ai-write-paper #1454

wangwenju269 · 2024-08-19T08:16:17Z

Features

在大模型的现有能力框架内，其对于处理长文档级别的智能写作任务存在一定的局限性。探讨多智能体在长文档写作这一应用场景，并在此基础上，提出了一套切实可行的技术解决方案。
长文档智能写作是一个从简至繁的渐进过程，它包含四个明确的阶段：首先是人填机检阶段，其次是机填人检阶段，然后是机填机检阶段，最终达到机填不检的阶段。这四个阶段共同构成了智能写作的发展路径。

Feature Docs

Influence

写作方案

Result

Other

codecov-commenter · 2024-08-19T08:33:19Z

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geekan · 2024-10-20T06:33:33Z

Can you provide some running results and examples of what it can do?

wangwenju269 · 2024-10-21T05:38:48Z

Can you provide some running results and examples of what it can do?

数据合成：类似Agentwriter（longwriter）的思想，构造长文本数据，解决模型输出短的限制；
应用领域：标书、论文、小说、公文一键生成初稿；
输出示例：产业数字化对中国出口隐含碳的影响

geekan · 2024-10-21T10:58:06Z

我的意思是，注意到 gradio 的实现，是否可以看一下运行过程和使用方法？
此外，有没有一些比较容易理解的例子，让我们可以看到它的能力边界？比如说让它写一个林黛玉大战那美克星人？

wangwenju269 · 2024-10-25T15:47:54Z

大佬：

代码只应用在标书生成场景，且章节间是并行写的，没有引入长期记忆机制；因此在小说写作上，表现不佳；
写作的好坏受限于 rag检索的精准性和大纲任务规划子标题的细粒度；模型只能完成的初稿，不能直接满足用户需求，需要采用 润色插件 来完善初稿；希望Metagp t团队能后续解决这难题；

wangwenju269 · 2024-10-25T15:51:38Z

gradio界面展示：
https://github.com/user-attachments/assets/8aff7a46-1d66-473c-9346-669c6ab1a02a

wangwenju269 · 2024-10-25T16:03:42Z

大佬：后续借鉴了qwen_agent仓库里的方法，做检索；代码稍微修改，修改大纲目录树结构，能递归式保留更细粒度子标题；
个人仓库链接：
智能写作

geekan · 2024-10-26T13:15:17Z

参考 https://github.com/geekan/MetaGPT/blob/main/.pre-commit-config.yaml 这里安装一下 pre-commit，格式化一下代码

geekan · 2024-10-26T13:17:15Z

metagpt/ext/ai_writer/writer.py

+        # Add the list of Document objects as nodes to the retriever engine
+        self.store.retriever.add_nodes(doc_chunks)
+        self.working_memory.clear()
+        return 


使用 pre-commit

增加对应的测试用例

增加README.md，说明用法、设计思路、遗留问题等

wangwenju269 · 2024-10-28T07:42:26Z

安装pre-commit 存在问题，暂时未能解决，Readme已添加进仓库

geekan · 2024-10-28T11:53:13Z

.pre-commit-config.yaml

@@ -1,4 +1,4 @@
-default_stages: [ commit ]
+default_stages: [ pre-commit ]


Do not modify this.

geekan · 2024-10-28T11:53:32Z

metagpt/ext/ai_writer/README.md

+
+  **功能区** ： 根据 当前`chapter_id` 章节序号， 输入润色指令进行润色；**联网：**从网络上获取当前当前标题相关网络信息; 
+
+


Don't leave so many blank lines, generally leave only one blank line.

geekan · 2024-10-28T11:53:47Z

metagpt/ext/ai_writer/README.md

+
+
+
+.


Incorrect input

geekan · 2024-10-28T11:55:22Z

metagpt/ext/ai_writer/app_demo.py

@@ -0,0 +1,364 @@
+import gradio as gr
+import json,os ,shutil


You need to use pre-commit. Or you can use the built-in function of vscode / pycharm to reformat. However, the submitted code needs to comply with most of the PEP8 standards, otherwise it will be difficult for us to accept it.

I have been modified, please check again
thanks

我查看了文件，根据以上 CR 意见，这些文件还需要进一步的修改

好的，我已对README文件和.pre-commit-config.yaml 文件进行修订

'ai-write-paper'

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		@@ -1,4 +1,4 @@
		default_stages: [ commit ]
		default_stages: [ pre-commit ]


		功能区：根据当前`chapter_id` 章节序号，输入润色指令进行润色；联网：从网络上获取当前当前标题相关网络信息;

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wangwenju269 commented Aug 19, 2024 •

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