云GPU指南

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Filter cloud GPU providers by platform features like spot instances, serverless GPU, Kubernetes, NVLink, and billing granularity.
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  • 可用 12 指南
  • 打开指南查看匹配的提供商
  • 使用提供商卡上的比较功能建立候选列表

提供API和CLI管理的云GPU服务商

An API or CLI interface allows you to programmatically provision, manage, and tear down GPU instances — essential for MLOps...

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支持 Docker 和自定义镜像的云 GPU 提供商

Docker support allows you to bring your own environment with pre-installed frameworks, CUDA versions, and dependencies, ensuring reproducibility between development...

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支持 Jupyter Notebook 的云 GPU 提供商

Jupyter Notebooks provide an interactive development environment that is widely used in data science and ML research. Having Jupyter pre-configured...

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支持 Kubernetes 的云 GPU 提供商

Kubernetes has become the standard for orchestrating ML training and inference workloads at scale. GPU-aware Kubernetes clusters enable automated scheduling,...

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支持多节点GPU集群的云GPU提供商

Training models that exceed the memory capacity of a single node requires multi-node GPU clusters with fast inter-node networking. Multi-node...

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具有 NVLink 或 InfiniBand 的云 GPU 提供商

High-bandwidth GPU interconnects like NVLink (up to 900 GB/s) and InfiniBand (up to 400 Gb/s) are essential for efficient multi-GPU...

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提供按秒计费的云GPU服务商

Per-second billing ensures you pay only for the exact compute time consumed, which is particularly valuable for short experiments, iterative...

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具有持久存储的云GPU提供商

Persistent storage ensures that your datasets, model checkpoints, and training outputs survive instance restarts and shutdowns. Without persistent storage, you...

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具备无服务器GPU推理的云GPU提供商

Serverless GPU eliminates idle costs by automatically scaling your inference endpoints to zero when not in use, and spinning up...

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提供抢占式/可中断实例的云GPU供应商

Spot or preemptible GPU instances offer 50-90% savings compared to on-demand pricing, in exchange for the possibility of interruption during...

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提供 SSH 访问的云 GPU 服务商

SSH access gives you full root-level control over your GPU instance, allowing you to install custom software, debug issues, manage...

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零出站费用的云GPU提供商

Egress fees — charges for transferring data out of the cloud — can add significant unexpected costs when exporting model...

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