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@ -154,7 +154,7 @@ The demo consists of the following components:
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- [React frontend](/frontend) - a web application that allows the user to search over Qdrant codebase
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- [FastAPI backend](/code_search/service.py) - a backend that communicates with Qdrant and exposes a REST API
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- [Qdrant](https://qdrant.tech/) - a vector search engine that stores the data and performs the search
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- Two neural encoders - one for the natural language and one for the code-specific queries
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- Two neural encoders - one trained on the natural language and one for the code-specific tasks
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There is also an additional indexing component that has to be run periodically to keep the index up to date. It is also
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part of the demo, but it is not directly exposed to the user. All the required scripts are documented below, and you can
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