基于 BGE (BAAI General Embedding) 模型构建的高性能文本向量化服务,使用 FastAPI 提供 RESTful 接口,支持 ONNX模型的转换和推理加速。
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Updated
Dec 27, 2025 - Python
基于 BGE (BAAI General Embedding) 模型构建的高性能文本向量化服务,使用 FastAPI 提供 RESTful 接口,支持 ONNX模型的转换和推理加速。
An enterprise-grade, full-stack AI travel planner which provides data-driven itineraries for Lucknow, India and showcases production-ready architecture, combining a FastAPI backend with a Streamlit frontend. It leverages an advanced agentic RAG system, context-aware responses by integrating a local knowledge base with live, external APIs.
PerfectPick is an AI-powered smartphone recommendation system built with Flask and Postgres for session management, AstraDB for vector storage, and hybrid retrieval using BM25 and BGE embeddings. Deployed on GCP with Docker and Kubernetes, integrated with Prometheus and Grafana for scalable, production-grade performance and MLOps observability.
High-precision Content Retrieval Engine with automated model comparison and evaluation. Implements semantic boundary-aware chunking and RRF-based hybrid search for optimized document retrieval.
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