Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 17, 2025 · Cloud Native

How 3FS Powers High‑Performance KVCache for AI Inference: Architecture, Optimizations, and Cloud‑Native Deployment

This article details the design and engineering of the 3FS distributed file system as a scalable KVCache backend for large‑language‑model inference, covering its architecture, performance tuning, reliability fixes, integration with SGLang/vLLM, and cloud‑native Kubernetes operator deployment.

3FSAI inferenceKVCache
0 likes · 30 min read
How 3FS Powers High‑Performance KVCache for AI Inference: Architecture, Optimizations, and Cloud‑Native Deployment
Efficient Ops
Efficient Ops
Sep 9, 2025 · Fundamentals

Inside 3FS: How Distributed File Systems Hide Complexity and Scale

3FS is an open‑source distributed file system that abstracts multiple machines into a single namespace, offering massive scalability, fault tolerance, and high throughput through components like Meta, Mgmtd, Storage, and Client, and leveraging the CRAQ protocol for strong consistency and efficient reads and writes.

3FSCRAQdistributed file system
0 likes · 12 min read
Inside 3FS: How Distributed File Systems Hide Complexity and Scale