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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
Conversation
WalkthroughThe 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
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Actionable comments posted: 1
Review Status
Configuration used: CodeRabbit UI
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
Additional Context Used
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 addressgscfwid@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 usingconversation_id
is a good approach. However, ensure that theconversationMap
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
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 Context Used
Additional comments not posted (1)
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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Actionable comments posted: 1
Review Status
Configuration used: CodeRabbit UI
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 Context Used
Additional comments not posted (4)
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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Actionable comments posted: 0
Review Status
Configuration used: CodeRabbit UI
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 usingPuppetPadlocal
andWechatyBuilder
is correctly implemented. This code snippet demonstrates a good practice of using environment variables for sensitive information like the token.
60-99
: ThesendMessage
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 theresponse_mode
andconversation_id
parameters.Consider adding more detailed comments within the
sendMessage
function to explain the logic and choices made, especially for theresponse_mode
andconversation_id
parameters, to improve readability and maintainability.
105-125
: The message event listener is correctly implemented, demonstrating how to handle messages and call thesendMessage
function for replies. However, the database query within the listener uses async/await syntax, which is good, but ensure that thedb.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 aMap
and expiration logic is a clever approach to maintain stateful conversations. However, ensure that theconversationMap
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
.
Thank you very much for your contribution! You are welcome to join Wechaty Contributor Program1. Join Wechaty Organization
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
3. Join the Wechaty Official Community on DiscordMake sure you have joined Discord! Join now if you are not: https://discord.gg/7q8NBZbQzt 4. Join The Contributor-Only WeChat RoomWe 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! |
Please make sure to check the following boxes creating your pull request, thank you very much!
Add Blog Header, including title, author, image, categories, tags, etc.
For example:
Keep all filenames lowercase, and use
-
to connect words instead of space. e.g.2017-10-06-wechat-pc-impactor.md
instead of2017-10-06-WeChat PC Impactor.md
Embed video/pdf from YouTube/Bilibili/local (if there's any) by using
{% include iframe.html src="URL_or_PATH" %}
. (Learn more about how to embed file/url in the post by reading this blog postSave photo to local before publishing, to a folder named by
${MONTH}-${YOUR_BLOG_SLUG}/
under/assets/2021/
directory.Select a beautiful and meaningful teaser image for your blog
Create your contributor profile (if you are a first time contributor)
For excample:
Here is the example file:
To learn more about the contribute guideline, visit: https://wechaty.js.org/docs/contributor-program/
Summary by CodeRabbit