Milvus is an open source similarity search engine for massive-scale feature vectors. Built with heterogeneous computing architecture for the best cost efficiency. Searches over billion-scale vectors take only milliseconds with minimum computing resources. Milvus can be used in a wide variety of scenarios to boost AI development.
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Milvus is designed with heterogeneous computing architecture for the best performance and cost efficiency.
Milvus supports a variety of indexing types that employs quantization, tree-based, and graph indexing techniques.
Milvus automatically adapts search computation and index building processes based on your datasets and available resources.
Milvus supports online / offline expansion to scale both storage and computation resources with simple commands.
Milvus is integrated with Kubernetes framework so that all single point of failures could be avoided.
Milvus can be easily installed in a few steps and supports Prometheus-based GUI monitor. dashboards.
Milvus | FAISS | SPTAG | |
| CPU/GPU heterogeneous computing capability | |||
| Quantization index | |||
| Hash index | |||
| Graph index | |||
| High availability | |||
| Distributed architecture | |||
| Easy-to-use user interface | |||
| GUI monitoring dashboard | |||
| Simple deployment | |||
| Python/JAVA/C++ SDK | |||
| RESTful API | |||
| Enterprise user support |
Milvus | |
| CPU/GPU heterogeneous computing capability | |
|---|---|
| Quantization index | |
| Hash index | |
| Graph index | |
| High availability | |
| Distributed architecture | |
| Easy-to-use user interface | |
| GUI monitoring dashboard | |
| Simple deployment | |
| Python/JAVA/C++ SDK | |
| RESTful API | |
| Enterprise user support | |
FAISS | |
| CPU/GPU heterogeneous computing capability | |
|---|---|
| Quantization index | |
| Hash index | |
| Graph index | |
| High availability | |
| Distributed architecture | |
| Easy-to-use user interface | |
| GUI monitoring dashboard | |
| Simple deployment | |
| Python/JAVA/C++ SDK | |
| RESTful API | |
| Enterprise user support | |
SPTAG | |
| CPU/GPU heterogeneous computing capability | |
|---|---|
| Quantization index | |
| Hash index | |
| Graph index | |
| High availability | |
| Distributed architecture | |
| Easy-to-use user interface | |
| GUI monitoring dashboard | |
| Simple deployment | |
| Python/JAVA/C++ SDK | |
| RESTful API | |
| Enterprise user support | |
