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### Question Validation
- [X] I have searched both the documentation and discord for an answer.
### Question
For a production ready RAG application, would there be a noticeable difference in perfor…
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Current Memory store options are:
- volatile
- qdrant
- azure cognitive search
- chroma
While deploying to Azure, the only PaaS available directly on Azure is Azure Cognitive Search.…
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### Initial Checks
- [X] I have read and followed [the docs](https://docs.docarray.org/) and still think this is a bug
### Description
I have a document structure as per the docs given below.…
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I'm using batch upserts during initialization to ensure that qdrant has all relevant embeddings stored. In my testing I am surprised the upsert is not faster, but maybe this is just expected performan…
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I noticed that the sqlite file in local mode doesn't shrink after deleting points from qdrant local setup (Isn't it supposed to?)
In python:
1) Setting up client
```
collection_name='test_collec…
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version 0.6.16post1
Is possible to remove index in the constructor for query when using vector database like qdrant.
When there is node info and extra info in vector database, there seem not nee…
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Hi，我想知道修改哪里可以用本地llm模型对接上dify，我使用如下修改：
```
os.environ["OPENAI_API_BASE"] = "http://xxx"
os.environ["OPENAI_API_KEY"] = "xxx"
```
但是进入dify后会要求验证我的Open AI APIkey
![image](https://github.com/xusenli…
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## Current Behavior
Calls to, scroll, insert points, create collections and delete collections start to timeout. After a little bit all calls start 500ing with ` too many replicas returned an error` …
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### Open Source Project name
Qdrant
### What is your project?
Qdrant is an open-source Vector Search Database written in Rust 🦀. It deploys as an API service providing a search for the nearest high…
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```
- [x] bug report -> please search issues before submitting
- [ ] feature request
- [x] documentation issue or request
- [ ] regression (a behavior that used to work and stopped in a new rele…