pecos
pgANN
Our great sponsors
| pecos | pgANN | |
|---|---|---|
| 1 | 2 | |
| 490 | 289 | |
| 0.8% | 0.0% | |
| 6.8 | 0.0 | |
| 11 days ago | 3 months ago | |
| Python | Python | |
| 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.
pecos
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Multi label classification on sparse labels
Code: https://github.com/amzn/pecos
pgANN
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Pinecone raises $100M Series B
Why do you use pgvector instead of pgANN? My understanding is pgANN is built with FAISS. When I compared pgvector with FAISS, pgvector was 3-5x slower.
https://github.com/netrasys/pgANN
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Pgvector – vector similarity search for Postgres
Love it! Need better ANNs approaches in databases, using external servers such as Milvus, faiss is a pita
related: https://github.com/netrasys/pgANN
What are some alternatives?
Machine-Learning-Collection - A resource for learning about Machine learning & Deep Learning
ann-benchmarks - Benchmarks of approximate nearest neighbor libraries in Python
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
smlar - PostgreSQL extension for an effective similarity search || mirror of git://sigaev.ru/smlar.git || see https://www.pgcon.org/2012/schedule/track/Hacking/443.en.html
m2cgen - Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies
Milvus - A cloud-native vector database, storage for next generation AI applications
similarity - TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
faiss - A library for efficient similarity search and clustering of dense vectors.
DiskANN - Graph-structured Indices for Scalable, Fast, Fresh and Filtered Approximate Nearest Neighbor Search
citrus - (distributed) vector database
magnitude - A fast, efficient universal vector embedding utility package.
pinecone - Peer-to-peer overlay routing for the Matrix ecosystem