New Show Hacker News story: Show HN: Stargazers Reloaded – LLM-Powered Analyses of Your GitHub Community

Show HN: Stargazers Reloaded – LLM-Powered Analyses of Your GitHub Community
5 by jarulraj | 1 comments on Hacker News.
Hey friends! We have built an app for getting insights about your favorite GitHub community using large language models. The app uses LLMs to analyze the GitHub profiles of users who have starred the repository, capturing key details like the topics they are interested in. It takes screenshots of the stargazer's GitHub webpage, extracts text using an OCR model, and extracts insights embedded in the extracted text using LLMs. This app is inspired by the “original” Stargazers app written by Spencer Kimball (CEO of CockroachDB). While the original app exclusively used the GitHub API, this LLM-powered app built using EvaDB additionally extracts insights from unstructured data obtained from the stargazers’ webpages. Our analysis of the fast-growing GPT4All community showed that the majority of the stargazers are proficient in Python and JavaScript, and 43% of them are interested in Web Development. Web developers love open-source LLMs! We found that directly using GPT-4 to generate the “golden” table is super expensive — costing $60 to process the information of 1000 stargazers. To maintain accuracy while also reducing cost, we set up an LLM model cascade in a SQL query, running GPT-3.5 before GPT-4, that lowers the cost to $5.5 for analyzing 1000 GitHub stargazers. We’ve been working on this app for a month now and are excited to open source it today :) Some useful links: * Blog Post - https://ift.tt/bs8Crqd... * GitHub Repository - https://ift.tt/qCXTN3c * EvaDB - https://ift.tt/ugn7DYN Please let us know what you think!

Comments

Post a Comment

Popular posts from this blog

New Show Hacker News story: Show HN: Natural language Twitter search using Codex

Show HN: Natural language Twitter search using Codex 3 by andyk | 0 comments on Hacker News. We built a structured search engine for Twitter called Bird SQL, available at https://ift.tt/7BU0hHb . Our search interface uses OpenAI Codex to translate natural language to SQL. Our backend then verifies the SQL, executes it, and displays the results on the web app. This makes large structured datasets like a scrape of Twitter easy for anyone to explore. As background, while working on text-to-SQL as a general problem, we came to believe one of its most powerful applications is as a search tool because: - SQL is hard to write by hand and prone to errors - It allows you to iterate quickly if you’re exploring a new dataset - A lot of contextual information that you’d normally have to internalize (e.g. your data’s schema) can be automatically generated and offloaded to the language model Using large language models (LLMs) like Codex to write the SQL for you means you don’t have to worry about
Read more

Internet Download Manager Universal Crack is Here ! [IDM 6.25 Build 10 UPDATED]

Image
Internet Download Manager Universal Crack Internet Download Manager aka IDM developers release a new build of  their well-known Download  Accelerator; Internet Download Manager  regularly. So everybody who uses pirated versions get so  pissed off that they have to find a new version of crack every time when an IDM update comes. So  we made a really awesome fix for that An Universal Web Crack. A new era in scene world. Web crack is a new concept of cracks that download and update crack content as the target program gets updated.  So whenever IDM releases a new version. Update your crack using built-in updater and apply crack. Easy as that ! You can simply trust crack because it has a history of more than 3 year with regular updates, and also it has more than 10000K worldwide downloads. How to Crack any IDM Version ? Install the latest version of IDM / Or update via quick update (yes its possible now)  Turn off any virus guards Download and 
Read more

New Show Hacker News story: Show HN: Movis – A Video Editing Library in Python

Show HN: Movis – A Video Editing Library in Python 2 by rezoolab | 0 comments on Hacker News. Originally, this library was created due to my motivation to make videos in Python. Of course, I considered other Python libraries, but I decided to create a new library for video editing because I needed the following features and also for study purposes: - The existence of composition. Especially, the ability to perform advanced video editing by inserting compositions within compositions. - The ability to add animations based on keyframes. - Effects like chroma key and drop shadow. - A caching mechanism to render the same frame quickly. - Various blending modes. These features, despite being standard in proprietary video editing software, were not present in previous Python libraries. Currently, I am using this library to automatically generate videos from raw materials. I would be grateful for any comments, thoughts, or requests.
Read more