Welcome to AIBrix#
AIBrix is an open-source initiative designed to provide essential building blocks to construct scalable GenAI inference infrastructure. AIBrix delivers a cloud-native solution optimized for deploying, managing, and scaling large language model (LLM) inference, tailored specifically to enterprise needs.
Key features:
LLM Gateway and Routing: Efficiently manage and direct traffic across multiple models and replicas.
High-Density LoRA Management: Streamlined support for lightweight, low-rank adaptations of models.
Distributed Inference: Scalable architecture to handle large workloads across multiple nodes.
LLM App-Tailored Autoscaler: Dynamically scale inference resources based on real-time demand.
Unified AI Runtime: A versatile sidecar enabling metric standardization, model downloading, and management.
Heterogeneous-GPU Inference: Cost-effective SLO-driven LLM inference using heterogeneous GPUs.
GPU Hardware Failure Detection: Proactive detection of GPU hardware issues.
KVCache Offloading and Cross-Engine KV Reuse: High-Performance KVCache offloading framework supporting both naive KV offloading and cross-engine KV reuse.
Benchmark Tool: A tool for measuring inference performance and resource efficiency.
Documentation#
Getting Started
Architecture
Gateway & Routing
Model Serving
Scaling & Performance
Batch & Testing
Development
Production Readiness
Community