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Milvus Lite VS PostgresML

Compare Milvus Lite VS PostgresML and see what are their differences

Milvus Lite logo Milvus Lite

Pip-install Vector Search for your GenAI Applications

PostgresML logo PostgresML

You know Postgres.
Not present
  • PostgresML Landing page
    Landing page //
    2023-11-10

Analysis of Milvus Lite

Overall verdict

  • Milvus Lite is a lightweight, easy-to-deploy version of the open-source Milvus vector database that runs locally without heavy infrastructure, making it a solid choice for prototyping and small-scale vector search and RAG applications.

Why this product is good

  • Simple pip installation and minimal setup with no separate server or containers required
  • Runs locally and embeds directly into Python applications, ideal for development and experimentation
  • Shares the same API as full Milvus, so code can scale up to Milvus Standalone or Distributed without major rewrites
  • Open-source and free to use, backed by an active community and the Zilliz team
  • Supports common vector search features and integrates well with popular AI/RAG frameworks like LangChain and LlamaIndex

Recommended for

  • Developers prototyping vector search or RAG applications
  • Small-scale projects and proof-of-concept work
  • Learning and experimentation with vector databases
  • Teams that want a smooth upgrade path to full-scale Milvus deployments
  • Local development environments and Jupyter notebook workflows

Category Popularity

0-100% (relative to Milvus Lite and PostgresML)
Search Engine
70 70%
30% 30
AI
0 0%
100% 100
Databases
66 66%
34% 34
Web App
73 73%
27% 27

User comments

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Social recommendations and mentions

Based on our record, Milvus Lite should be more popular than PostgresML. It has been mentiond 11 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Milvus Lite mentions (11)

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PostgresML mentions (7)

  • AI-pipe: Pipeline for generating/storing embeddings from AI models to DB with data scraped from sites using custom scripts
    The web service supports generating embeddings from OpenAI and Ollama AI models. It also provides a fallback for users without access to AI models running on a remote server through PostgresML. - Source: dev.to / over 1 year ago
  • Better RAG Results with Reciprocal Rank Fusion and Hybrid Search
    That's outside of the database, though. This is more like what I had in mind -- I just found it: https://postgresml.org/. - Source: Hacker News / about 2 years ago
  • How Modern SQL Databases Are Changing Web Development - #4 Into the AI Era
    Some excellent tools were created to represent these tasks "naturally" in SQL and even let most of the computation happen inside the database. PostgresML is a great example. It's built above PostgreSQL and provides a set of functions that allow you to train and use machine learning models with SQL. Here's how you can train a classification model for the classic handwritten digit recognition problem:. - Source: dev.to / over 2 years ago
  • A Year of Self-Hosting: 6 Open-Source Projects That Surprised Me in 2023
    PostgresML | You know Postgres. Now you know machine learning โ€“ PostgresML. - Source: dev.to / over 2 years ago
  • OpenAI Switch Kit: Swap OpenAI with any open-source model
    You can swap in almost any open-source model on Huggingface. HuggingFaceH4/zephyr-7b-beta, Gryphe/MythoMax-L2-13b, teknium/OpenHermes-2.5-Mistral-7B and more.If you haven't seen us here before, we're PostgresML, an open-source MLOps platform built on Postgres. We bring ML to the database rather than the other way around. Source: over 2 years ago
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What are some alternatives?

When comparing Milvus Lite and PostgresML, you can also consider the following products

Zilliz Cloud - From the creators of Milvus, the vector database trailblazer

Talk To Your Data App - Tak to your data in natural language, no technical skills required. PostgreSQL, MySQL, HubSpot, Mailchimp & many more SaaS platforms. Get instant answers, visualizations & insights.

Weaviate - Welcome to Weaviate

Pinecone - Search through billions of items for similar matches to any object, in milliseconds. Itโ€™s the next generation of search, an API call away.

Apache Solr - Solr is an open source enterprise search server based on Lucene search library, with XML/HTTP and...

ChatWithCloud AI - Chat with your AWS Cloud from Terminal. Talk to your Cloud, literally.