vespa
milli
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| vespa | milli | |
|---|---|---|
| 4 | 8 | |
| 5,336 | 462 | |
| 2.5% | - | |
| 10.0 | 9.0 | |
| 6 days ago | about 1 year ago | |
| Java | Rust | |
| Apache License 2.0 | MIT License |
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.
vespa
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Top 10 Best Vector Databases & Libraries
Vespa(4.3k ⭐) → A fully featured search engine and vector database. It supports vector search (ANN), lexical search, and search in structured data, all in the same query. Integrated machine-learned model inference allows you to apply AI to make sense of your data in real time.
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Vector database built for scalable similarity search
If ES doesn't work for you, I recommend Vespa. https://github.com/vespa-engine/vespa
Others have made other suggestions, but Vespa has two unique features. First it is battle tested at a large scale, second it supports combining the keyword and vector scores in several ways. The latter is something that other hybrid systems don't do very well in my experience including ES/Solr.
- ZincSearch – lightweight alternative to Elasticsearch written in Go
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MeiliSearch: A Minimalist Full-Text Search Engine
After looking at various alternatives, I'm thinking of trying out https://vespa.ai/ [0]
[0] https://github.com/vespa-engine/vespa
milli
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Proteomics search engine written in Rust
Is this a posting list? There is a lot of bioinformatics in this post, but if I squint, some of the problems do look like general information retrieval problems. Even the discussion of ordering the arrays by mass sounds like search relevance scores and makes me wonder if it makes sense to try to get something off the shelf like meillisearch/milli or tantavy to support this use case.
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Zettelkasten Options
I'm currently not using any tool, although I am playing around with binding Milli and the most up-to-date Mentat fork to emacs with emacs-module-rs.
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Meilisearch, the Rust search engine, just raised $5M
Yeah, we have already done that, the internal engine is called milli and could even be published on crates.io one day! The issue is with the design of the storage system itself, we use LMDB right now but maybe we can find another way to index faster and to be more oriented to distributed systems.
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MeiliSearch: A Minimalist Full-Text Search Engine
They have another prototype engine with more advanced features and performance too.
https://github.com/meilisearch/milli
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MeiliSearch v0.21, the long-awaited update of our search engine in Rust is out!
You can look at the milli repository this is the library that we use and work on. MeiliSearch is the HTTP actix-web based server that serves the milli indices.
- MeiliSearch needs your help, an undefined behavior can be the cause of a strange bug
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What's everyone working on this week (17/2021)?
This library is the main bottleneck of the new MeiliSearch search engine. We will soon release a beta version, keep watching!
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What’s everyone working on this week (16/2021)?
Working on the new MeiliSearch engine, reworked from scratch! There already is excellent external contributions 🎉
What are some alternatives?
Typesense - Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
tantivy - Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
pgvector - Open-source vector similarity search for Postgres
pgroonga - PGroonga is a PostgreSQL extension to use Groonga as index. PGroonga makes PostgreSQL fast full text search platform for all languages!
Infinispan - Infinispan is an open source data grid platform and highly scalable NoSQL cloud data store.
heed - A fully typed LMDB wrapper with minimum overhead 🐦
milvus-lite - A lightweight version of Milvus wrapped with Python.
prost - PROST! a Protocol Buffers implementation for the Rust Language
roaring-rs - A better compressed bitset in Rust