├── .DS_Store ├── LLaMA-Factory ├── .dockerignore ├── .env.local ├── .gitattributes ├── .github │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── ISSUE_TEMPLATE │ │ └── bug-report.yml │ ├── PULL_REQUEST_TEMPLATE.md │ ├── SECURITY.md │ └── workflows │ │ ├── label_issue.yml │ │ ├── publish.yml │ │ └── tests.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── README_zh.md ├── assets │ ├── benchmark.svg │ ├── logo.png │ ├── wechat.jpg │ └── wechat_npu.jpg ├── docker │ ├── docker-cuda │ │ ├── Dockerfile │ │ └── docker-compose.yml │ ├── docker-npu │ │ ├── Dockerfile │ │ └── docker-compose.yml │ └── docker-rocm │ │ ├── Dockerfile │ │ └── docker-compose.yml ├── evaluation │ ├── ceval │ │ ├── ceval.py │ │ ├── ceval.zip │ │ └── mapping.json │ ├── cmmlu │ │ ├── cmmlu.py │ │ ├── cmmlu.zip │ │ └── mapping.json │ └── mmlu │ │ ├── mapping.json │ │ ├── mmlu.py │ │ └── mmlu.zip ├── examples │ ├── README.md │ ├── README_zh.md │ ├── accelerate │ │ └── fsdp_config.yaml │ ├── deepspeed │ │ ├── ds_z0_config.json │ │ ├── ds_z2_config.json │ │ ├── ds_z2_offload_config.json │ │ ├── ds_z3_config.json │ │ └── ds_z3_offload_config.json │ ├── extras │ │ ├── adam_mini │ │ │ └── qwen2_full_sft.yaml │ │ ├── badam │ │ │ └── llama3_full_sft.yaml │ │ ├── fsdp_qlora │ │ │ ├── llama3_lora_sft.yaml │ │ │ └── train.sh │ │ ├── galore │ │ │ └── llama3_full_sft.yaml │ │ ├── llama_pro │ │ │ ├── expand.sh │ │ │ └── llama3_freeze_sft.yaml │ │ ├── loraplus │ │ │ └── llama3_lora_sft.yaml │ │ ├── mod │ │ │ └── llama3_full_sft.yaml │ │ ├── nlg_eval │ │ │ └── llama3_lora_predict.yaml │ │ └── pissa │ │ │ ├── init.sh │ │ │ └── llama3_lora_sft.yaml │ ├── inference │ │ ├── llama3.yaml │ │ ├── llama3_full_sft.yaml │ │ ├── llama3_lora_sft.yaml │ │ ├── llama3_vllm.yaml │ │ ├── llava1_5.yaml │ │ └── qwen2_vl.yaml │ ├── merge_lora │ │ ├── llama3_gptq.yaml │ │ ├── llama3_lora_sft.yaml │ │ └── qwen2vl_lora_sft.yaml │ ├── train_full │ │ ├── qwen2vl-72b_full_sft_numina_sample_5k_10epoch.yaml │ │ └── qwen2vl-7b_full_sft_numina_sample_5k_10epoch.yaml │ ├── train_lora │ │ ├── llama3_lora_dpo.yaml │ │ ├── llama3_lora_eval.yaml │ │ ├── llama3_lora_kto.yaml │ │ ├── llama3_lora_ppo.yaml │ │ ├── llama3_lora_pretrain.yaml │ │ ├── llama3_lora_reward.yaml │ │ ├── llama3_lora_sft.yaml │ │ ├── llama3_lora_sft_ds3.yaml │ │ ├── llama3_preprocess.yaml │ │ ├── llava1_5_lora_sft.yaml │ │ ├── qwen2vl_lora_dpo.yaml │ │ └── qwen2vl_lora_sft.yaml │ └── train_qlora │ │ ├── llama3_lora_sft_aqlm.yaml │ │ ├── llama3_lora_sft_awq.yaml │ │ ├── llama3_lora_sft_gptq.yaml │ │ └── llama3_lora_sft_otfq.yaml ├── pyproject.toml ├── requirements.txt ├── scripts │ ├── api_example │ │ ├── test_image.py │ │ └── test_toolcall.py │ ├── convert_ckpt │ │ ├── llamafy_baichuan2.py │ │ └── llamafy_qwen.py │ ├── llama_pro.py │ ├── loftq_init.py │ ├── pissa_init.py │ ├── stat_utils │ │ ├── cal_flops.py │ │ ├── cal_lr.py │ │ ├── cal_mfu.py │ │ ├── cal_ppl.py │ │ └── length_cdf.py │ └── vllm_infer.py ├── setup.py ├── src │ ├── api.py │ ├── llamafactory │ │ ├── __init__.py │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── app.py │ │ │ ├── chat.py │ │ │ ├── common.py │ │ │ └── protocol.py │ │ ├── chat │ │ │ ├── __init__.py │ │ │ ├── base_engine.py │ │ │ ├── chat_model.py │ │ │ ├── hf_engine.py │ │ │ └── vllm_engine.py │ │ ├── cli.py │ │ ├── eval │ │ │ ├── __init__.py │ │ │ ├── evaluator.py │ │ │ └── template.py │ │ ├── extras │ │ │ ├── __init__.py │ │ │ ├── constants.py │ │ │ ├── env.py │ │ │ ├── logging.py │ │ │ ├── misc.py │ │ │ ├── packages.py │ │ │ └── ploting.py │ │ ├── hparams │ │ │ ├── __init__.py │ │ │ ├── data_args.py │ │ │ ├── evaluation_args.py │ │ │ ├── finetuning_args.py │ │ │ ├── generating_args.py │ │ │ ├── model_args.py │ │ │ └── parser.py │ │ ├── launcher.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── adapter.py │ │ │ ├── loader.py │ │ │ ├── model_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── attention.py │ │ │ │ ├── checkpointing.py │ │ │ │ ├── embedding.py │ │ │ │ ├── liger_kernel.py │ │ │ │ ├── longlora.py │ │ │ │ ├── misc.py │ │ │ │ ├── mod.py │ │ │ │ ├── moe.py │ │ │ │ ├── packing.py │ │ │ │ ├── quantization.py │ │ │ │ ├── rope.py │ │ │ │ ├── unsloth.py │ │ │ │ ├── valuehead.py │ │ │ │ └── visual.py │ │ │ └── patcher.py │ │ ├── train │ │ │ ├── __init__.py │ │ │ ├── callbacks.py │ │ │ ├── dpo │ │ │ │ ├── __init__.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── kto │ │ │ │ ├── __init__.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── ppo │ │ │ │ ├── __init__.py │ │ │ │ ├── ppo_utils.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── pt │ │ │ │ ├── __init__.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── rm │ │ │ │ ├── __init__.py │ │ │ │ ├── metric.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── sft │ │ │ │ ├── __init__.py │ │ │ │ ├── metric.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── test_utils.py │ │ │ ├── trainer_utils.py │ │ │ └── tuner.py │ │ └── webui │ │ │ ├── __init__.py │ │ │ ├── chatter.py │ │ │ ├── common.py │ │ │ ├── components │ │ │ ├── __init__.py │ │ │ ├── chatbot.py │ │ │ ├── data.py │ │ │ ├── eval.py │ │ │ ├── export.py │ │ │ ├── infer.py │ │ │ ├── top.py │ │ │ └── train.py │ │ │ ├── css.py │ │ │ ├── engine.py │ │ │ ├── interface.py │ │ │ ├── locales.py │ │ │ ├── manager.py │ │ │ ├── runner.py │ │ │ └── utils.py │ ├── train.py │ └── webui.py ├── tests │ ├── e2e │ │ ├── test_chat.py │ │ └── test_train.py │ ├── eval │ │ └── test_eval_template.py │ └── model │ │ ├── model_utils │ │ ├── test_attention.py │ │ ├── test_checkpointing.py │ │ └── test_packing.py │ │ ├── test_base.py │ │ ├── test_freeze.py │ │ ├── test_full.py │ │ ├── test_lora.py │ │ └── test_pissa.py └── training_scripts │ ├── qwen2vl_72b_numina5K_10epoch.sh │ └── qwen2vl_7b_numina5K_10epoch.sh ├── README.md ├── data └── numina_llava_special_prompt_5k.json ├── evaluation ├── MathVerse │ ├── LICENSE │ ├── README.md │ ├── evaluation │ │ ├── __pycache__ │ │ │ ├── prompts.cpython-310.pyc │ │ │ └── utils.cpython-310.pyc │ │ ├── extract_answer_s1.py │ │ ├── extract_answer_s1_mp.py │ │ ├── prompts.py │ │ ├── score_answer_s2.py │ │ ├── score_answer_s2_mp.py │ │ └── utils.py │ └── figs │ │ ├── fig1.png │ │ ├── fig2.png │ │ ├── fig3.png │ │ ├── ver1.png │ │ ├── ver2.png │ │ └── ver3.png ├── MathVision │ └── evaluation │ │ ├── score_answer_s2.py │ │ └── utils.py └── OlympiadBench │ └── evaluation │ ├── evaluate.py │ └── score_answer.py └── figures ├── 2246_image_1.jpg ├── long_term_thought_example.png ├── radar.jpg └── results.png /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/RUCAIBox/Virgo/HEAD/.DS_Store -------------------------------------------------------------------------------- /LLaMA-Factory/.dockerignore: -------------------------------------------------------------------------------- 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