From 5ae846fb74e63797af86fd1b1ab088c42a5315e7 Mon Sep 17 00:00:00 2001 From: s65b40 Date: Mon, 7 Aug 2023 21:46:05 +0800 Subject: [PATCH] Update Huozi-based model Major update. Please try our new Huozi-based model, which is much better. --- README.md | 129 ++++++++++++++++++++++---------------------- assets/logo_new.png | Bin 0 -> 196673 bytes finetune.py | 6 +-- generate.py | 14 ++--- infer.py | 7 ++- infer_literature.py | 7 ++- 6 files changed, 81 insertions(+), 82 deletions(-) create mode 100644 assets/logo_new.png diff --git a/README.md b/README.md index e059b10..93ee558 100644 --- a/README.md +++ b/README.md @@ -1,28 +1,30 @@ [**中文**](./README.md) | [**English**](./README_EN.md)

-SCIR-HI-HuaTuo +SCIR-HI-HuaTuo

-# 本草[原名:华驼(HuaTuo)]: 基于中文医学知识的LLaMA微调模型 +# 本草[原名:华驼(HuaTuo)]: 基于中文医学知识的大语言模型指令微调 -### BenTsao (original name: HuaTuo): Tuning LLaMA Model With Chinese Medical Instructions +### BenTsao (original name: HuaTuo): Instruction-tuning Large Language Models With Chinese Medical Knowledge [![Code License](https://img.shields.io/badge/Code%20License-Apache_2.0-green.svg)](https://github.com/SCIR-HI/Huatuo-Llama-Med-Chinese/blob/main/LICENSE) [![Python 3.9+](https://img.shields.io/badge/python-3.9+-blue.svg)](https://www.python.org/downloads/release/python-390/) -本项目开源了经过中文医学指令精调/指令微调(Instruct-tuning) 的LLaMA-7B模型。我们通过医学知识图谱和GPT3.5 API构建了中文医学指令数据集,并在此基础上对LLaMA进行了指令微调,提高了LLaMA在医疗领域的问答效果。 - -基于相同的数据,我们还训练了医疗版本的ChatGLM模型: [ChatGLM-6B-Med](https://github.com/SCIR-HI/Med-ChatGLM) - -此外,我们还尝试利用GPT3.5 API将医学文献中的【结论】作为外部信息融入多轮对话中,在此基础上对LLaMA进行了指令微调。目前。我们只开放针对"肝癌"单个疾病训练的模型参数。在未来,我们计划发布融入文献结论的医学对话数据集,并且会针对“肝胆胰”相关16种疾病训练模型。 +本项目开源了经过中文医学指令精调/指令微调(Instruct-tuning) 的大语言模型集,包括LLaMA、Alpaca-Chinese、Bloom、活字模型等。 +我们基于医学知识图谱以及医学文献,结合ChatGPT API构建了中文医学指令微调数据集,并以此对各种基模型进行了指令微调,提高了基模型在医疗领域的问答效果。 -## 更新日志 -**[2023/07/19] 增加了基于[Bloom](https://huggingface.co/bigscience/bloom-7b1)进行指令微调的模型发布。** + +## News +**[2023/08/07] 🔥🔥增加了基于[活字](https://github.com/HIT-SCIR/huozi)进行指令微调的模型发布,模型效果显著提升。🔥🔥** + + [2023/08/03] SCIR实验室开源[活字](https://github.com/HIT-SCIR/huozi)通用问答模型,欢迎大家关注🎉🎉 + +[2023/07/19] 增加了基于[Bloom](https://huggingface.co/bigscience/bloom-7b1)进行指令微调的模型发布。 [2023/05/12] 模型由"华驼"更名为"本草"。 @@ -32,65 +34,51 @@ [2023/03/31] 增加了基于LLaMA和医学知识库进行指令微调的模型发布。 + ## A Quick Start 首先安装依赖包,python环境建议3.9+ ``` - pip install -r requirements.txt ``` -### 模型下载 +针对所有基模型,我们采用了半精度基模型LoRA微调的方式进行指令微调训练,以在计算资源与模型性能之间进行权衡。 + +### 基模型 + - [活字](https://github.com/HIT-SCIR/huozi),哈尔滨工业大学基于Bloom-7B二次开发的中文通用问答模型 + - [Bloom-7B](https://huggingface.co/bigscience/bloomz-7b1) + - [Alpaca-Chinese](https://github.com/ymcui/Chinese-LLaMA-Alpaca),基于LLaMA二次开发的中文问答模型 + - [LLaMA](https://huggingface.co/decapoda-research/llama-7b-hf) + +### LoRA模型权重下载 LoRA权重可以通过百度网盘或Hugging Face下载: -1. 对LLaMA进行指令微调的LoRA权重文件 - - 基于医学知识库 [百度网盘](https://pan.baidu.com/s/1jih-pEr6jzEa6n2u6sUMOg?pwd=jjpf)和[Hugging Face](https://huggingface.co/thinksoso/lora-llama-med) - - 基于医学文献 [百度网盘](https://pan.baidu.com/s/1jADypClR2bLyXItuFfSjPA?pwd=odsk)和[Hugging Face](https://huggingface.co/lovepon/lora-llama-literature) -2. 对Alpaca进行指令微调的LoRA权重文件 +1. 🔥对活字进行指令微调的LoRA权重文件 + - 基于医学知识库以及医学问答数据集 [百度网盘] (https://pan.baidu.com/s/1BPnDNb1wQZTWy_Be6MfcnA?pwd=m21s) +2. 对Bloom进行指令微调的LoRA权重文件 + - 基于医学知识库以及医学问答数据集 [百度网盘](https://pan.baidu.com/s/1jPcuEOhesFGYpzJ7U52Fag?pwd=scir)和[Hugging Face](https://huggingface.co/lovepon/lora-bloom-med-bloom) +3. 对Alpaca进行指令微调的LoRA权重文件 - 基于医学知识库 [百度网盘](https://pan.baidu.com/s/16oxcjzXnXjDpL8SKihgNxw?pwd=scir)和[Hugging Face](https://huggingface.co/lovepon/lora-alpaca-med) - 基于医学知识库和医学文献 [百度网盘](https://pan.baidu.com/s/1HDdK84ASHmzOFlkmypBIJw?pwd=scir)和[Hugging Face](https://huggingface.co/lovepon/lora-alpaca-med-alldata) -3. 对Bloom进行指令微调的LoRA权重文件 - - 基于28159条医学问答 [百度网盘](https://pan.baidu.com/s/1jPcuEOhesFGYpzJ7U52Fag?pwd=scir)和[Hugging Face](https://huggingface.co/lovepon/lora-bloom-med-bloom) +4. 对LLaMA进行指令微调的LoRA权重文件 + - 基于医学知识库 [百度网盘](https://pan.baidu.com/s/1jih-pEr6jzEa6n2u6sUMOg?pwd=jjpf)和[Hugging Face](https://huggingface.co/thinksoso/lora-llama-med) + - 基于医学文献 [百度网盘](https://pan.baidu.com/s/1jADypClR2bLyXItuFfSjPA?pwd=odsk)和[Hugging Face](https://huggingface.co/lovepon/lora-llama-literature) + 下载LoRA权重并解压,解压后的格式如下: ``` -#1.对LLaMA进行指令微调的LoRA权重文件 -#基于医学知识库 -lora-llama-med/ -  - adapter_config.json   # LoRA权重配置文件 -  - adapter_model.bin   # LoRA权重文件 - -#基于医学文献 -lora-llama-med-literature/ -  - adapter_config.json   # LoRA权重配置文件 -  - adapter_model.bin   # LoRA权重文件 - - -#2. 对Alpaca进行指令微调的LoRA权重文件 -#基于医学知识库 -lora-alpaca-med-alpaca/ -  - adapter_config.json   # LoRA权重配置文件 -  - adapter_model.bin   # LoRA权重文件 - -#基于医学知识库和医学文献 -lora-alpaca-med-alpaca-alldata/ -  - adapter_config.json   # LoRA权重配置文件 -  - adapter_model.bin   # LoRA权重文件 - - -#3. 对Bloom进行指令微调的LoRA权重文件 -#基于28159条医学问答 -lora-bloom-med-bloom/ +**lora-folder-name**/   - adapter_config.json   # LoRA权重配置文件   - adapter_model.bin   # LoRA权重文件 ``` +基于相同的数据,我们还训练了医疗版本的ChatGLM模型: [ChatGLM-6B-Med](https://github.com/SCIR-HI/Med-ChatGLM) ### Infer @@ -113,19 +101,33 @@ bash ./scripts/infer-literature-single.sh bash ./scripts/infer-literature-multi.sh ``` +infer.sh脚本代码如下,请将下列代码中基模型base_model、lora权重lora_weights以及测试数据集路径instruct_dir进行替换后运行 + + python infer.py \ + --base_model 'BASE_MODEL_PATH' \ + --lora_weights 'LORA_WEIGHTS_PATH' \ + --use_lora True \ + --instruct_dir 'INFER_DATA_PATH' \ + --prompt_template 'med_template' + 也可参考`./scripts/test.sh` -### 数据集构建 +## 方法 +基模型在医学问答场景下效果有限,指令微调是一种高效的使基模型拥有回答人类问题能力的方法。 + + + +### 数据集构建 +#### 医学知识库 我们采用了公开和自建的中文医学知识库,主要参考了[cMeKG](https://github.com/king-yyf/CMeKG_tools)。 医学知识库围绕疾病、药物、检查指标等构建,字段包括并发症,高危因素,组织学检查,临床症状,药物治疗,辅助治疗等。知识库示例如下: - ``` @@ -135,12 +137,8 @@ bash ./scripts/infer-literature-multi.sh 我们利用GPT3.5接口围绕医学知识库构建问答数据,设置了多种Prompt形式来充分利用知识。 - - 指令微调的训练集数据示例如下: - - ``` "问题:一位年轻男性长期使用可卡因,突然出现胸痛、呕吐、出汗等症状,经检查发现心电图反映心肌急性损伤,请问可能患的是什么疾病?治疗方式是什么?" @@ -155,8 +153,9 @@ bash ./scripts/infer-literature-multi.sh 指令微调数据集质量仍有限,后续将进行不断迭代,同时医学知识库和数据集构建代码还在整理中,整理完成将会发布。 +### 医学文献 -此外,我们收集了2023年关于肝癌疾病的中文医学文献,利用GPT3.5接口围绕医学文献多轮问答数据。在·`./data_literature/liver_cancer.json`中我们提供了其中的1k条训练样例。目前,训练样本的质量仍然有限,在后续我们会进一步迭代数据,会以`公开数据集`的形式对外进行发布。训练样本的示例如下: +此外,我们收集了2023年关于肝癌疾病的中文医学文献,利用GPT3.5接口围绕医学文献的【结论】构建多轮问答数据。在·`./data_literature/liver_cancer.json`中我们提供了其中的1k条训练样例。目前,训练样本的质量仍然有限,在后续我们会进一步迭代数据,会以`公开数据集`的形式对外进行发布。训练样本的示例如下:

@@ -164,13 +163,13 @@ bash ./scripts/infer-literature-multi.sh

- +目前,我们只开放针对"肝癌"单个疾病训练的模型参数。在未来,我们计划发布融入文献结论的医学对话数据集,并且会针对“肝胆胰”相关16种疾病训练模型。 ### Finetune -如果想用自己的数据集微调LLaMA,请按照`./data/llama_data.json`的格式构建自己的数据集 +如果想用自己的数据集微调大语言模型,请按照`./data/llama_data.json`中的格式构建自己的数据集 运行finetune脚本 @@ -186,11 +185,10 @@ bash ./scripts/finetune.sh ## 训练细节 -### 计算资源需求 +### 计算资源需求参考 -我们在一张A100-SXM-80GB显卡上进行了训练,训练总轮次10轮,耗时约2h17m。batch_size=128的情况下显存占用在40G左右。预计3090/4090显卡(24GB显存)以上显卡可以较好支持,根据显存大小来调整batch_size。 +基于LLaMA模型的指令微调过程中,我们在一张A100-SXM-80GB显卡上进行了训练,训练总轮次10轮,耗时约2h17m。batch_size=128的情况下显存占用在40G左右。预计3090/4090显卡(24GB显存)以上显卡可以较好支持,根据显存大小来调整batch_size。 - ### 实验过程 @@ -202,6 +200,7 @@ https://wandb.ai/thinksoso/llama_med/runs/a5wgcnzt/overview?workspace=user-think ## 模型效果对比 +注:测试于2023年3月 | 测试输入 | Llama输出  | Alpaca输出 | BenTsao本草输出 | |:------------- |:---------------| :-------------|:--------------------------------------------------------| @@ -224,12 +223,19 @@ https://wandb.ai/thinksoso/llama_med/runs/a5wgcnzt/overview?workspace=user-think 3. Q: 有使用中医理论或者中医数据吗? A: 目前还没有 + 4. Q: 模型运行的结果不同、效果有限 - A: 由于生成模型生成多样性的考量,多次运行的结果可能会有差异。当前开源的模型由于LLaMA及Alpaca中文语料有限,且知识结合的方式较为粗糙,目前我们在进行相关改进研究,完成后欢迎大家的关注。 + A: 由于生成模型生成多样性的考量,多次运行的结果可能会有差异。当前开源的模型由于LLaMA及Alpaca中文语料有限,且知识结合的方式较为粗糙,请大家尝试bloom-based和活字-based的模型。 + 5. Q: 模型无法运行/推理内容完全无法接受 - A: 请确定已安装requirements中的依赖、配置好cuda环境并添加环境变量、正确输入下载好的模型以及lora的存储位置;推理内容如存在重复生成或部分错误内容属于llama-based模型的偶发现象,与llama模型的中文能力、训练数据规模以及超参设置均有一定的关系,未来我们会不断迭代缓解此问题。如存在严重问题,请将运行的文件名、模型名、lora等配置信息详细描述在issue中,谢谢大家。 + A: 请确定已安装requirements中的依赖、配置好cuda环境并添加环境变量、正确输入下载好的模型以及lora的存储位置;推理内容如存在重复生成或部分错误内容属于llama-based模型的偶发现象,与llama模型的中文能力、训练数据规模以及超参设置均有一定的关系,请尝试基于活字的新模型。如存在严重问题,请将运行的文件名、模型名、lora等配置信息详细描述在issue中,谢谢大家。 + +6. Q: 发布的若干模型哪个最好? + + A: 根据我们的经验,基于活字模型的效果相对更好一些。 + @@ -237,10 +243,6 @@ https://wandb.ai/thinksoso/llama_med/runs/a5wgcnzt/overview?workspace=user-think 本项目由哈尔滨工业大学社会计算与信息检索研究中心健康智能组[王昊淳](https://github.com/s65b40) 、[杜晏睿](https://github.com/DYR1)、[刘驰](https://github.com/thinksoso)、[白睿](https://github.com/RuiBai1999)、[席奴瓦](https://github.com/rootnx)、[陈雨晗](https://github.com/Imsovegetable)、[强泽文](https://github.com/1278882181)、[陈健宇](https://github.com/JianyuChen01)、[李子健](https://github.com/FlowolfzzZ)完成,指导教师为[赵森栋](http://homepage.hit.edu.cn/stanzhao?lang=zh)副教授,秦兵教授以及刘挺教授。 -## Star History -[![Star History Chart](https://api.star-history.com/svg?repos=SCIR-HI/Huatuo-Llama-Med-Chinese&type=Date)](https://star-history.com/#SCIR-HI/Huatuo-Llama-Med-Chinese&Date) - - ## 致谢 @@ -250,7 +252,6 @@ https://wandb.ai/thinksoso/llama_med/runs/a5wgcnzt/overview?workspace=user-think 本项目参考了以下开源项目,在此对相关项目和研究开发人员表示感谢。 - - Facebook LLaMA: https://github.com/facebookresearch/llama - Stanford Alpaca: 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It is trained on the [Stanford Alpaca](https://github.com/tatsu-lab/stanford_alpaca) dataset and makes use of the Huggingface LLaMA implementation. For more information, please visit [the project's website](https://github.com/tloen/alpaca-lora).", # noqa: E501 + title="BenTsao", + description="", # noqa: E501 ).launch(server_name=server_name, share=share_gradio) # Old testing code follows. diff --git a/infer.py b/infer.py index 0f2ff21..31b6dbc 100644 --- a/infer.py +++ b/infer.py @@ -1,12 +1,11 @@ import sys import json - import fire import gradio as gr import torch import transformers from peft import PeftModel -from transformers import GenerationConfig, LlamaForCausalLM, LlamaTokenizer +from transformers import GenerationConfig, AutoModelForCausalLM, AutoTokenizer from utils.prompter import Prompter @@ -35,8 +34,8 @@ def main( prompt_template: str = "med_template", ): prompter = Prompter(prompt_template) - tokenizer = LlamaTokenizer.from_pretrained(base_model) - model = LlamaForCausalLM.from_pretrained( + tokenizer = AutoTokenizer.from_pretrained(base_model) + model = AutoModelForCausalLM.from_pretrained( base_model, load_in_8bit=load_8bit, torch_dtype=torch.float16, diff --git a/infer_literature.py b/infer_literature.py index 032dfe0..95d1056 100644 --- a/infer_literature.py +++ b/infer_literature.py @@ -6,7 +6,7 @@ import gradio as gr import torch import transformers from peft import PeftModel -from transformers import GenerationConfig, LlamaForCausalLM, LlamaTokenizer +from transformers import GenerationConfig, AutoModelForCausalLM, AutoTokenizer from utils.prompter import Prompter @@ -35,8 +35,8 @@ def main( prompt_template: str = "med_template", ): prompter = Prompter(prompt_template) - tokenizer = LlamaTokenizer.from_pretrained(base_model) - model = LlamaForCausalLM.from_pretrained( + tokenizer = AutoTokenizer.from_pretrained(base_model) + model = AutoModelForCausalLM.from_pretrained( base_model, load_in_8bit=load_8bit, torch_dtype=torch.float16, @@ -94,7 +94,6 @@ def main( return prompter.get_response(output) if single_or_multi == "multi": - response="" instruction="" for _ in range(0,5):