motorhead
VectorDBBench
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| motorhead | VectorDBBench | |
|---|---|---|
| 10 | 15 | |
| 822 | 396 | |
| 2.6% | 14.1% | |
| 8.0 | 8.6 | |
| 9 days ago | 6 days ago | |
| Rust | 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.
motorhead
- Motorhead is a memory and information retrieval server for LLMs
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Comparison of Vector Databases
Metal [1] is another one on my radar. Their API looks super simple.
Disclosures: None
[1] https://getmetal.io
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Any Alternatives to Langchain?
Any alternatives? I found this Rust based project that might be interesting: https://github.com/getmetal/motorhead
- RasaGPT: First headless LLM chatbot built on top of Rasa, Langchain and FastAPI
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Langchain question and answer without openai
you could run motorhead on docker https://github.com/getmetal/motorhead
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How to use Enum with Vec to parse the mixed data vector from RedisSearch
The code is found using GitHub search FT.SEARCH inside https://github.com/getmetal/motorhead/blob/main/src/models.rs and adapted.
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Memory in production
All the examples that Langchain gives are for persisting memory locally which won't work in a serverless (statelesss) environment, and the one solution documented for stateless applications, getmetal/motorhead, is a containerized, Rust-based service we would have to run ourselves.
- Show HN: Motörhead, LLM Memory Server Built in Rust
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OpenAI Embeddings API alternative?
I've only just signed up and haven't had a chance to build anything with it yet, but this might be something to consider https://getmetal.io/
- Motörhead – memory and information retrieval server for LLMs
VectorDBBench
- GPU index supports in Vector Database benchmark latest version
- Benchmarking Tool for Vector DBs
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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
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Vector Dataset benchmark with 1536/768 dim data
"
the link is: https://github.com/zilliztech/VectorDBBench/issues/200#issue...
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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
- Vector Database Performance Benchmarking
What are some alternatives?
lmql - A language for constraint-guided and efficient LLM programming.
jsoncrack.com - ✨ Innovative and open-source visualization application that transforms various data formats, such as JSON, YAML, XML, CSV and more, into interactive graphs.
NeMo-Guardrails - NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
FinGPT - FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
RasaGPT - 💬 RasaGPT is the first headless LLM chatbot platform built on top of Rasa and Langchain. Built w/ Rasa, FastAPI, Langchain, LlamaIndex, SQLModel, pgvector, ngrok, telegram
chroma - the AI-native open-source embedding database
kor - LLM(😽)
vectara-answer - LLM-powered Conversational AI experience using Vectara
Abstract Feature Branch - abstract_feature_branch is a Ruby gem that provides a variation on the Branch by Abstraction Pattern by Paul Hammant and the Feature Toggles Pattern by Martin Fowler (aka Feature Flags) to enable Continuous Integration and Trunk-Based Development.
ann-benchmarks - Benchmarks of approximate nearest neighbor libraries in Python
rasa-haystack
gpt-engineer - Specify what you want it to build, the AI asks for clarification, and then builds it.