embedding-vectors

Open-source projects categorized as embedding-vectors
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Language: + Python + C++ + TypeScript
Topics: Embeddings Transformers milvus Machine Learning semantic-search
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Top 6 embedding-vector Open-Source Projects

  • llmware

    Providing enterprise-grade LLM-based development framework, tools, and fine-tuned models.

    • Project mention: More Agents Is All You Need: LLMs performance scales with the number of agents | news.ycombinator.com | 2024-04-06

    I 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.

  • towhee

    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

    • Project mention: FLaNK Stack Weekly for 14 Aug 2023 | dev.to | 2023-08-14

  • 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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  • awadb

    AI Native database for embedding vectors

    • Project mention: An AI Native database for embedding vectors | news.ycombinator.com | 2023-09-10

    What is your novelty? I just see HNSW.

    What is the relationship between awa and vearch? You both have a 'gamma' index with identical copy:

    https://github.com/awa-ai/awadb/tree/main/awadb/db_engine/in...

  • client-vector-search

    A client side vector search library that can embed, store, search, and cache vectors. Works on the browser and node. It outperforms OpenAI's text-embedding-ada-002 and is way faster than Pinecone and other VectorDBs.

    • Project mention: Client Vector Search: Embed, store, search, and cache vectors on the Browser | news.ycombinator.com | 2023-10-15

  • vectory

    Vectory provides a collection of tools to track and compare embedding versions.

  • embedding

    Vector Embedding Server in under 100 lines of code

    • Project mention: Show HN: Struct – A Feed-Centric Chat Platform | news.ycombinator.com | 2024-02-29

    - Server on Hetzner

    Badger wouldn't have made sense to use instead of Postgres. I'm thinking of using Badger for other purposes. I do use ristretto and roaring bitmaps a lot internally.

    Struct has a very nice integration with Slack. So, you can actually use Struct as a Slack interface. Essentially, your peers can be using Slack, while you could responding to them via Struct - think Superhuman for Gmail.

    We have a good integration with Discord too. Both are being used by OSS companies to generate public knowledge bases from their Slack/Discord conversations.

    [1]: https://github.com/struct-chat/embedding

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).

embedding-vectors related posts

Index

What are some of the best open-source embedding-vector projects? This list will help you:

Project Stars
1 llmware 3,173
2 towhee 3,001
3 awadb 158
4 client-vector-search 122
5 vectory 64
6 embedding 19

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