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pthangeda

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pthangeda
·2 lata temu·discuss
https://bsky.app/profile/pthangeda.bsky.social

Hey everyone! I mostly post about robotics and automation, and occasionally transit and trains.
pthangeda
·2 lata temu·discuss
Congratulations on the launch - this looks great and I've been waiting for years for something like this! As a researcher who mostly uses Python, and explores/navigates a large number of repos for a short time, often written by other researchers not necessarily trained in software best practices, I was always frustrated (and surprised) that there was no VS Code extension or tool that gave me a quick overview/visualization to get a high level gist of different modules and code/data flow!

I tried this with a bunch of small open-source repos and it works great! I imagine using LLM might be a hard no for some people/enterprises - any plans to use stand-alone licenses with small local models? It seems like for what LLM is doing here (if I understand it right, help label the modules in natural language and perhaps help organize them into this hierarchy/modules) you don't necessarily need a SoTA model, right?

Also, this could be coming from LLMs, but I see that the visualizations are more biased towards terminology used in web-dev? (for example, one of my robot related repo was organized into front-end, back-end, etc. with I guess is kinda right but not exactly lol). It would be nice to see an interactive visualization where I can iterate on the initial viz with information I know, e.g., I drag and drop a module or rename it and then you probably do another pass with this feedback and LLMs and update my overall visualization with more domain specific labels and partitions?

Edit: Exploring CodeViz on a few more repos, and it seems like you have a set of hardcoded labels for the highest hierarchy in the architecture diagram? (so far, I've only seen Users, Databases, Backend, Frontend, and Shared Components). I am guessing this is something passed on in the prompts? It'll be nice to allow user to define their own set of labels/partitions at one or more levels and then try to create an architecture visualization that fits into these labels/constraints (although I am guessing at some point you have to be wary of hallucinations?)