biren-brvllm

What problem does it solve?

This Skill enables efficient deployment and inference of large language models using the BIREN suinfer-llm engine, streamlining AI model serving workflows.

Core Features & Use Cases

• Model Deployment: Easily deploy models like Qwen and LLaMA on BIREN GPUs for online API services.
• Quantized Inference: Support INT8 and bf16 precision modes to reduce memory usage and improve inference speed.
• Use Case: A user wants to serve a 72-billion-parameter language model with low latency, utilizing multi-GPU distributed inference with distributed parallelism.

Quick Start

Set up the environment, prepare the model with optimized configurations, and launch the inference API server for real-time large model deployment.