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## Describe the bug
I seem to have issues running KT with a local instance of qdrant running on docker using the standard ports.
## To Reproduce
I have used the following two variants for the…
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### 🐛 Describe the bug
```python
import os
from openai import OpenAI
from mem0 import Memory
from extract_info import extract_structured_info
from extract_info import read_file
from extract_inf…
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- [ ] [Vector Database Benchmarks - Qdrant](https://qdrant.tech/benchmarks/)
# Vector Database Benchmarks - Qdrant
**DESCRIPTION:**
Benchmarking Vector Databases
At Qdrant, performance is the top…
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We've noted a possible regression with qdrant 1.11.4 that some of the vectors might just be gone even though insertion requests never had any errors. What we see is that some vectors are just cannot b…
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Hi !
The Qdrant integration works well with the content, vector, and payload.
However, it would be great to be able to add our own payload in JSON. This would allow querying the database on more c…
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### Question Validation
- [X] I have searched both the documentation and discord for an answer.
### Question
I'm using qdrant to save VectorStoreIndex and also SummaryIndex (is it ok?). The code i…
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### Problem
[Qdrant](https://qdrant.tech/) is a vector search engine/database that is becoming popular for search and recommendations use cases. Qdrant provides docker images but there isn't currentl…
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### Issue with current documentation:
Like embedchain reuse a vector database
[reuse embeddding](https://docs.embedchain.ai/components/data-sources/data-type-handling)
My code:
```
config = {…
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Would it make sense to generate embeddings and store them in vector database like qdrant ?
Motivation: I don't have to write adapters for trying out all the different vector db / search experimen…