RunPod

以下为收录时的原文，语言与页面不同，未做翻译。

Runpod supplies on‑demand GPUs in 31 regions, offering single‑node pods, multi‑node clusters, and serverless workloads. It delivers low‑latency inference, efficient fine‑tuning, instant scaling, S3‑compatible storage, real‑time logs, and sub‑200 ms cold starts.

官网要点

• Fine-Tuning

官方常见问题

What GPU infrastructure does Runpod offer for AI workloads?

Runpod offers three primary infrastructure products: Serverless (autoscaling GPU endpoints that scale to zero when idle), Pods (GPU instances for persistent compute and development, available as Reserved (guaranteed) or Spot (interruptible, lower price)), and Clusters (multi-GPU distributed compute for training and large-batch inference). All run on the same GPU catalog, including H100 80GB HBM3

What is AI Infrastructure as a Service (IaaS), and how does it compare to building your own?

AI Infrastructure as a Service (IaaS) provides on-demand, cloud-based access to GPUs, networking, and storage, allowing you to rent infrastructure by the hour or second instead of purchasing and operating hardware. Building your own infrastructure offers full control and can reduce long-term costs at very high utilization, but requires significant upfront investment, procurement time, and operatio

What is AI agent infrastructure and how does Runpod support it?

AI agent infrastructure is the compute, storage, and networking foundation that AI agents use to execute tasks, call external tools, maintain memory, and scale. Runpod supports AI agents with Serverless endpoints for low-latency inference, persistent Pods for stateful agents that remain online, and network volumes for sharing memory and model weights across workers. The Runpod skills package also

What are the best AI infrastructure solutions for deploying models at scale?

For large-scale inference, Runpod Serverless provides autoscaling GPU endpoints with sub-200ms cold starts powered by FlashBoot and a built-in job queue across 31 global regions. For training and fine-tuning, Clusters support more than 200 simultaneous GPUs connected with InfiniBand. Organizations with compliance requirements can use Secure Cloud for network-isolated environments. Many teams combi

Is Runpod suitable for production AI infrastructure?

Yes. Runpod provides a 99.99% uptime SLA and hosts data across data center partners with certifications including SOC 2, ISO 27001, and HIPAA, depending on location. Secure Cloud offers network isolation for workloads with stricter compliance requirements, and enterprise customers can arrange dedicated capacity and customized agreements. Refer to the Runpod compliance documentation for the latest