beir
sonic
beir | sonic | |
---|---|---|
8 | 48 | |
1,388 | 19,460 | |
4.0% | - | |
4.2 | 7.0 | |
about 2 months ago | about 1 month ago | |
Python | Rust | |
Apache License 2.0 | Mozilla Public License 2.0 |
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.
beir
-
On building a semantic search engine
The BEIR project might be what you're looking for: https://github.com/beir-cellar/beir/wiki/Leaderboard
- BEIR: A Heterogeneous Benchmark for Information Retrieval
-
Benefits of hybrid search
Custom datasets can also be evaluated using this method as specified in this link. This article and the associated benchmarks script can be reused to evaluate what method works best on your data.
-
Meilisearch vs. Elasticsearch
> Meilisearch focuses on simplicity, relevancy, and performance.
> excellent relevance out of the box
> if ease of use, performance, and relevancy are important to you, Meilisearch was made for you
Is there a benchmark that shows Meilisearch outperforming Elasticsearch in terms of relevance score? I couldn't find Meilisearch listed on https://github.com/beir-cellar/beir.
- Manticore 6.0.0 – a faster alternative to Elasticsearch in C++
-
An alternative to Elasticsearch that runs on a few MBs of RAM
There are actually benchmarks that allow measuring search relevancy objectively, e.g. BEIR[1]. Manticore Search team did an effort to make a PR to include it to the list. The results are here [2]. Unfortunately the BEIR team seems to be too busy to review a whole pile of PRs including about Vespa. Nevertheless it would be nice to have both Meilisearch and Typesense there too since it's interesting what performance those non-tf-idf based search engines would show compared to BM25-based and vector search engines.
[1] https://github.com/beir-cellar/beir
-
Manticore Search: Elasticsearch Alternative
True! Here's a pull request to BEIR to compare Manticore with Elasticsearch in terms of relevance https://github.com/beir-cellar/beir/pull/92. Spoiler: in this test Manticore provides better relevance than Elasticsearch in average. Of course you can tune both further and Elasticsearch now has KNN which when combined with BM25 can give even better relevance. In general I would say for most users the results quality in terms of full-text relevance is about the same in Elasticseach and Manticore.
-
Manticore: a faster alternative to Elasticsearch in C++ with a 21-year history
But there's for example BEIR that compared BM25 vs state of the art ML language models and it turned out BM25 is in average better than all of them unless you rerank top 100 results from Elasticsearch using the language models. With Manticore you can get even better relevance than with Elasticsearch. We made a pull-request to BEIR to demonstrate that https://docs.google.com/spreadsheets/d/1_ZyYkPJ_K0st9FJBrjbZqX14nmCCPVlE_y3a_y5KkYI/edit#gid=0
sonic
-
What is Hybrid Search?
Sonic - a project written in Rust, uses custom network communication protocol for fast communication between the client and the server.
-
ArchiveBox: Open-source self-hosted web archiving
This is uncanny, I just discovered ArchiveBox earlier today and set up a self-hosted instance on some home hardware for a collection of bookmarks of useful guides, tutorials, and references I've collected over the years.
Setting it up on K8s with sonic [1] as the search backend and importing a few hundred URLs only took ~an hour or so, and the cached pages look great for the most part.
[1] https://github.com/valeriansaliou/sonic
- sonic: Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.
- Seeking a free full text search solution for large data with progress display
- Show HN: CozoDB, Hybrid Relational-Graph-Vector DB, the Hippocampus for LLMs
- FLiP Stack Weekly for 15-Jan-2023
-
Building an Internet Scale Meme Search Engine
If you don't need advanced search features, you can use Sonic (https://github.com/valeriansaliou/sonic). It's blazing fast and you can save lot of money on servers.
-
Any Full Text Search library for json data?
What about Sonic? Maybe it requires a bit of integration, but it's simple and blazing fast.
-
10 Trending Github repositories / October, 27 2022
git clone https://github.com/valeriansaliou/sonic.git
- Sonic, An alternative to Elasticsearch that runs on a few MBs of RAM
What are some alternatives?
columnar - Manticore Columnar Library
MeiliSearch - A lightning-fast search API that fits effortlessly into your apps, websites, and workflow
hub
fastapi - FastAPI framework, high performance, easy to learn, fast to code, ready for production
manticoresearch - Easy to use open source fast database for search | Good alternative to Elasticsearch now | Drop-in replacement for E in the ELK soon
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
ui - https://db-benchmarks.com website
tantivy - Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
tape - Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology.
tantivy - Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust [Moved to: https://github.com/quickwit-oss/tantivy]
db-benchmarks - Fair database benchmarks framework and datasets
graylog - Free and open log management