diff --git a/README.md b/README.md index 0729640..dff1f4f 100644 --- a/README.md +++ b/README.md @@ -3,15 +3,14 @@ ## RedisXAnn - use rust impl redisxann modules -## Support ANN algorithm feature - -- HNSW - * [nmslib](https://github.com/nmslib) - [HNSW](https://github.com/nmslib/hnswlib). rust lib: [hnswlib-rs](https://github.com/jean-pierreBoth/hnswlib-rs) unsupport Dynamic update index; use [**hnswcore**](./rust/hnsw/hnswcore/) lib, index no save/load, so use redis save/load index/node, more usage_memory - * [Faiss](https://github.com/facebookresearch/faiss) HNSW with coarse quantization (eg: IndexHNSWFlat), more detail see [faiss wiki](https://github.com/facebookresearch/faiss/wiki). rust lib: [faiss-rs](https://github.com/Enet4/faiss-rs) - * [USearch](https://github.com/unum-cloud/usearch) HNSW (**KISS**); - note: - 1. if add node name, need save map (node_name<>node_id) kv, use rust hashmap, more memory; - 2. if just add node id, id from Biz~, KISS. node meta info and node vector store separately. +## Support ANN algorithm feature lib +* [nmslib](https://github.com/nmslib) - [HNSW](https://github.com/nmslib/hnswlib). rust lib: [hnswlib-rs](https://github.com/jean-pierreBoth/hnswlib-rs) unsupport Dynamic update index; use [**hnswcore**](./rust/hnsw/hnswcore/) lib, index no save/load, so use redis save/load index/node, more usage_memory +* [Faiss](https://github.com/facebookresearch/faiss) HNSW with coarse quantization (eg: IndexHNSWFlat), more detail see [faiss wiki](https://github.com/facebookresearch/faiss/wiki). rust lib: [faiss-rs](https://github.com/Enet4/faiss-rs) +* [USearch](https://github.com/unum-cloud/usearch) HNSW (**KISS**); + note: + 1. if add node name, need save map (node_name<>node_id) kv, use rust hashmap, more memory; + 2. if just add node id, id from Biz~, KISS. node meta info and node vector store separately. +* [rapids RAFT/cuvs](https://github.com/rapidsai/cuvs) VS on GPU, bind c/c++/rust ; ## CMD - create index: `usearch.index.create indexName [algo_param_key algo_param_value]` @@ -42,3 +41,4 @@ 6. https://github.com/weedge/doraemon-nb/blob/main/faiss_lsh.ipynb 7. https://weedge.github.io/post/oneday/similarity-search/1.knn-inverted-file-index/ 8. https://github.com/unum-cloud/usearch/blob/main/docs/benchmarks.md +9. https://rapids.ai/cuvs/