[Documentation]: Qdrant Vector Store - Metadata Filter Cosmetic Error

[pavanjava]

Documentation Issue Description

Multiple places in the Qdrant Vector Store - Metadata Filter page, documentation quotes Pinecone but the page is refering to Qdrant. please find the attached image for reference.

I have a fix ready for this, how can I contribute back ?

Documentation Link

https://docs.llamaindex.ai/en/stable/examples/vector_stores/Qdrant_metadata_filter/

[dosubot[bot]]

To contribute back to the documentation and fix the issue where multiple places incorrectly refer to Pinecone instead of Qdrant on the "Qdrant Vector Store - Metadata Filter" page, you can follow these steps:

1. Fork the Repository: Go to the LlamaIndex GitHub repository and fork it to your own GitHub account.

2. Clone the Repository: Clone your forked repository to your local machine.

   git clone https://github.com/<your-username>/llama_index.git
   cd llama_index

3. Create a New Branch: Create a new branch for your changes.

   git checkout -b fix-qdrant-documentation

4. Edit the Documentation: Open the file docs/docs/examples/vector_stores/Qdrant_metadata_filter.ipynb and replace all incorrect references to Pinecone with Qdrant.

   For example, change:

   Build a Pinecone Index and connect to it

   to:

   Build a Qdrant Index and connect to it

   And change:

   Build the PineconeVectorStore and VectorStoreIndex

   to:

   Build the QdrantVectorStore and VectorStoreIndex

   Also, change:

   Use keyword arguments specific to pinecone

   to:

   Use keyword arguments specific to Qdrant

5. Commit Your Changes: Commit your changes with a descriptive message.

   git add docs/docs/examples/vector_stores/Qdrant_metadata_filter.ipynb
   git commit -m "Fix incorrect references to Pinecone in Qdrant documentation"

6. Push Your Changes: Push your changes to your forked repository.

   git push origin fix-qdrant-documentation

7. Create a Pull Request: Go to the original LlamaIndex repository and create a pull request from your forked repository. Provide a clear description of the changes you made and why they are necessary.

By following these steps, you can contribute back to the documentation and correct the references from Pinecone to Qdrant ^[1].

To continue talking to Dosu, mention @dosu.

[schiaro98]

Opened pull request to correct this https://github.com/run-llama/llama_index/pull/14446