Make Sense of a 10K+ Line GitHub Repos With out Studying the Code

Make Sense of a 10K+ Line GitHub Repos With out Studying the CodeMake Sense of a 10K+ Line GitHub Repos With out Studying the Code
Picture by Creator | Canva

 

Navigating and understanding massive codebases will be difficult, particularly for brand new builders becoming a member of a venture or when revisiting older repositories. Conventional strategies of understanding code buildings contain studying by way of quite a few information and documentation, which will be time-consuming and error-prone. GitDiagram gives an answer by changing GitHub repositories into interactive diagrams, offering a visible illustration of the codebase’s structure. This instrument helps in understanding advanced techniques, and enhancing collaboration amongst growth groups. On this article, I’ll stroll you thru the step-by-step means of utilizing GitDiagram regionally. So, with none additional wait, let’s get began.

 

Step-by-Step Information to Utilizing GitDiagram Regionally

 

Step 1: Clone the GitDiagram repository

git clone https://github.com/ahmedkhaleel2004/gitdiagram.git
cd gitdiagram

 

Step 2: Set up Dependencies

This fetches and installs dependencies into node_modules.

 
Earlier than operating pnpm set up, ensure you have Node.js and pnpm put in globally.

  • To put in Node.js, obtain it from nodejs.org
  • To put in pnpm, run the next command:
  •  

 

Step 3: Set Up Setting Variables

 
Edit the .env file to incorporate your OpenAI / Anthropic /OpenRouter API key and, optionally, your GitHub private entry token.

 

Step 4: Begin Backend Providers

docker-compose up --build -d

 
The FastAPI server will probably be out there at localhost:8000. You will notice the next message on the server aspect.

{"message":"Whats up from GitDiagram API!"}

 

Step 5: Initialize the Database

Run the next instructions to arrange the database:

chmod +x start-database.sh
./start-database.sh
pnpm db:push

 
When prompted to generate a random password, enter sure. The Postgres database will begin in a container at localhost:5432.
Notice: After I tried to run this command, I acquired this error:

sh: drizzle-kit: command not discovered
 ELIFECYCLE  Command failed.
 WARN   Native package deal.json exists, however node_modules lacking, did you imply to put in?

 
Seems I hadn’t put in drizzle-kit. So when you see this, simply run:

 
After that, pnpm db:push labored positive and gave me this output:

No config path offered, utilizing default 'drizzle.config.ts'
Studying config file '/Customers/kanwal/Desktop/gitdiagram/drizzle.config.ts'
Utilizing 'postgres' driver for database querying
[✓] Pulling schema from database...
[✓] Adjustments utilized

 

Step 6: Run the Frontend

 
Now you can entry the web site at localhost:3000 and edit the speed limits outlined in backend/app/routers/generate.py within the generate perform decorator. Let’s attempt to visualize the github repo of the fastapi library.

Frontend Interface:
 
Frontend InterfaceFrontend Interface
 

Output:
 
OutputOutput

 

Concluding Ideas

 
This can be a nice thought and a extremely helpful repository. I’ve personally felt the necessity for one thing like this in my very own tasks, so I admire the hassle and imaginative and prescient behind it.

That stated, providing an unbiased opinion—there’s undoubtedly room for enchancment.

One recurring difficulty I bumped into was:

Syntax error in textual content mermaid model 11.4.

 
In response to the venture proprietor ahmedkhaleel2004, this error often means the LLM generated invalid Mermaid.js syntax.

 

I’ve tried addressing this difficulty in quite a few methods, however finally, I discover that there is no such thing as a dependable repair—it’s principally a limitation of the LLM. If there have been a approach to validate Mermaid.js code, that might assist, however as of now, I’m unsure how.

 

He additionally famous that the present immediate (in `prompts.py`, particularly the third one which generates Mermaid code) already tries to implement right syntax—however it’s not foolproof, and new syntax points nonetheless happen.

A Answer I Discovered On-line That Labored
Whereas digging by way of the GitHub Points, I got here throughout a workaround shared by one other consumer that truly labored for me:

 

Add this to the customise diagram immediate:Ignore the syntax difficulty from Mermaid model 11.4.1 and regenerate the rest of the diagram.

 

Utilizing that line helped bypass the error. Regardless that some parts may nonetheless be lacking, it at the least produced a partial diagram—sufficient to provide a high-level understanding of the codebase.
 
 

Kanwal Mehreen Kanwal is a machine studying engineer and a technical author with a profound ardour for knowledge science and the intersection of AI with medication. She co-authored the e book “Maximizing Productiveness with ChatGPT”. As a Google Technology Scholar 2022 for APAC, she champions range and educational excellence. She’s additionally acknowledged as a Teradata Variety in Tech Scholar, Mitacs Globalink Analysis Scholar, and Harvard WeCode Scholar. Kanwal is an ardent advocate for change, having based FEMCodes to empower girls in STEM fields.