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利用 Dify 构建基于 GPT-4 Turbo 的智能 Agent,实现医疗微信机器人 #183

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merged 18 commits into from
Apr 19, 2024

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@gscfwid gscfwid commented Mar 30, 2024

Please make sure to check the following boxes creating your pull request, thank you very much!

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  • Create your contributor profile (if you are a first time contributor)

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    name: Jiarui LI (李佳芮)
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Summary by CodeRabbit

  • New Features
    • Introduced a new contributor, "gscfwid," an anesthetist with a detailed bio and contact information.
    • Published a guide on creating an intelligent WeChat chatbot using Dify and GPT-4 Turbo, aimed at medical follow-ups.
  • Documentation
    • Updated the project version in documentation to reflect the latest changes.

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CLAassistant commented Mar 30, 2024

CLA assistant check
All committers have signed the CLA.

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coderabbitai bot commented Mar 30, 2024

Walkthrough

The project introduces a new contributor, "gscfwid," an anesthetist with a maritime connection, and shares a comprehensive guide on creating a WeChat chatbot using Dify and GPT-4 Turbo. Aimed at enhancing medical follow-ups through WeChat, the guide details the integration of Wechaty and Dify with GPT-4 Turbo, covering setup, user interaction, and context management. Additionally, the project's dependencies are updated to ensure smooth operation and compatibility.

Changes

Files Change Summary
jekyll/_contributors/gscfwid.md Added a new contributor "gscfwid," including personal and professional information.
jekyll/_posts/...-wechatbot-with-wechaty-dify-gpt4.md Introduced a guide for creating a WeChat chatbot using Dify and GPT-4 Turbo, focusing on medical follow-ups.
package.json Updated the "wechaty-jekyll" project version from "0.11.65" to "0.11.72".

🐰✨
In the digital garden, a new seed has grown,
A guide for a chatbot, smartly shown.
With tech and care, it's neatly sown,
By gscfwid, a name now known.
Hop, hop, hurray, for progress flown!
🌱🚀

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Actionable comments posted: 1

Review Status

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between 1446876 and d880570.
Files selected for processing (3)
  • jekyll/_contributors/gscfwid.md (1 hunks)
  • jekyll/_posts/2024-03-30-wechatbot-with-wechaty-Dify-GPT4.md (1 hunks)
  • package.json (1 hunks)
Files skipped from review due to trivial changes (1)
  • package.json
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Additional comments not posted (4)
jekyll/_contributors/gscfwid.md (1)

1-7: The contributor profile for "gscfwid" looks good and adheres to the project's standards. Ensure that the avatar image exists at the specified path /assets/contributors/gscfwid/avatar.webp and that the email address gscfwid@gmail.com is correct and belongs to the contributor.

jekyll/_posts/2024-03-30-wechatbot-with-wechaty-Dify-GPT4.md (3)

43-55: The initialization of Wechaty and the PuppetPadlocal looks correct. However, ensure that the token is securely managed and not hardcoded in the source code. Consider using environment variables or a secure vault service for storing sensitive information like API tokens.


99-106: Ensure that database interactions are secure and efficient. Specifically, consider using parameterized queries to prevent SQL injection attacks. It appears that the query is parameterized, which is good practice, but always be vigilant about SQL security.


111-159: The implementation of conversation context maintenance using conversation_id is a good approach. However, ensure that the conversationMap and its expiration logic are thread-safe if the application is expected to handle concurrent conversations.

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Actionable comments posted: 2

Review Status

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between d880570 and 8d2e72c.
Files selected for processing (2)
  • jekyll/_posts/2024-03-30-wechatbot-with-wechaty-Dify-GPT4.md (1 hunks)
  • package.json (1 hunks)
Files skipped from review as they are similar to previous changes (1)
  • package.json
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jekyll/_posts/2024-03-30-wechatbot-with-wechaty-Dify-GPT4.md (1)

11-28: The introduction provides a compelling background for the project, explaining the author's motivation and the choice of technologies. It's well-written and sets a clear context for the reader. However, consider adding a brief overview of the expected outcomes and capabilities of the chatbot for a more rounded introduction.

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Actionable comments posted: 0

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Commits Files that changed from the base of the PR and between 8d2e72c and 4ce2eee.
Files selected for processing (1)
  • package.json (1 hunks)
Files skipped from review as they are similar to previous changes (1)
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Actionable comments posted: 1

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Commits Files that changed from the base of the PR and between 4ce2eee and bb810e3.
Files selected for processing (2)
  • jekyll/_posts/2024-03-30-wechatbot-with-wechaty-dify-gpt4.md (1 hunks)
  • package.json (1 hunks)
Files skipped from review as they are similar to previous changes (1)
  • package.json
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jekyll/_posts/2024-03-30-wechatbot-with-wechaty-dify-gpt4.md (4)

1-8: The metadata section correctly specifies the title, author, categories, tags, and image. Ensure the image path /assets/2024/03-wechatbot-with-wechaty-dify-gpt4/bp-post.webp is valid and the image is properly uploaded to the server.


11-28: The introduction provides a compelling background for the project, explaining the author's motivation and the challenges faced in medical follow-ups. It's well-written and sets a clear context for the reader. No changes are needed here.


15-28: The sections explaining the choice of WeChat, Wechaty, and Dify are informative and provide a good rationale for the technology decisions made. It might be beneficial to include links to Wechaty and Dify documentation or their respective homepages for readers who want to explore these technologies further.

Consider adding hyperlinks to Wechaty and Dify's official documentation or homepages for readers interested in exploring these technologies.


167-169: The conclusion effectively summarizes the project and hints at future enhancements. It's clear and concise, providing a good closure to the article. No changes are needed here.

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Actionable comments posted: 0

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Commits Files that changed from the base of the PR and between bb810e3 and 7eba7bb.
Files selected for processing (1)
  • package.json (1 hunks)
Files skipped from review as they are similar to previous changes (1)
  • package.json
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Actionable comments posted: 0

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Commits Files that changed from the base of the PR and between 7eba7bb and af3a2ba.
Files selected for processing (2)
  • jekyll/_posts/2024-03-30-wechatbot-with-wechaty-dify-gpt4.md (1 hunks)
  • package.json (1 hunks)
Files skipped from review as they are similar to previous changes (1)
  • package.json
Additional comments not posted (5)
jekyll/_posts/2024-03-30-wechatbot-with-wechaty-dify-gpt4.md (5)

1-180: The narrative content of the blog post is well-structured and informative, providing valuable insights into the project's goals, motivation, and technical choices. It effectively communicates the rationale behind choosing Wechaty and Dify for building a medical WeChat chatbot.


45-54: The initialization of Wechaty using PuppetPadlocal and WechatyBuilder is correctly implemented. This code snippet demonstrates a good practice of using environment variables for sensitive information like the token.


60-99: The sendMessage function demonstrates how to call the Dify API using axios. It includes error handling and uses environment variables for the API key, aligning with best practices for security and maintainability. However, consider adding more detailed comments within the function to explain the logic and choices made, especially for the response_mode and conversation_id parameters.

Consider adding more detailed comments within the sendMessage function to explain the logic and choices made, especially for the response_mode and conversation_id parameters, to improve readability and maintainability.


105-125: The message event listener is correctly implemented, demonstrating how to handle messages and call the sendMessage function for replies. However, the database query within the listener uses async/await syntax, which is good, but ensure that the db.get method supports promises or is wrapped in a promise to avoid potential runtime errors.

Ensure that the db.get method supports promises or is wrapped in a promise to avoid potential runtime errors. If not, consider refactoring the database query to use a promise-based approach.


131-173: The management of conversation context using a Map and expiration logic is a clever approach to maintain stateful conversations. However, ensure that the conversationMap and its expiration logic are thoroughly tested, especially in scenarios with high concurrency or when handling a large number of users simultaneously, to prevent memory leaks or performance issues.

Ensure that the conversationMap and its expiration logic are thoroughly tested, especially in scenarios with high concurrency or when handling a large number of users simultaneously, to prevent memory leaks or performance issues.

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LGTM.

It would be great if you can use ESM import instead of outdated require.

@wechaty wechaty deleted a comment from coderabbitai bot Apr 19, 2024
@huan huan merged commit 061ad7d into wechaty:main Apr 19, 2024
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huan commented Apr 19, 2024

Thank you very much for your contribution!

You are welcome to join Wechaty Contributor Program

1. Join Wechaty Organization

You've invited Shaowei Gao to Wechaty! They'll be receiving an email shortly. They can also visit https://github.com/wechaty to accept the invitation.

I have invited you to join our Wechaty GitHub Organization; please accept it by following the above message. (See also: wechaty/PMC#16)

2. Update Your Wechaty Contributor Profile

  1. Please open Contributor Hall of Fame and add yourself to the end of the list, so that other contributors will know you better!
  2. Please add yourself to our Website Contributors by creating a PR and refer to this PR link as well.

3. Join the Wechaty Official Community on Discord

Make sure you have joined Discord! Join now if you are not: https://discord.gg/7q8NBZbQzt

4. Join The Contributor-Only WeChat Room

We also have a WeChat room for contributors who can discuss Wechaty at a deeper level; you are welcome to join if interested.

Please add @lijiarui wechat: ruirui_0914 and send her this PR link. She will invite you into the Wechaty Contributor Room.

Cheers!

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3 participants