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VectorDB

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Tencent Cloud Developer
Tencent Cloud Developer
Mar 11, 2025 · Artificial Intelligence

Fine‑Tuning Local LLaMA‑Factory Models and Building Networked AI Applications

The article walks through preparing a GPU‑enabled environment, downloading and LoRA‑fine‑tuning a DeepSeek model with LLaMA‑Factory, merging the adapter, then wrapping the model in a web UI that queries a ChromaDB vector store via crawled web data, illustrating security‑focused use cases and forecasting domain‑specific LLM adoption.

AIFine-tuningLLM
0 likes · 17 min read
Fine‑Tuning Local LLaMA‑Factory Models and Building Networked AI Applications
System Architect Go
System Architect Go
Nov 19, 2024 · Artificial Intelligence

Retrieval Augmented Generation (RAG) System Overview and Implementation with LangChain, Redis, and llama.cpp

This article explains the concept, architecture, and step‑by‑step implementation of Retrieval Augmented Generation (RAG), covering indexing, retrieval & generation processes, a practical LangChain‑Redis‑llama.cpp example on Kubernetes, code snippets, test results, challenges, and references.

AILLMLangChain
0 likes · 6 min read
Retrieval Augmented Generation (RAG) System Overview and Implementation with LangChain, Redis, and llama.cpp
Aikesheng Open Source Community
Aikesheng Open Source Community
Jun 3, 2023 · Databases

Weekly Tech Share Digest – MySQL, Database, and Vector DB Highlights

This weekly digest curates top industry technical articles, featuring MySQL XA transaction crash safety, SQL optimization case study, MySQL 9.0 new features, database sharding origins, vector database workings, and a Chinese graph database product guide, offering readers concise insights into current database developments.

DatabaseMySQLOpenSource
0 likes · 4 min read
Weekly Tech Share Digest – MySQL, Database, and Vector DB Highlights