaml │ ├── xllm_image.yaml │ ├── xllm_speech.yaml │ └── xllm_video.yaml ├── datasets ├── __pycache__ │ └── data_utils.cpython-38.pyc ├── builders │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── asr_builder.cpython-38.pyc │ │ ├── base_dataset_builder.cpython-38.pyc │ │ ├── caption_builder.cpython-38.pyc │ │ ├── classification_builder.cpython-38.pyc │ │ ├── dialogue_builder.cpython-38.pyc │ │ ├── image_text_pair_builder.cpython-38.pyc │ │ ├── imagefolder_builder.cpython-38.pyc │ │ ├── instruction_builder.cpython-38.pyc │ │ ├── retrieval_builder.cpython-38.pyc │ │ ├── video_qa_builder.cpython-38.pyc │ │ └── vqa_builder.cpython-38.pyc │ ├── asr_builder.py │ ├── base_dataset_builder.py │ ├── caption_builder.py │ ├── classification_builder.py │ ├── dialogue_builder.py │ ├── image_text_pair_builder.py │ ├── imagefolder_builder.py │ ├── instruction_builder.py │ ├── retrieval_builder.py │ ├── video_qa_builder.py │ └── vqa_builder.py ├── data_utils.py ├── datasets │ ├── __pycache__ │ │ ├── aok_vqa_datasets.cpython-38.pyc │ │ ├── asr_datasets.cpython-38.pyc │ │ ├── asr_instruction.cpython-38.pyc │ │ ├── avsd_dialogue_datasets.cpython-38.pyc │ │ ├── base_dataset.cpython-38.pyc │ │ ├── caption_datasets.cpython-38.pyc │ │ ├── coco_caption_datasets.cpython-38.pyc │ │ ├── coco_vqa_datasets.cpython-38.pyc │ │ ├── dataloader_utils.cpython-38.pyc │ │ ├── dialogue_datasets.cpython-38.pyc │ │ ├── gqa_datasets.cpython-38.pyc │ │ ├── image_text_pair_datasets.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation_caption.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation_dialog.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation_multi.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation_multi_caption.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation_text.cpython-38.pyc │ │ ├── image_text_pair_datasets_generation_vqa_vd.cpython-38.pyc │ │ ├── image_text_pair_datasets_multi.cpython-38.pyc │ │ ├── imagefolder_dataset.cpython-38.pyc │ │ ├── laion_dataset.cpython-38.pyc │ │ ├── masr_datasets.cpython-38.pyc │ │ ├── masr_instruction.cpython-38.pyc │ │ ├── multimodal_classification_datasets.cpython-38.pyc │ │ ├── nlvr_datasets.cpython-38.pyc │ │ ├── retrieval_datasets.cpython-38.pyc │ │ ├── snli_ve_datasets.cpython-38.pyc │ │ ├── vg_vqa_datasets.cpython-38.pyc │ │ ├── video_caption_datasets.cpython-38.pyc │ │ ├── video_instruction.cpython-38.pyc │ │ ├── video_vqa_datasets.cpython-38.pyc │ │ ├── vl_instruction.cpython-38.pyc │ │ ├── vqa_datasets.cpython-38.pyc │ │ └── vsd_instruction.cpython-38.pyc │ ├── aok_vqa_datasets.py │ ├── asr_datasets.py │ ├── asr_instruction.py │ ├── avsd_dialogue_datasets.py │ ├── base_dataset.py │ ├── caption_datasets.py │ ├── coco_caption_datasets.py │ ├── coco_vqa_datasets.py │ ├── dataloader_utils.py │ ├── dialogue_datasets.py │ ├── gqa_datasets.py │ ├── image_text_pair_datasets.py │ ├── image_text_pair_datasets_generation.py │ ├── image_text_pair_datasets_generation_caption.py │ ├── image_text_pair_datasets_generation_dialog.py │ ├── image_text_pair_datasets_generation_multi.py │ ├── image_text_pair_datasets_generation_multi_caption.py │ ├── image_text_pair_datasets_generation_text.py │ ├── image_text_pair_datasets_generation_vqa_vd.py │ ├── image_text_pair_datasets_multi.py │ ├── imagefolder_dataset.py │ ├── laion_dataset.py │ ├── masr_datasets.py │ ├── masr_instruction.py │ ├── multimodal_classification_datasets.py │ ├── nlvr_datasets.py │ ├── retrieval_datasets.py │ ├── snli_ve_datasets.py │ ├── vg_vqa_datasets.py │ ├── video_caption.py │ ├── video_caption_datasets.py │ ├── video_instruction.py │ ├── video_vqa_datasets.py │ ├── vl_instruction.py │ ├── vqa_datasets.py │ └── vsd_instruction.py ├── download_scripts │ ├── DownloadConceptualCaptions │ │ ├── LICENSE │ │ ├── README.md │ │ ├── create_annotation_12m.ipynb │ │ ├── create_annotation_3m.ipynb │ │ ├── download_data_cc12m.py │ │ └── download_data_cc3m.py │ ├── download_coco.py │ ├── download_didemo.py │ ├── download_flickr.py │ ├── download_gqa.py │ ├── download_msrvtt.py │ ├── download_msvd.py │ ├── download_nocaps.py │ ├── download_sbu.py │ └── download_vg.py └── process_own_dataset │ ├── check_wukong_zh.py │ ├── eval_llava_data │ ├── check.py │ ├── check2.py │ ├── en_qa90_x-llm_answer.json │ ├── en_qa90_x-llm_answer1.json │ ├── en_qa90_x-llm_answer_400W.json │ ├── en_qa90_x-llm_answer_400W_from_blip2.json │ ├── qa90_x-llm_answer.json │ ├── qa90_x-llm_answer1.json │ ├── qa90_x-llm_answer_400W.json │ ├── qa90_x-llm_answer_400W_from_blip2.json │ ├── question90.jsonl │ ├── question90_zh.json │ ├── question90_zh_check.json │ ├── tabel │ │ ├── caps_boxes_coco2014_val_80.jsonl │ │ ├── eval_gpt_review_visual.py │ │ ├── qa90_gpt4_answer.jsonl │ │ ├── qa90_x-llm_answer copy.jsonl │ │ ├── qa90_x-llm_answer.jsonl │ │ ├── qa90_x-llm_answer_400W.jsonl │ │ ├── qa90_x-llm_answer_400W_from_blip2.jsonl │ │ ├── question90.jsonl │ │ ├── review.json │ │ ├── review.jsonl │ │ ├── review2.json │ │ ├── review_400W.json │ │ ├── review_400W_from_blip2.json │ │ ├── rule.json │ │ └── summarize_gpt_review.py │ └── translation.py │ ├── images │ ├── 1.jpg │ ├── 12.jpg │ ├── 27.jpeg │ ├── 36.jpg │ ├── 4.jpg │ ├── 43.png │ ├── 44.jpg │ ├── 51.jpg │ └── 6.jpeg │ ├── process_ai_challenge_multi_zh.py │ ├── process_aishell2.py │ ├── process_baikeqa.py │ ├── process_cc3m_zh.py │ ├── process_chinese_food.py │ ├── process_coco_zh.py │ ├── process_coco_zh_multi.py │ ├── process_dailydialog_zh.py │ ├── process_flick30k_zh_multi.py │ ├── process_instruction │ ├── process_asr_instrution_dataset.py │ ├── process_masr_instrution_dataset.py │ ├── process_vl_instrution_dataset.py │ └── process_vsd_instrution_dataset.py │ ├── process_muge_zh_multi.py │ ├── process_pclue.py │ ├── process_sbu.py │ ├── process_vd_zh.py │ ├── process_vg.py │ ├── process_vsd.py │ ├── process_vsdasr.py │ ├── process_webtext.py │ ├── process_wiki.py │ ├── process_wukong_zh.py │ ├── process_wukong_zh2.py │ ├── scp_file.py │ ├── speech │ ├── split_aishell2_test.py │ └── split_vsd.py │ └── video │ ├── check_caption.py │ ├── download_video.py │ ├── fliter.py │ ├── process_activitycaps.py │ ├── raw-captions.pkl │ ├── similarity_sampling.py │ ├── similarity_sampling_clip.py │ ├── spider.py │ └── split_msrvtt.py ├── models ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── base_model.cpython-38.pyc │ ├── clip.cpython-38.pyc │ ├── eva_vit.cpython-38.pyc │ ├── med.cpython-38.pyc │ └── vit.cpython-38.pyc ├── base_model.py ├── eva_vit.py └── xllm_models │ ├── Qformer.py │ ├── __init__.py │ ├── __pycache__ │ ├── PointTransformer.cpython-38.pyc │ ├── Qformer.cpython-38.pyc │ ├── __init__.cpython-38.pyc │ ├── blip2.cpython-38.pyc │ ├── blip2_glm_speech.cpython-38.pyc │ ├── blip2_glm_speech_lora.cpython-38.pyc │ ├── blip2_image_text_matching.cpython-38.pyc │ ├── blip2_opt.cpython-38.pyc │ ├── blip2_qformer.cpython-38.pyc │ ├── blip2_t5.cpython-38.pyc │ ├── configuration_chatglm.cpython-38.pyc │ ├── lamumo.cpython-38.pyc │ ├── modeling_chatglm.cpython-38.pyc │ ├── modeling_opt.cpython-38.pyc │ ├── modeling_t5.cpython-38.pyc │ ├── tokenization_chatglm.cpython-38.pyc │ ├── xllm.cpython-38.pyc │ ├── xllm_base.cpython-38.pyc │ ├── xllm_image.cpython-38.pyc │ ├── xllm_outputs.cpython-38.pyc │ ├── xllm_qformer.cpython-38.pyc │ ├── xllm_speech.cpython-38.pyc │ └── xllm_video.cpython-38.pyc │ ├── configuration_chatglm.py │ ├── lamumo.py │ ├── modeling_chatglm.py │ ├── tokenization_chatglm.py │ ├── xllm.py │ ├── xllm_base.py │ ├── xllm_image.py │ ├── xllm_outputs.py │ ├── xllm_qformer.py │ ├── xllm_speech.py │ └── xllm_video.py ├── output └── Pretrain_stage2 │ ├── 20230615215 │ └── log.txt │ └── 20230616101 │ └── log.txt ├── processors ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── alpro_processors.cpython-38.pyc │ ├── base_processor.cpython-38.pyc │ ├── blip_processors.cpython-38.pyc │ ├── clip_processors.cpython-38.pyc │ ├── cloud_processors.cpython-38.pyc │ ├── functional_video.cpython-38.pyc │ ├── gpt_processors.cpython-38.pyc │ ├── randaugment.cpython-38.pyc │ └── transforms_video.cpython-38.pyc ├── alpro_processors.py ├── base_processor.py ├── blip_processors.py ├── clip_processors.py ├── functional_video.py ├── randaugment.py └── transforms_video.py ├── projects ├── eval │ └── asr_aishell2_eval.yaml └── train │ ├── image_interface_stage2.yaml │ ├── instruction_stage3.yaml │ ├── speech_interface_stage2.yaml │ └── video_interface_stage2.yaml ├── runners ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── runner_base.cpython-38.pyc │ ├── runner_base_lora.cpython-38.pyc │ └── runner_iter.cpython-38.pyc ├── 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