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Top 19 Faiss Open-Source Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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usearch
Fast Open-Source Search & Clustering engine × for Vectors & 🔜 Strings × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍
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pgvecto.rs
Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database.
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megabots
🤖 State-of-the-art, production ready LLM apps made mega-easy, so you don't have to build them from scratch 🤯 Create a bot, now 🫵
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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DocumentGPT
DocumentGPT is a web application that allows you to chat over your research document using OpenAI's chat API and perform semantic search using vector databases. This tool provides a seamless interface for interacting with your research document, exploring search results, and engaging in a conversation with an AI chatbot.
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TalkWithYourFiles
An LLM GUI application; enables you to interact with your files, offering dynamic parameters that can modify response behavior during runtime.
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hn-recommendation-api
A recommendation system for Hacker News. Get the most similar posts for a given URL
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NeoGPT
Your Local AI Assistant: Seamlessly Chat, Execute Commands, and Interpret Code with Local Models for Ultimate Privacy.
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Paper-Recommendation-System
Web interface to search ArXiv papers using NLP Sentence-Transformers, Faiss and Streamlit
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Llama-2-GGML-CSV-Chatbot
The Llama-2-GGML-CSV-Chatbot is a conversational tool leveraging the powerful Llama-2 7B language model. It facilitates multi-turn interactions based on uploaded CSV data, allowing users to engage in seamless conversations.
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SHREC2023-ANIMAR
Source codes of team TikTorch (1st place solution) for track 2 and 3 of the SHREC2023 Challenge
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Zilliz (zilliz.com) | Hybrid/ONSITE (SF, NYC) | Full-time
I am part of the hiring team for DevRel
NYC - https://boards.greenhouse.io/zilliz/jobs/4307910005
SF - https://boards.greenhouse.io/zilliz/jobs/4317590005
Zilliz is the company behind Milvus (https://github.com/milvus-io/milvus), the most starred vector database on GitHub. Milvus is a distributed vector database that shines in 1B+ vector use cases. Examples include autonomous driving, e-commerce, and drug discovery. (and, of course, RAG)
We are also hiring for other roles that I am not personally involved in the hiring process for such as product managers, software engineers, and recruiters.
Project mention: More Agents Is All You Need: LLMs performance scales with the number of agents | news.ycombinator.com | 2024-04-06I couldn't agree more. You should check out LLMWare's SLIM agents (https://github.com/llmware-ai/llmware/tree/main/examples/SLI...). It's focusing on pretty much exactly this and chaining multiple local LLMs together.
A really good topic that ties in with this is the need for deterministic sampling (I may have the terminology a bit incorrect) depending on what the model is indended for. The LLMWare team did a good 2 part video on this here as well (https://www.youtube.com/watch?v=7oMTGhSKuNY)
I think dedicated miniture LLMs are the way forward.
Disclaimer - Not affiliated with them in any way, just think it's a really cool project.
Project mention: USearch SQLite Extensions for Vector and Text Search | news.ycombinator.com | 2024-02-22
Project mention: Embeddings are a good starting point for the AI curious app developer | news.ycombinator.com | 2024-04-17Perhaps sqlite-vss? It adds vector searches to sqlite.
https://github.com/asg017/sqlite-vss
To evaluate the performance metrics in comparison to the original vector approach, we conducted benchmarking using the dbpedia-entities-openai3-text-embedding-3-large-3072-1M dataset. The benchmark was performed on a Google Cloud virtual machine (VM) with specifications of n2-standard-8, which includes 8 virtual CPUs and 32GB of memory. We used pgvecto.rs v0.2.1 as the vector database.
Project mention: 🥳 Announcing the winners of the Summit Hackathon! | /r/StreamlitOfficial | 2023-05-16🏆 1st place goes to snowChat, created by Kaarthik Andavar
Rewriting pgvector in Rust can enable the code to be organized in a more modern and extensible way. Rust's ecosystem is also very rich, with existing Rust bindings such as faiss-rs.
Was really excited to get everything working! Check it out at: https://github.com/aju22/DocumentGPT
Project mention: Using Streamlit to upload multiple files to interact with Langchain | /r/Streamlit | 2023-05-22For example, I'm using st.file_uploader to manage uploading multiple files & I'm processing that with langchain in this project and I don't require any directories?
Project mention: Show HN: HN recommend – A recommendation engine for Hacker News | news.ycombinator.com | 2023-06-19
One of the most interesting projects I came across this month was NeoGPT. It's a GPT based application that is being built to converse with documents and videos. While still in its infancy, the project has outlined a cool roadmap and has a very active base of contributors continuously expanding on its functionality. The project appeals to my desire to learn how to work with AI and neural networks. It is also at a development stage that it is not outside of the reach of my comprehension. Icing on the cake being it's Py based, which is my sharpest tool at the moment. I see it as a decent project to stay tapped into and grow my skills as the application develops.
huggingface.co/Llama-2-GGML-CSV-Chatbot
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Faiss related posts
- Do you Know! Llama ?
- My binary vector search is better than your FP32 vectors
- Unlock Advanced Search Capabilities with Milvus and Read about RAG
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Milvus VS pgvecto.rs - a user suggested alternative
2 projects | 13 Mar 2024
- Simplifying the Milvus Selection Process
- Show HN: LLMWare – Small Specialized Function Calling 1B LLMs for Multi-Step RAG
- Show HN: LLMWare – Integrated Solution for RAG in Finance and Legal
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A note from our sponsor - InfluxDB
www.influxdata.com | 28 Apr 2024
Index
What are some of the best open-source Faiss projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Milvus | 26,857 |
| 2 | llmware | 3,127 |
| 3 | usearch | 1,629 |
| 4 | sqlite-vss | 1,426 |
| 5 | pgvecto.rs | 1,375 |
| 6 | snowChat | 385 |
| 7 | megabots | 334 |
| 8 | feder | 320 |
| 9 | faiss-rs | 184 |
| 10 | faiss-server | 133 |
| 11 | DocumentGPT | 99 |
| 12 | TalkWithYourFiles | 85 |
| 13 | hn-recommendation-api | 78 |
| 14 | NeoGPT | 55 |
| 15 | faiss-mobile | 34 |
| 16 | Paper-Recommendation-System | 19 |
| 17 | Llama-2-GGML-CSV-Chatbot | 8 |
| 18 | SHREC2023-ANIMAR | 6 |
| 19 | semdesk | 1 |
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