beir
zincsearch
beir | zincsearch | |
---|---|---|
8 | 37 | |
1,388 | 16,523 | |
4.0% | 1.3% | |
4.2 | 6.6 | |
about 2 months ago | 7 days ago | |
Python | Go | |
Apache License 2.0 | Apache License 2.0 |
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beir
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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
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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.
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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++
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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
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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.
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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
zincsearch
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OpenObserve: Elasticsearch/Datadog alternative in Rust.. 140x lower storage cost
Please give the benefit of the doubt on HN.
This company created ZincSearch:
https://github.com/zincsearch/zincsearch
Prabhat is one of the core contributors/maintainers:
https://github.com/zincsearch/zincsearch/graphs/contributors
https://github.com/prabhatsharma
Also the negative insinuation of using “cheap” labor out of India to build the product is unnecessary. If you’re concerned about code quality, look at the code.
Assuming everyone working with devs in India is doing so cynically is not charitable.
I dont know why the headquarters was set as india versus SF but does it actually even matter?
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Manticore 6.0.0 – a faster alternative to Elasticsearch in C++
See also this lightweight alternative to ES: https://github.com/zinclabs/zinc
- I created Atomic: Self Hosted Open Source Alternative to Reclaim, Clockwise & Motion
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Sonic: A Super-Light Alternative to Elasticsearch
I would pay $5 to have every one of these projects stop saying "alternative to ElasticSearch" unless they implement the ES API (as https://github.com/zinclabs/zinc at least claims) because if one just wanted some schemaless full text searching wizardry, there are about 10 of those projects. If one is trying to replace kibana or the damn near infinite log gathering tools that target ES, Sonic and Melisearch and and and are not going to get it done
q.v. https://github.com/zinclabs/zinc/blob/v0.3.6/docs/swagger.ya...
- Any Full Text Search library for json data?
- An alternative to Elasticsearch that runs on a few MBs of RAM
- ZincSearch – lightweight alternative to Elasticsearch written in Go
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Hacker News top posts: Sep 22, 2022
ZincSearch – lightweight alternative to Elasticsearch written in Go\ (0 comments)
What are some alternatives?
columnar - Manticore Columnar Library
MeiliSearch - A lightning-fast search API that fits effortlessly into your apps, websites, and workflow
hub
Elasticsearch - Free and Open, Distributed, RESTful Search Engine
manticoresearch - Easy to use open source fast database for search | Good alternative to Elasticsearch now | Drop-in replacement for E in the ELK soon
dozzle - Realtime log viewer for docker containers.
ui - https://db-benchmarks.com website
sonic - 🦔 Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.
quickwit - Cloud-native search engine for observability. An open-source alternative to Datadog, Elasticsearch, Loki, and Tempo.
tape - Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology.
quickwit - Quickwit is a fast and cost-efficient distributed search engine for large-scale, immutable data. [Moved to: https://github.com/quickwit-oss/quickwit]