qdrant
content-chatbot
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qdrant | content-chatbot | |
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140 | 5 | |
17,943 | 509 | |
8.2% | - | |
9.9 | 6.9 | |
about 11 hours ago | 3 months ago | |
Rust | Python | |
Apache License 2.0 | - |
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.
qdrant
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Boost Your Code's Efficiency: Introducing Semantic Cache with Qdrant
I took Qdrant for this project. The reason was that Qdrant stands for high-performance vector search, the best choice against use cases like finding similar function calls based on semantic similarity. Qdrant is not only powerful but also scalable to support a variety of advanced search features that are greatly useful to nuanced caching mechanisms like ours.
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Ask HN: Has Anyone Trained a personal LLM using their personal notes?
I'm currently looking to implement locally, using QDrant [1] for instance.
I'm just playing around, but it makes sense to have a runnable example for our users at work too :) [2].
[1]. https://qdrant.tech/
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Show HN: A fast HNSW implementation in Rust
Also compare with qdrant's Rust implementation; they tout their performance. https://github.com/qdrant/qdrant/tree/master/lib/segment/src...
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pgvecto.rs alternatives - qdrant and Weaviate
3 projects | 13 Mar 2024
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Open-source Rust-based RAG
There are much better known examples, such as https://qdrant.tech/ and https://github.com/lancedb/lancedb
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Qdrant 1.8.0 - Major Performance Enhancements
For more information, see our release notes. Qdrant is an open source project. We welcome your contributions; raise issues, or contribute via pull requests!
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Perform Image-Driven Reverse Image Search on E-Commerce Sites with ImageBind and Qdrant
Initialize the Qdrant Client with in-memory storage. The collection name will be “imagebind_data” and we will be using cosine distance.
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7 Vector Databases Every Developer Should Know!
Qdrant is an open-source vector search engine optimized for performance and flexibility. It supports both exact and approximate nearest neighbor search, providing a balance between accuracy and speed for various AI and ML applications.
- Ask HN: Who is hiring? (February 2024)
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Step-by-Step Guide to Building LLM Applications with Ruby (Using Langchain and Qdrant)
Qdrant serves as a vector database, optimized for handling high-dimensional data typically found in AI and ML applications. It's designed for efficient storage and retrieval of vectors, making it an ideal solution for managing the data produced and consumed by AI models like Mistral 7B. In our setup, Qdrant handles the storage of vectors generated by the language model, facilitating quick and accurate retrievals.
content-chatbot
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Show HN: Document Q&A with GPT: web, .pdf, .docx, etc.
I built this repo to do this for your own website content, that should get you a good starting point:
https://github.com/mpaepper/content-chatbot
- Your website's content -> Q&A bot / chatbot
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Repo to create embeddings of your website's content for a Q&A bot / chatbot
Thanks for sharing the code. What happen when the existing content get updated and new contents created, would it need to create embeddings for all contents again? The current approach is not good as create embeddings cost money? Please see https://github.com/mpaepper/content-chatbot/blob/main/create.... Would it be possible progressively update the vector store?
Please advise. Thank you.
What are some alternatives?
Milvus - A cloud-native vector database, storage for next generation AI applications
faiss - A library for efficient similarity search and clustering of dense vectors.
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.
simple-llm-finetuner - Simple UI for LLM Model Finetuning
paper-qa - LLM Chain for answering questions from documents with citations
pgvector - Open-source vector similarity search for Postgres
slothbot - SlothBot | A generally useful analytical Discord bot that does support and writes SQL.
Elasticsearch - Free and Open, Distributed, RESTful Search Engine
towhee - Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
vespa - AI + Data, online. https://vespa.ai
hnswlib - Header-only C++/python library for fast approximate nearest neighbors