pinecone VS Milvus

Compare pinecone vs Milvus and see what are their differences.

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pinecone Milvus
8 104
412 26,645
0.5% 3.6%
3.7 10.0
9 months ago 6 days ago
Go Go
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

pinecone

Posts with mentions or reviews of pinecone. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-31.
  • Meshtastic: An open source, off-grid, decentralized, mesh network
    8 projects | news.ycombinator.com | 31 Dec 2023
  • The AT protocol is the most obtuse crock of s*
    9 projects | news.ycombinator.com | 9 May 2023
    AT proto has some significant similarities to Matrix:

    * Both are work by self-authenticating git-style replication of Merkle trees/DAGs

    * Both define strict data schemas for extensible sets of events (Matrix uses JSON schema - https://github.com/matrix-org/matrix-spec/tree/main/data/eve... and OpenAPI; AT uses Lexicons)

    * Both use HTTPS for client-server and server-server traffic by default.

    * Both are focused on decentralised composable reputation - e.g. https://matrix.org/blog/2020/10/19/combating-abuse-in-matrix... on the Matrix side, or https://paulfrazee.medium.com/the-anti-parler-principles-for... on the bluesky side, etc.

    * Both are designed as big-world communication networks. You don't have the server balkanisation that affects ActivityPub.

    * Both eschew cryptocurrency systems and incentives.

    There are some significant differences too:

    * Matrix aspires to be the secure communication layer for the open web.

    * AT aspires (i think) to be an open decentralised social networking protocol for the internet.

    * AT has portable identity by default. We've been working on this on Matrix (e.g. MSC1228 - https://github.com/matrix-org/matrix-spec-proposals/pull/122... and MSC2787 - https://github.com/matrix-org/matrix-spec-proposals/blob/nei...) and have a new MSC (and implementation on Dendrite) in progress right now which combines the best bits of MSC1228 & MSC2787 into something concrete, at last. In fact the proto-MSC is due to emerge today.

    * AT is proposing a asymmetrical federation architecture where user data is stored on Personal Data Servers (PDS), but indexing/fan-out/etc is done by Big Graph Servers (BGS). Matrix is symmetrical and by default federates full-mesh between all servers participating in a conversation, which on one hand is arguably better from a self-sovereignty and resilience perspective - but empirically has created headaches where an underpowered server joins some massive public chatroom and then melts. Matrix has improved this by steady optimisation of both protocol and implementation (i.e. adding lazy loading everywhere - e.g. https://matrix-org.github.io/synapse/latest/development/syna...), but formalising an asymmetrical architecture is an interesting different approach :)

    * AT is (today) focused on for public conversations (e.g. prioritising big-world search and indexing etc), whereas Matrix focuses both on private and public communication - whether that's public chatrooms with 100K users over 10K servers, or private encrypted group conversations. For instance, one of Matrix's big novelties is decentralised access control without finality (https://matrix.org/blog/2020/06/16/matrix-decomposition-an-i...) in order to enforce access control for private conversations.

    * Matrix also provides end-to-end encryption for private conversations by default, today via Double Ratchet (Olm/Megolm) and in the nearish future MLS (https://arewemlsyet.com). We're also starting to work on post quantum crypto.

    * Matrix is obviously ~7 years older, and has many more use cases fleshed out - whether that's native VoIP/Video a la Element Call (https://element.io/blog/introducing-native-matrix-voip-with-...) or virtual worlds like Third Room (https://thirdroom.io) or shared whiteboarding (https://github.com/toger5/TheBoard) etc.

    * AT's lexicon approach looks to be a more modular to extend the protocol than Matrix's extensible event schemas - in that AT lexicons include both RPC definitions as well as the schemas for the underlying datatypes, whereas in Matrix the OpenAPI evolves separately to the message schemas.

    * AT uses IPLD; Matrix uses Canonical JSON (for now)

    * Matrix is perhaps more sophisticated on auth, in that we're switching to OpenID Connect for all authentication (and so get things like passkeys and MFA for free): https://areweoidcyet.com

    * Matrix has an open governance model with >50% of spec proposals coming from the wider community these days: https://spec.matrix.org/proposals

    * AT has done a much better job of getting mainstream uptake so far, perhaps thanks to building a flagship app from day one (before even finishing or opening up the protocol) - whereas Element coming relatively late to the picture has meant that Element development has been constantly slowed by dealing with existing protocol considerations (and even then we've had constant complaints about Element being too influential in driving Matrix development).

    * AT backs up all your personal data on your client (space allowing), to aid portability, whereas Matrix is typically thin-client.

    * Architecturally, Matrix is increasingly experimenting with a hybrid P2P model (https://arewep2pyet.com) as our long-term solution - which effectively would end up with all your data being synced to your client. I'd assume bluesky is consciously avoiding P2P having been overextended on previous adventures with DAT/hypercore: https://github.com/beakerbrowser/beaker/blob/master/archive-.... Whereas we're playing the long game to slowly converge on P2P, even if that means building our own overlay networks etc: https://github.com/matrix-org/pinecone

    I'm sure there are a bunch of other differences, but these are the ones which pop to the top of my head, plus I'm far from an expert in AT protocol.

    It's worth noting that in the early days of bluesky, the Matrix team built out Cerulean (https://matrix.org/blog/2020/12/18/introducing-cerulean) as a demonstration to the bluesky team of how you could build big-world microblogging on top of Matrix, and that Matrix is not just for chat. We demoed it to Jack and Parag, but they opted to fund something entirely new in the form of AT proto. I'm guessing that the factors that went into this were: a) wanting to be able to optimise the architecture purely for social networking (although it's ironic that ATproto has ended up pretty generic too, similar to Matrix), b) wanting to be able to control the strategy and not have to follow Matrix's open governance model, c) wanting to create something new :)

    From the Matrix side; we keep in touch with the bluesky team and wish them the best, and it's super depressing to see folks from ActivityPub and Nostr throwing their toys in this manner. It reminds me of the unpleasant behaviour we see from certain XMPP folks who resent the existence of Matrix (e.g. https://news.ycombinator.com/item?id=35874291). The reality is that the 'enemy' here, if anyone, are the centralised communication/social platforms - not other decentralisation projects. And even the centralised platforms have the option of seeing the light and becoming decentralised one day if we play our parts well.

    What would be really cool, from my perspective, would be if Matrix ended up being able to help out with the private communication use cases for AT proto - as we obviously have a tonne of prior art now for efficient & audited E2EE private comms and decentralised access control. Moreover, I /think/ the lexicon approach in AT proto could let Matrix itself be expressed as an AT proto lexicon - providing interop with existing Matrix rooms (at least semantically), and supporting existing Matrix clients/SDKs, while using AT proto's ID model and storing data in PDSes etc. Coincidentally, this matches work we've been doing on the Matrix side as part of the MIMI IETF working group to figure out how to layer Matrix on top of other existing protocols: e.g. https://datatracker.ietf.org/doc/draft-ralston-mimi-matrix-t... and https://datatracker.ietf.org/doc/draft-ralston-mimi-matrix-m... - and if I had infinite time right now I'd certainly be trying to map Matrix's CS & SS APIs onto an AT proto lexicon to see what it looks like.

    TL;DR: I think AT proto is cool, and I wish that open projects saw each other as fellow travellers rather than competitors.

  • Pinecone raises $100M Series B
    6 projects | news.ycombinator.com | 27 Apr 2023
    Thought this was about https://github.com/matrix-org/pinecone
  • Matrix 2.0 — Matthew Hodgson talks about Rust in Element client, Rust SDK, IETF MLS, MIMI and more
    7 projects | /r/rust | 7 Feb 2023
    Pinecone, which is an experimental overlay routing protocol used by P2P Matrix. It and Dendrite are extremely important to P2P Matrix.
  • Ask HN: What's in Networking?
    2 projects | news.ycombinator.com | 13 Jul 2022
    I'm excited about P2P/decentralized/distributed overlay networks. Still catching up so would be grateful for tips on resources.

    Pinecone[0][1], newer initiative made by former Yggdrasil[2] maker(s).

    CJDNS[3].

    AIUI CJDNS relies on intermediary high-uptime discoverable router nodes which is what is motivating Pinecone. POKT[4][5] to CJDNS seems like what Filecoin is to IPFS.

    I'm yet to get around to doing the groundwork of grokking more established solutions like B.A.T.M.A.N. and how all these pieces fit together,

    [0]: https://fosdem.org/2022/schedule/event/matrix_p2p_pinecone/

    [1]: https://github.com/matrix-org/pinecone

    [2]: https://yggdrasil-network.github.io/

    [3]: https://github.com/cjdelisle/cjdns/

    [4]: https://www.pokt.network/

    [5]: https://piped.kavin.rocks/watch?v=-xgRUAA_p5E

  • Make the Internet Yours Again with an Instant Mesh Network
    2 projects | news.ycombinator.com | 9 Jan 2022
  • Element raises $30M to boost Matrix
    18 projects | news.ycombinator.com | 27 Jul 2021

Milvus

Posts with mentions or reviews of Milvus. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-04-01.
  • Ask HN: Who is hiring? (April 2024)
    10 projects | news.ycombinator.com | 1 Apr 2024
    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.

  • Unlock Advanced Search Capabilities with Milvus and Read about RAG
    1 project | dev.to | 22 Mar 2024
    Get started with Milvus on GitHub.
  • Milvus VS pgvecto.rs - a user suggested alternative
    2 projects | 13 Mar 2024
  • How to choose the right type of database
    15 projects | dev.to | 28 Feb 2024
    Milvus: An open-source vector database designed for AI and ML applications. It excels in handling large-scale vector similarity searches, making it suitable for recommendation systems, image and video retrieval, and natural language processing tasks.
  • Simplifying the Milvus Selection Process
    3 projects | dev.to | 19 Feb 2024
    Selecting the right version of open-source Milvus is important to the success of any project leveraging vector search technology. With Milvus offering different versions of its vector database tailored to varying requirements, understanding the significance of selecting the correct version is key for achieving desired outcomes.
  • 7 Vector Databases Every Developer Should Know!
    4 projects | dev.to | 8 Feb 2024
    Milvus is an open-source vector database designed to handle large-scale similarity search and vector indexing. It supports multiple index types and offers highly efficient search capabilities, making it suitable for a wide range of AI and ML applications, including image and video recognition, natural language processing, and recommendation systems.
  • Ask HN: Who is hiring? (February 2024)
    18 projects | news.ycombinator.com | 1 Feb 2024
    Zilliz is hiring! We're looking for REMOTE and/or HYBRID roles in SF

    Zilliz is the company behind Milvus (https://github.com/milvus-io/milvus), the most widely adopted vector database. Vector databases are a crucial piece of any technology stack looking to take advantage of unstructured data. Most recently and notably, Retrieval Augmented Generation (RAG). For RAG, vector databases like Milvus are used as the tool to inject customized data. In other words, vector databases make things like customized chat bots, personalized product recommendations, and more possible.

    We are hiring for Developer Advocates, Senior+ Level Engineers and Product people, and Talent Acquisition. Check out all the roles here: https://zilliz.com/careers

  • Qdrant, the Vector Search Database, raised $28M in a Series A round
    8 projects | news.ycombinator.com | 23 Jan 2024
    Good on them, I know the crustaceans are out here happy about this raise for a Rust based Vector DB!

    (now I'm gonna plug what I work on)

    If you're interested in a more scalable vector database written in Go, check out Milvus (https://github.com/milvus-io/milvus)

  • Open Source Advent Fun Wraps Up!
    10 projects | dev.to | 5 Jan 2024
    But before we do, I do want to say that 🤩 all these lovely Open-Source projects would love a little 🎉💕 love by getting a GitHub star ⭐ for their efforts. Including Open Source Milvus 🥰
  • First 15 Open Source Advent projects
    16 projects | dev.to | 15 Dec 2023
    1. Milvus by Zilliz | Github

What are some alternatives?

When comparing pinecone and Milvus you can also consider the following projects:

pgvector - Open-source vector similarity search for Postgres

DiskANN - Graph-structured Indices for Scalable, Fast, Fresh and Filtered Approximate Nearest Neighbor Search

faiss - A library for efficient similarity search and clustering of dense vectors.

yggdrasil-go - An experiment in scalable routing as an encrypted IPv6 overlay network

qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

matrix-docker-ansible-deploy - 🐳 Matrix (An open network for secure, decentralized communication) server setup using Ansible and Docker

Weaviate - Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

matrix.to - A simple stateless privacy-protecting URL redirecting service for Matrix

Elasticsearch - Free and Open, Distributed, RESTful Search Engine

thirdroom - Open, decentralised, immersive worlds built on Matrix

Face Recognition - The world's simplest facial recognition api for Python and the command line