Snowflake-Labs/cortex-search

Snowflake-Labs/cortex-search

Language: Jupyter Notebook

License: Apache-2.0

Stars: 19

Forks: 10

Open issues: 4

Created: 2024-03-07T22:21:44Z

Pushed: 2026-04-23T00:40:15Z

Default branch: main

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README:

Cortex Search

This repository contains example usage of Cortex Search, currently in Private Preview. The official preview documentation can be found here.

Examples

The examples directory showcases several Cortex Search usage patterns. Navigate to each of the following subdirectories for installation information and sample usage for the method of choice:

• [01_python_simple_usage](examples/01_python_simple_usage): Simple querying of a Cortex Search Service via the snowflake python package.
• [02_rest_api_simple_usage](examples/02_rest_api_simple_usage): Simple querying of a Cortex Search Service via the REST API
• [03_batch_querying_from_sql](examples/03_batch_querying_from_sql): Querying a Cortex Search Service in a "batch" fashion using SQL.
• [04_python_concurrent_queries](examples/04_python_concurrent_queries): Quering a Cortex Search Service with concurrency using the Python SDK.
• [05_streamlit_ai_search_app](examples/05_streamlit_ai_search_app): Sample Streamlit app using Cortex Search to power a search bar.
• [06_streamlit_chatbot_app](examples/06_streamlit_chatbot_app): Sample Streamlit app using Cortex Search and Cortex LLM Functions to power a document chatbot.
• [07_streamlit_search_evaluation_app](examples/07_streamlit_search_evaluation_app): Streamlit app guiding users through evaluation of the quality of a Cortex Search Service.
• [08_multimodal_rag](examples/08_multimodal_rag): Sample notebook and streamlit app using Cortex Search and Cortex LLM Functions for multimodal RAG on PDFs.
• [09_multihop_rag](examples/09_multihop_rag): Sample notebook and streamlit app combining Cortex Search for document retrieval with document graph traversal for multi-hop multimodal RAG on complex PDFs.
• [10_reranker_finetuning](examples/10_reranker_finetuning): Sample notebook demonstrating finetuning a reranker model on Snowflake SPCS Notebook and drastically improve search quality.

License

Apache Version 2.0