Shypd.aiThe largest open index of AI toolsServerlessLLM is an AI Agents & Automation tool that enables fast, low-cost serving of multiple AI models on shared GPUs. It loads models 6-10x faster than traditional methods and supports unified inference with LoRA fine-tuning.
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ServerlessLLM is a system designed for efficient and cost-effective deployment of multiple AI models on shared GPU resources. It features ultra-fast checkpoint loading, achieving 6-10x faster model loading than SafeTensors by using a custom storage format and O_DIRECT I/O. The tool also offers GPU multiplexing, allowing multiple models to share GPUs with rapid switching and intelligent scheduling, and supports auto-scaling and live migration. Furthermore, ServerlessLLM integrates LLM serving with serverless LoRA fine-tuning, enabling on-demand deployment of fine-tuned adapters and efficient serving of base models with hundreds of LoRA adapters. It provides an OpenAI-compatible API and supports both NVIDIA and AMD GPUs, making it suitable for production environments.
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