# Vector-Database with Qdrant Library and Embedding with Sentence Tansformers

Simulating a Vector Database on CoNaLa dataset.

## Dataset
- ***CoNaLa:*** The Code/Natural Language Challenge dataset to retrieve program snippets relevant to user queries. 

## Frameworks
- ***Vector Database:*** in-memory vector database using Qdrant library. 
- ***Embeddings:*** Sentence Transformer (all-MiniLM-L6-v2).

## Files

- ***prepare_data.ipynb:*** Notebook to view the data and perfrom simple Analysis of the Dataset.
- ***embeddings.ipynb:*** Contain the full code to create embedding using sentence-transformers, vector-database using qdrant and then retrieval based on cosine similarity.
  
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