transformers VS faiss

Compare transformers vs faiss and see what are their differences.

faiss

A library for efficient similarity search and clustering of dense vectors. (by facebookresearch)
Our great sponsors
  • WorkOS - The modern identity platform for B2B SaaS
  • InfluxDB - Power Real-Time Data Analytics at Scale
  • SaaSHub - Software Alternatives and Reviews
transformers faiss
171 69
122,577 27,545
2.7% 3.7%
10.0 9.4
7 days ago 6 days ago
Python C++
Apache License 2.0 MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

transformers

Posts with mentions or reviews of transformers. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-11.

faiss

Posts with mentions or reviews of faiss. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-11-25.

What are some alternatives?

When comparing transformers and faiss you can also consider the following projects:

annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

Milvus - A cloud-native vector database, storage for next generation AI applications

hnswlib - Header-only C++/python library for fast approximate nearest neighbors

fairseq - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

pgvector - Open-source vector similarity search for Postgres

Weaviate - Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

sentence-transformers - Multilingual Sentence & Image Embeddings with BERT

qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

hdbscan - A high performance implementation of HDBSCAN clustering.

llama - Inference code for Llama models

transformer-pytorch - Transformer: PyTorch Implementation of "Attention Is All You Need"

text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.