Welcome to AIBrix

Welcome to AIBrix#

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.

  • Benchmark Tool (TBD): A tool for measuring inference performance and resource efficiency.

Documentation#

Development