memary
VectorDBBench
| memary | VectorDBBench | |
|---|---|---|
| 2 | 16 | |
| 1,105 | 430 | |
| - | 7.9% | |
| 9.5 | 8.3 | |
| 6 days ago | 9 days ago | |
| Jupyter Notebook | Python | |
| MIT License | 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.
memary
VectorDBBench
- FLaNK-AIM Weekly 06 May 2024
- GPU index supports in Vector Database benchmark latest version
- Benchmarking Tool for Vector DBs
-
Vespa.ai is spinning out of Yahoo as a separate company
We conducted benchmark tests on Elastic's queries per second (QPS) performance using datasets of 500,000 and 1 million vectors. Result was Zilliz is 13x and 22x faster, per number of vectors respectively. https://zilliz.com/blog/elasticsearch-cloud-vs-zilliz
Feel free to explore our open-source benchmarking tool, which allows you to examine our methodology and even compare it with your vector database. https://github.com/zilliztech/VectorDBBench
- Vector Database benchmark with 1536/768 dim data
-
Vector Dataset benchmark with 1536/768 dim data
"
the link is: https://github.com/zilliztech/VectorDBBench/issues/200#issue...
-
Comparison of Vector Databases
Interesting graphic, bland and unvoiced conclusion
You're also missing a lot of details. For example, Milvus and Zilliz are actually a little different, check this out for more details: https://github.com/zilliztech/VectorDBBench (of course run it on your own stuff, don't blindly trust companies just because their product is open source)
Also if you want to throw some more comparisons in their checkout elastic search
- VectorDB benchmark for both cloud and open source
- Cloud Vector Database Benchmark Result
- FLaNK Stack Weekly for 20 June 2023
What are some alternatives?
jsoncrack.com - ✨ Innovative and open-source visualization application that transforms various data formats, such as JSON, YAML, XML, CSV and more, into interactive graphs.
FinGPT - FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
chroma - the AI-native open-source embedding database
ann-benchmarks - Benchmarks of approximate nearest neighbor libraries in Python
motorhead - 🧠Motorhead is a memory and information retrieval server for LLMs.
vectara-answer - LLM-powered Conversational AI experience using Vectara
efficient-kan - An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).
gpt-engineer - Specify what you want it to build, the AI asks for clarification, and then builds it.
lucene-grep - Grep-like utility based on Lucene Monitor compiled with GraalVM native-image
kaytu - Kaytu's AI platform boosts cloud efficiency by analyzing historical usage and delivering intelligent recommendations—such as optimizing instance sizes—that maintain reliability. Pay for what you need, without compromising your apps.
coral - Coral is a translation, analysis, and query rewrite engine for SQL and other relational languages.