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Explore the hottest developer projects on Show HN for 2024-01-31. Dive into innovative tech, AI applications, and exciting new inventions!
Summary of Today's Content
Today's Product Highlights
- Product Name: Stanchion
- Highlight: A column-oriented table extension for SQLite that enables data warehouse capabilities on resource-limited devices, offering 94x faster analytical queries without adding complexity.
Quick Summary
- Most Hot Category: Development Tools & Infrastructure
- Top Keywords: AI, SQLite, Open Source, Performance Optimization
- Most Popular Product: ChatGPT Prompt Builder (280 points)
Technology Trends
- Local LLM Integration
- Database Performance Optimization
- AI Development Tools
- Decentralized Applications
- Code Visualization
- Privacy-focused AI Solutions
Project Distribution
- AI/ML Tools: 35%
- Development Tools: 25%
- Data Infrastructure: 20%
- UI/UX Tools: 10%
- Security Tools: 10%
Trend Insights
- Strong focus on making AI tools more accessible and locally deployable
- Growing emphasis on data privacy and security in AI applications
- Increasing demand for performance optimization in existing technologies
- Rise of visualization tools for complex systems
- Emergence of decentralized and P2P solutions for scalability
The trend shows a clear shift towards making advanced technologies more accessible while prioritizing privacy and performance. Local deployment options and optimization of existing technologies are becoming increasingly important in the developer ecosystem.
Today's Top 10 Trending Products
Top 1. Introducing a user-friendly ChatGPT prompt builder designed to streamline your creative process. Effortlessly craft engaging and effective prompts with this intuitive tool, enhancing your interactions and maximizing the potential of AI-generated responses. Perfect for anyone looking to enhance their chat experience with simplicity and efficiency. (Likes: 280, Comments: 106)
Top 2. Stanchion is an innovative solution for managing column-oriented tables in SQLite, offering enhanced performance and optimized data storage. Ideal for developers seeking to improve their database efficiency, Stanchion transforms the way data is structured and accessed, making it a powerful tool for modern applications. (Likes: 273, Comments: 60)
Top 3. A groundbreaking initiative where blind hackers connect IRC to locally running Large Multi-Modal Models, enhancing accessibility and fostering innovation in communication. (Likes: 201, Comments: 40)
Top 4. Visualize your codebase's entropy with an interactive 3D force-directed graph, offering insights into complexity and structure for enhanced development efficiency. (Likes: 180, Comments: 59)
Top 5. Introducing Twine: An open-source, cross-platform RSS application that revolutionizes your content consumption experience. Access your favorite feeds seamlessly and enjoy a user-friendly interface, making it the perfect tool for news enthusiasts and casual readers alike. (Likes: 134, Comments: 71)
Top 6. Introducing Lockbox: a robust forward proxy designed to streamline third-party API calls, ensuring secure and efficient communication for your applications. (Likes: 137, Comments: 31)
Top 7. Join the Samsung NVMe Developers AMA: Gain insights, ask questions, and connect with experts in the field of NVMe technology! (Likes: 34, Comments: 0)
Top 8. Experience time like never before with the Watch Life, a unique compact analog watch inspired by Conway's Game of Life. This innovative timepiece merges classic design with the fascinating principles of cellular automata, offering a striking visual representation of time that evolves with every moment. Perfect for enthusiasts of gaming and design alike, Watch Life is a must-have accessory that sparks curiosity and conversation. (Likes: 23, Comments: 2)
Top 9. A powerful Hacker News client built with Htmx and Go, offering a seamless and dynamic user experience for tech enthusiasts and developers. (Likes: 15, Comments: 6)
Top 10. Revolutionary Matrix Multiplication Technique: Achieve Efficiency with Half the Multiplications (Likes: 18, Comments: 0)
1. Show HN: A simple ChatGPT prompt builder
URL: https://mitenmit.github.io/gpt/
Author: mitenmit
Description: Any Ideas/Suggestions are welcome :)
Popularity: 280 points | 106 comments
2. Show HN: Stanchion – Column-oriented tables in SQLite
URL: https://github.com/dgllghr/stanchion
Author: dgllghr
Description: Hello HN!
I built stanchion to scratch my own itch. I have personal applications running on SQLite where I want to store log and metric data (basically forever) but don't want to add complexity by bringing in a new database or whole separate server. Some of these applications are running on a Raspberry Pi, where storage and compute are limited, but I still want data warehouse like capabilities.
I envision stanchion being used in similar scenarios: on phones and resource-limited devices in applications that are already using SQLite. I know that there are alternatives like DuckDB (which is very cool), but I want stanchion to be "good enough" that it is useful without having to add whole new database technology.
If you think stanchion may be a good fit for your use case and you are interested in contributing, please test it and provide feedback by opening issues for any bugs, difficulties, or missing features you would need! Ideas are also welcome in this thread or as a github issue. Of course stars are always appreciated as well. The CONTRIBUTING doc in the repository has more details.
- Dan
Popularity: 273 points | 60 comments
3. Show HN: Some blind hackers are bridging IRC to LMMs running locally
URL: https://2mb.codes/~cmb/ollama-bot/
Author: blindgeek
Description:
Popularity: 201 points | 40 comments
4. Show HN: Visualize the entropy of a codebase with a 3D force-directed graph
URL: https://github.com/gabotechs/dep-tree
Author: gabimtme
Description: Hi HN! I'm Gabriel, the author of dep-tree (https://github.com/gabotechs/dep-tree), and I wanted to show off this tool and explain why it's being really useful at my current org for dealing with code complexity.
I work at a startup where business evolves really fast, and requirements change frequently, so it's easy to end up with big piles of code stacked together without a clear structure, specially with tight deadlines. I made dep-tree [1] to help us maintain a clean code architecture and a logical separation of concerns between parts of the application, which is accomplished by: (1) Visualizing the source files and the dependencies between them using a 3D force-directed graph; and (2) Enforcing some dependency rules that allow/forbid dependencies between different parts of the application.
The 3D force-directed graph visualization works like this: - It takes an entrypoint to the codebase, usually the main executable file or a library's entrypoint (index.js, main.py, etc...) - It recursively crawls import statements gathering other source files that are being depended upon - It creates a directed graph out of that, where nodes are source files and edges are the dependencies between them - It renders this graph in the browser using a 3D force-directed layout, where attraction/repulsion forces will be applied to each node depending on which other nodes it is connected to.
With this, properly decoupled codebases will tend to form clusters of nodes, representing logical parts that live together and are clearly separated from other parts, and tightly coupled codebases will be rendered without clear clustering or without a clear structural pattern in the node placement.
Some examples of this visualization for well-known codebases are:
TypeScript: https://dep-tree-explorer.vercel.app/api?repo=https%3A%2F%2F...
React: https://dep-tree-explorer.vercel.app/api?repo=https%3A%2F%2F...
Svelte: https://dep-tree-explorer.vercel.app/api?repo=https%3A%2F%2F...
Langchain: https://dep-tree-explorer.vercel.app/api?repo=https%3A%2F%2F...
Numpy: https://dep-tree-explorer.vercel.app/api?repo=https%3A%2F%2F...
Deno: https://dep-tree-explorer.vercel.app/api?repo=https%3A%2F%2F...
The visualizations are cool, but it's just the first step. The dependency rules checking capabilities is what makes the tool actually useful in a daily basis and what keeps us using it every day in our CI pipelines for enforcing decoupling. More info about this feature is available in the repo: https://github.com/gabotechs/dep-tree?tab=readme-ov-file#che.... The code is fully open-source.
Popularity: 180 points | 59 comments
5. Show HN: Twine – Open source multiplatform RSS app
URL: https://github.com/msasikanth/twine
Author: its_sasikanth
Description:
Popularity: 134 points | 71 comments
6. Show HN: Lockbox: forward proxy for making third party API calls
URL: https://github.com/mkjt2/lockbox
Author: jjak82
Description:
Popularity: 137 points | 31 comments
7. Show HN: Samsung NVMe Developers AMA
URL: https://old.reddit.com/r/databasedevelopment/comments/1afpezz/samsung_nvme_developers_ama/
Author: eatonphil
Description:
Popularity: 34 points | 0 comments
8. Show HN: Watch Life – A compact "analog" watch in Conway's Game of Life
URL: https://github.com/pmerolla/watch-life
Author: paul_mk1
Description:
Popularity: 23 points | 2 comments
9. Show HN: Hacker News Client with Htmx and Go
URL: https://hacc.foo
Author: xqzkio
Description: I made yet another Hacker News client just to tinker with HTMX and Golang. Presenting https://hacc.foo
Upcoming stuff:
- Open Sourcing
- UX/UI Improvements
- Showing Item Info, User Info and Comments on the site
ProductHunt URL: https://www.producthunt.com/posts/hacc-foo
Popularity: 15 points | 6 comments
10. Show HN: Matrix Multiplication with Half the Multiplications
URL: https://github.com/trevorpogue/algebraic-nnhw
Author: emacs28
Description:
Popularity: 18 points | 0 comments
11. Show HN: Automatic 1111, but as a Python Package
URL: https://github.com/saketh12/Auto1111SDK
Author: saketh105
Description: I built an open souce, lightweight, fast Python library to run all of Automatic 1111.
Compared to the API from Automatic 1111, the SDK is also much more lightweight than running all of stable diffusion webui just to use its API on localhost and takes up considerably less VRAM. Additionally, the API doesn't support upscaling, inpainting, outpainting, which we support right now. It also does not support extensions like controlnet, dreambooth that we plan to add.
Compared to Huggingface diffusers, we are 2x faster and detail the many advantages we have over them here: https://flush-ai.gitbook.io/automatic-1111-sdk/auto-1111-sdk....
I would sincerely appreciate a star on our Github repository!! https://github.com/saketh12/Auto1111SDK
Popularity: 11 points | 0 comments
12. Show HN: conversational AI search with <500 lines of code
URL: https://github.com/leptonai/search_with_lepton
Author: wonderfuly
Description:
Popularity: 10 points | 0 comments
13. Show HN: Encrypted Credit Card Approval Using Homomorphic Encryption
URL: https://huggingface.co/spaces/zama-fhe/credit_card_approval_prediction
Author: zacchj
Description:
Popularity: 10 points | 0 comments
14. Show HN: PalDex – List of Pals in PalWorld
Author: jacklamhoang
Description:
Popularity: 9 points | 0 comments
15. Show HN: Oldest Search – A Google search ordered by oldest first
URL: https://oldestsearch.com/
Author: jeanmayer
Description: Hey! I built this about a year ago and now I've made some improvements, this is just a programmable Google search engine. Anyone can build one easily and I was very curious to search for the first result of something. Give it a try and let me know what you think!
Popularity: 9 points | 0 comments
16. Show HN: Alternative framework for OpenAI document agent for all models
URL: https://app.intellinode.ai/
Author: Nidal2
Description:
Popularity: 6 points | 3 comments
17. Show HN: Chat Interface for OpenAI Assistants
URL: https://openwidget.com/widgets/chat-interface-for-open-ai-assistants
Author: konradkpl
Description:
Popularity: 9 points | 0 comments
18. Show HN: Pg_analytics – Speed Up Postgres Analytical Queries by 94x
URL: https://github.com/paradedb/paradedb/tree/dev/pg_analytics
Author: philippemnoel
Description:
Popularity: 8 points | 1 comments
19. Show HN: I built an auto-localization tool for small teams to double traffic
URL: https://www.translatespace.com/
Author: nbened
Description: Translatespace translates your app's content in minutes.
Most users don't speak your language - reaching them doubles markets.
To 'double a market' is a bold claim. And many question the quality of automatic localization. Both of these points are valid - so the landing page cites several cases where traffic MORE than doubled, and I put a free real-time demo for anyone to check performance themselves.
Lmk any questions!
Popularity: 2 points | 6 comments
20. Show HN: Apprise (Notifications) Supports 100 Services Now
URL: https://github.com/caronc/apprise
Author: l2g
Description:
Popularity: 5 points | 1 comments
21. Show HN: NextJS Storefront with TypeScript and GraphQL for New Ecommerce Vendure
URL: https://github.com/aexol-studio/vendure-nextjs-storefront
Author: howdoesilogin
Description:
Popularity: 2 points | 3 comments
22. Show HN: See live changes to Open Street Map in a relaxing musical way
URL: https://musical-osm.netlify.app
Author: chiubaca
Description: Just a fun little map viz that pulls OSM changesets from https://planet.openstreetmap.org and plots them on a map. I paired the plotting of points to some relaxing chords just for fun and found I had created something sort of relaxing. Enjoy :)
Popularity: 5 points | 0 comments
23. Show HN: Very Disco – Every Time Paul Graham Was Mentioned on Tim Ferriss Show
URL: https://www.verydisco.app/podcasts/the-tim-ferriss-show/people/paul-graham
Author: desio
Description: We just launched Very Disco on product hunt today, hope you like it:
https://www.producthunt.com/posts/very-disco
Popularity: 3 points | 1 comments
24. Show HN: ListenBrainz Music Neighborhood
URL: https://listenbrainz.org/explore/music-neighborhood/
Author: techmorningstar
Description: Use this arcane technology to find your favourite artist and explore their related artists. Watch the pretty colours. Listen to the music. Race your friends from Napalm Death to Britney Spears. Increase the web size and gasp as the artists jiggle into each other. Or simplify your life by exploring a web size of 0.
Popularity: 3 points | 0 comments
25. Show HN: Seed your database with AI (Demo)
URL: https://twitter.com/appfactory/status/1752411108483162295
Author: pistoriusp
Description: Hey HN,
My mission is to make sure that developers are coding against production-like data, why? Your data is a dependency of your code, and it's one of the areas that's mostly ignored: You're all coding against bad data! And if you're coding against production data you feel bad because you have people's private data!
Snaplet Seed is like Faker.js and Prisma had a baby.
I want to change that. I want you to feel empowered by our tool, so that you can focus on building great features and fixing real bugs. Not trying to figure out which parent relational data a child entity needs.
If you have any feedback please ping me: peter@snaplet.dev
Popularity: 3 points | 0 comments
26. Show HN: Domain Generator (Simple)
URL: https://martinbaun.com/blog/domain_generator
Author: martinbaun
Description: I made a little tool here to help me find good domain names.
Technically it is elementary, the tool just a combines of names.
Popularity: 2 points | 1 comments
27. Show HN: Intel Clear Linux
URL: https://www.clearlinux.org/downloads.html
Author: pantantrant
Description: There's no need to compile everything to be fast because it's fast out of the box. (My new daily driver)
Popularity: 1 points | 2 comments
28. Show HN: Goodreads still doesn't let you sort books by rating so I made a tool
URL: https://www.book-filter.com/
Author: david_2107
Description:
Popularity: 2 points | 1 comments
29. Show HN: GitHub Action Runner Images (AMI) for AWS EC2
URL: https://runs-on.com/posts/official-runner-images-for-aws/
Author: crohr
Description:
Popularity: 2 points | 0 comments
30. Show HN: a PMF accountability buddy – sends daily reminders to focus on PMF
URL: https://www.conversionexamples.com/pmf-buddy
Author: cameronbogatez
Description: Hey HN,
I'm one of those founders who has always been too product-obsessed - I never give 'market fit' the attention it deserves.
Recently looking back I was embarrassed to see how much time I was wasting: building the wrong thing, taking too long to pivot, rarely refining the niche…
So I built a PMF accountability buddy to send me a daily reminder to focus on PMF.
I hope you find this as helpful as I do. Would love your feedback pls
Cam
Popularity: 1 points | 1 comments
31. Show HN: A (Different?) API Client
URL: https://apyhub.com/product/fusion
Author: nikolasdimi
Description: Hey everyone - we have been working on an API client for an internal use and now we are allowing external users experience it. We are looking for feedback and ideas aas we keep on building and adding more functionality.
Popularity: 2 points | 0 comments
32. Show HN: Music video made out of browser pop-up windows
URL: https://lyra.horse/antonymph/
Author: rebane2001
Description: Video version: https://www.youtube.com/watch?v=RGMaINyM0ek
I usually do browser security research, but I thought it'd be fun to take the things I've learned and make something fun instead. This project was written from scratch in raw JavaScript, you can view-source on the page to see the entire source code.
Popularity: 2 points | 0 comments
33. Show HN: I wrote a Script to auto-remove SSNs, Emails, etc. from ChatGPT prompts
Author: snpranav
Description:
Popularity: 2 points | 0 comments
34. Show HN: Test how good you are at spotting AI generated content !
URL: https://aiorrealchallenge.com/
Author: patokekar
Description: Check your skills on spotting AI generated content
Popularity: 1 points | 1 comments
35. Show HN: 2x Faster Stable Diffusion Models on Hugging Face with Pruna AI
URL: https://huggingface.co/PrunaAI
Author: Rayan_NM
Description: Hugging Face link with 25+ models :)
At Pruna.AI we built a tool that automatically implements and combines optimizations and ML compression algorithms for your model/hardware to make them more efficient at inference. We decided to run it on the most popular Stable Diffusion models on an NVIDIA A100 and publish the models and gains on Hugging Facen, so you can all leverage them for your AI image generation projects.
The instructions and comparison metrics are on each model README, with about 2x speedup for A100. The models are compatible with most other NVIDIA GPUs. The first couple of generations are slower so warm up the model to get the full speedup.
Soon we'll update these models with even more gains and publish others for LLMs, Computer Vision etc
According to each use-case our tool can do a mix of methods including quantization, compilation, pruning, other architecture-specific algorithms etc. We're always adding new algorithms to the mix and making the implementation frictionless by providing easy config options and improving compatibility with new setups.
If you have custom requirements or finetuned models you'll need to leverage our tool yourself to make your models more efficient, so feel free to contact us for that. In the meantime we're happy if we can make efficient ML more accessible to everyone, starting with these stable diffusion models on Hugging Face. Tell us if there's other ones you want us to publish on Hugging Face :)
Popularity: 2 points | 0 comments
36. Show HN: Rebels in the sky – a terminal game about anarchist space pirates
URL: https://rebels.frittura.org/
Author: discoinverno
Description: Rebels in the sky is a multiplayer game about crews of space pirates roaming the galaxy to play basketball against each other. It's basically a basketball managerial game with some pirate-y stuff.
The game runs as a terminal application, meaning that you just need to run the executable from your terminal. Key bindings are indicated in game, mouse is supported.
It's a P2P game with no central server, built on top of libp2p. This should guarantee good scalability, the current record for concurrent players is 4 but I hope we can do better than that :)
You can download compiled binaries from https://rebels.frittura.org/ or compile the source at https://github.com/ricott1/rebels-in-the-sky.
Popularity: 2 points | 0 comments
37. Show HN: State of Product Management Jobs (Dashboard)
URL: https://www.prospercircle.com/state-of-product-management-jobs?country=US
Author: salilsethi
Description:
Popularity: 2 points | 0 comments
38. Show HN: LYML – a configuration format with the expressed goal of being readable
URL: https://git.sr.ht/~mpldr/lyml
Author: mpldr
Description: Hey, this is my brain-fart from about a year ago which was kindly dragged back into my brain through a groupchat. I now want to move this forward and would like some feedback.
Originally, this was conceived while looking for a config language for a different project. I wanted something "Open-BSD-y", type safe, and avoid the ini-hellhole that has one spec for every implementation. Thus, LYML (/ˈlʏ.məl/) was born. And soon forgotten again. (I blame the ADHD and my dog).
What I'm primarily looking for here are: — feedback — peer-review (read: let others find bugs I don't see) — people who may want to collaborate
Oh, right. No Norway problem here because strings have to be quoted..
Popularity: 2 points | 0 comments
39. Show HN: Video AMA App
URL: https://askquda.com/home/jasonfried
Author: magicturnip
Description:
Popularity: 1 points | 1 comments
40. Show HN: CodeKidz – Create AI Art and Story in Minutes
URL: https://codekidz.ai/learn-ai
Author: sailxjx
Description:
Popularity: 2 points | 0 comments
41. Show HN: XssKillah – A Fast HTML Sanitization Library
URL: https://medium.com/@julienetienne/xsskillah-a-fast-html-sanitization-library-37fc2a091029
Author: jugularkill
Description: Still WIP but please take a look, https://github.com/julienetie/xsskillah
Leave feedback and suggestions. The article gives somewhat of a synopsis to why it was created.
Popularity: 1 points | 0 comments
42. Show HN: 16x Prompt – Coding Prompt Composer
URL: https://prompt.16x.engineer/
Author: paradite
Description:
Popularity: 1 points | 0 comments
43. Show HN: Lone Arena – Self-hosted LLM human evaluation, you be the judge
URL: https://github.com/Contextualist/lone-arena
Author: Contextualist
Description: You need to evaluate a few fine-tuned LLM checkpoints. None of the existing benchmark suite fits your domain task, and your content can't be reviewed by a 3rd party (e.g. GPT-4). Human evaluation seems to be the most viable option... Well, maybe let’s start from this question: Which of the two responses is better?
Popularity: 1 points | 0 comments
44. Show HN: Built a tool to track stealth activity and startup launches in D-A-CH
Author: nikolainiklaus
Description:
Popularity: 1 points | 0 comments
45. Show HN: Flux Player, the Missing OS for LLMs
URL: https://www.adamgrant.info/flux-player
Author: adamkochanowicz
Description:
Popularity: 1 points | 0 comments
46. Show HN: Napp.pro – Nifty Fast Safe Apps for the Web
URL: https://napp.pro
Author: neerwa
Description:
Popularity: 1 points | 0 comments
47. Show HN: Kasper – Practice interview with a conversational AI interviewer
Author: brighbun
Description:
Popularity: 1 points | 0 comments
48. Show HN: Transcribe and Archive Live Phone Conversations
URL: https://phonewise.ai
Author: behindai
Description:
Popularity: 1 points | 0 comments
49. Show HN: Vim Pangea – the easiest way to remove API keys inside Vim
URL: https://github.com/MichaelCombs28/vim-pangea
Author: snpranav
Description: Any ideas/suggestions are welcome :)
Popularity: 1 points | 0 comments
50. Show HN: Go index me – Get indexed by Google on auto-pilot
Author: bigrocketapps
Description:
Popularity: 1 points | 0 comments
51. Show HN: Build tiny AI apps by chaining prompts together
URL: https://promptbase.com/create
Author: tinyprojects
Description: Hi HN,
I'm a solo bootstrapped founder from England who has been launching tiny projects on the internet for the past few years. I've written about my projects here: https://tinyprojects.dev
PromptBase it the 8th project I've built - I launched it a year ago as a platform for creators to sell their prompts.
Today I released a no-code editor that lets people build tiny AI apps by chaining together prompts - it's a bit like Zapier but for prompts.
You can use it to create AI automations without having to mess around with connecting up APIs. Some use cases are building apps to easily generate designs / prints to sell elsewhere.
It supports numerous models and AI tools (e.g. background removers, image upscalers) that you can chain together.
It's free to try - I would love some feedback if you get a chance to give it a go!
Popularity: 1 points | 0 comments
52. Show HN: Cyclops – customizable open-source UI for your Kubernetes workloads
URL: https://github.com/cyclops-ui/cyclops
Author: petar-cvit
Description:
Popularity: 1 points | 0 comments
53. Show HN: Soar – Preflight Safety for General Aviation
URL: https://www.soarup.app/showhn
Author: williamtkzhang
Description: TLDR of the linked post:
We're out to make pre-flight safety assessments for general aviation pilots simpler and faster by prioritizing key threats and using a LLM to translate hard to decipher pieces of information.
Let us know if you find this useful and we welcome all feedback!
Popularity: 1 points | 0 comments
54. Show HN: GrowLab AI's 'Grow Together' – Referral System for Passive Income in AI
URL: https://growlab.ai/about/referrals
Author: jurassiccloner
Description: Hello HN community,
We're excited to share with you GrowLab AI's latest initiative – the 'Grow Together' referral program. Our goal is to empower our users to not only benefit from our AI solutions but also to thrive by helping others discover the potential of AI.
Features of 'Grow Together':
- Passive Income Opportunity: Users can earn rewards for every new sign-up they refer to GrowLab AI.
- Unlimited Referrals: There’s no cap on the number of people you can refer, which means unlimited earning potential.
- User-Friendly Dashboard: Track your referrals and earnings through a personalized dashboard.
- Enhancing the AI Community: By referring others, you're contributing to a growing community of AI enthusiasts and professionals.
We believe this program is a great way to give back to our users who are as passionate about AI as we are. We’re keen to hear feedback from the HN community – your insights are invaluable as we continue to refine and improve 'Grow Together'.
We’d love to hear your thoughts and answer any questions you might have!
Popularity: 1 points | 0 comments
55. Show HN: Mlinfra – Your Gateway to Hassle-Free ML Infrastructure Deployment
URL: https://mlinfra.io/
Author: aliabbasjaffri
Description: As an ML Engineer, I've grappled with the intricacies and hurdles inherent in setting up and managing machine learning infrastructure. Today, I'm excited to unveil mlinfra: https://mlinfra.io/. This innovative python package is engineered to transform the deployment process of various MLOps tools within an MLOps stack, making it swift, efficient, and aligned with the industry's best practices.
Streamlining ML Deployments: The conventional methods of deploying ML infrastructure are often cumbersome and time-consuming. mlinfra revolutionizes this by automating and simplifying the deployment process. Its primary aim is to liberate engineers from the mundane aspects of deployment, empowering them to concentrate on the more vital aspects of ML development.
Philosophy at the Core: At the heart of mlinfra is a philosophy that revolves around the simplification and acceleration of MLOps infrastructure deployment to the cloud. This shift in focus ensures that as an engineer, your primary attention is on crafting robust business logic, not on the intricacies of deployment.
Birthed from Necessity: Developed out of a personal need and after innumerable hours of hard work, mlinfra stands out as a sophisticated yet incredibly intuitive solution for deploying MLOps stacks in the cloud.
Features:
- A lightweight Python package with in-built logic for seamless cloud infrastructure deployment.
- Constructed on top of proven terraform modules like [terraform-aws-modules](https://registry.terraform.io/namespaces/terraform-aws-modul...) by Anton Babenko.
- A cloud-agnostic framework, enabling the effortless deployment of any MLOps lifecycle tool across a variety of cloud platforms.
Join the Journey: Your participation is critical. I am on the lookout for progressive-minded individuals keen to experiment with mlinfra and provide valuable feedback. Your insights are essential for its ongoing refinement. Additionally, I welcome feature requests and contributions – if there's a particular tool you need integrated or an idea you have, let's collaborate to bring it to life!
A Community-Driven Initiative: mlinfra is more than just a tool; it's a venture driven by community involvement. Whether you're an experienced ML engineer or a tech aficionado, your contribution and support can make a substantial difference in the evolution of mlinfra.
Getting Started with mlinfra: Begin by creating a Python virtual environment, install the tool
python -m pip install mlinfra, and delve into the example stacks: https://mlinfra.io/code/aws/cloud_infra/ available on our website. For detailed information, read our documentation at https://mlinfra.io/). Don't hesitate to contact me for any questions or suggestions you might have.
Popularity: 1 points | 0 comments
56. Show HN: Multimodal AI Dataset for Training Python AI Coding Copilots
URL: #
Author: matlok5432
Description: tldr: we published an open source dataset to help build your own AI-coding model from 1200+ AI-focused, python repositories: https://huggingface.co/datasets/matlok/multimodal-python-copilot-training-overview
Hello everyone, After checking out the latest commercially available models, we decided we wanted a model that could code and keep up with the latest AI research. To build our own, self-hosted copilots we needed a large dataset, and we wanted to share as we go.
The focus for this version is on creating a baseline “Manager level” understanding when someone types the question/prompt:
“define how this software works in the module: ./path/some.py”
The model responds with the generative response wrapped in a yaml payload. To build this dataset, we started by extracting how to use: classes, global functions, base classes (inheritance/polymorphism), and imports from 1207 python AI research repos that we are learning. We also wanted to draw and speak/hear with transformers so we added modes to the dataset for hopefully getting more audio/image models in this space.
Here's the summary (everything is in parquet files):
~2.3M unique source coding rows ~1.1M instruct alpaca yaml text rows ~923K png knowledge graph images with alpaca text description ~334K mp3s over ~2 years of continuous audio playtime requires 1.5 TB storage on disk
We plan on training and fine tuning using these datasets with models like Code Llama 70 B, and we shared an overview of some of the other coding models we liked that may help others looking to do the same on our blog: https://matlok.ai/
Lastly if these datasets are not useful, then there also a lot of good datasets already on Hugging Face too: https://huggingface.co/datasets
Popularity: 1 points | 0 comments
57. Show HN: ZeroShape – reconstruct any object's 3D mesh from a single image
URL: https://zixuanh.com/projects/zeroshape.html
Author: sstojanov
Description:
Popularity: 1 points | 0 comments
58. Show HN: AI-Powered Twitter Filter
URL: #
Author: hazard
Description: While exploring new applications for local LLMs, I built a Chrome extension that filters your Twitter feed based on natural language instructions.
For instance, you can instruct it to "Hide all tweets, except for tweets about machine learning (ML), artificial intelligence (AI) and large language models (LLMs)."
I've tested it and got good results with a 10B parameter model, but I suspect a high-quality small model like Phi-2 might work almost as well.
It's open source and available at https://github.com/thomasj02/AiFilter
Video demo: https://www.youtube.com/watch?v=CligVVTC5io
Popularity: 1 points | 0 comments
Conclusion
Today's Show HN roundup showcases a diverse range of innovative projects. From AI-powered tools to creative coding solutions, these projects reflect the dynamic nature of our tech community. Which project caught your attention the most? Let us know in the comments!
Tags: #ShowHN #TechInnovation #DeveloperProjects #AI Applications #Open Source Software