Kacper Łukawski

Some people may prefer using conda to manage their dependencies. Quaterion should be available to be installed from one of the major channels, like conda-forge. See: https://levelup.gitconnected.com/publishing-your-python-package-on-conda-and-conda-forge-309a405740cf

Add Qdrant as another example of vector database

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I added Qdrant vector database to the notebook using the same approach as you did for Pinecone and Weaviate. Due to some rate limits and other issues, I could not...

Add Qdrant vector store and reader support

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Qdrant is a Rust-based vector database, which is currently not available in the GPT index. I can help implement it, so as a result, two new components will be available,...

Integrate Qdrant as another vector store

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As suggested in https://github.com/jerryjliu/gpt_index/issues/293 This PR provides Qdrant as another vector store and reader. It's still in progress.

Add Qdrant notebooks

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This PR adds two additional notebooks on how to use Qdrant as a vector database with OpenAI embeddings. The changes include the following: - "Getting started with Qdrant and OpenAI"...

List Qdrant among the other vector databases

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I added Qdrant as another example whenever any vector database is mentioned.

Hi, what is the license of that code? The LICENCE file is missing.

Reuse the existing collection if configured properly in Qdrant.from_texts

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This PR changes the behavior of `Qdrant.from_texts` so the collection is reused if not requested to recreate it. Previously, calling `Qdrant.from_texts` or `Qdrant.from_documents` resulted in removing the old data which...

Fix typo in "Qdrant"

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"Quadrants" isn't the correct name of the vector database.

Exponential backoff while uploading collection

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The `upload_collection` method allows setting the `max_retries` parameter, but in case of any issues, it just starts another attempt immediately. If a heavy process is running on the Qdrant server,...