https://github.com/adityapathak-cubastion/milvus-querying
This project uses Python, Hugging Face (sentence-transformers), Milvus + Docker (container running Vector DB) to create a vector database, populate it with details of many people (names, ages, salaries, addresses and their introductions) and enable searching and querying on the database contents using Cosine-Similarity distances on IVF Flat index.
https://github.com/adityapathak-cubastion/milvus-querying
all-minilm-l6-v2 cosine-similarity docker-compose hugging-face ivfflat milvus pymilvus python sentence-transformers similarity-search vector-database
Last synced: 2 months ago
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This project uses Python, Hugging Face (sentence-transformers), Milvus + Docker (container running Vector DB) to create a vector database, populate it with details of many people (names, ages, salaries, addresses and their introductions) and enable searching and querying on the database contents using Cosine-Similarity distances on IVF Flat index.
- Host: GitHub
- URL: https://github.com/adityapathak-cubastion/milvus-querying
- Owner: adityapathak-cubastion
- Created: 2025-01-22T04:13:07.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2025-01-22T05:40:59.000Z (9 months ago)
- Last Synced: 2025-01-29T18:16:02.119Z (8 months ago)
- Topics: all-minilm-l6-v2, cosine-similarity, docker-compose, hugging-face, ivfflat, milvus, pymilvus, python, sentence-transformers, similarity-search, vector-database
- Language: Python
- Homepage:
- Size: 171 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Milvus-Querying
In this project, a vector database is created and populated with details (names, ages, salaries, addresses and introductions) of many people (50 examples present in the code). Searching and querying on the database contents is also functional.
## Technologies Used
- Developed using VS Code, database running via Docker container
- Python and it's libraries - pymilvus and sentence-transformers## Methodology
## Acknowledgements
Thanks to Akshay sir, Abhishek sir, Roshan sir and Himanshu sir for the constant guidance and support.
Thanks to Cubastion Consulting Pvt. Ltd. for a productive and supportive environment that fosters learning.
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