与PyTorrch一起在专用的NVIDIA GPUs上培训和部署深层学习模式。
$ pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124 # 运行于 NVIDIA Tesla P40 (24GB) 准备就绪 。 _
PyTorrch是全世界研究人员和工程师使用的领先的深层学习框架。 GPU VPS给了你专用的NVIDIA硬件,用于更快地培训模型并进行规模推论。
预先配置的NVIDIA驾驶员和CUDA工具包,立即开始培训。
24GB VRAM用于培训大型模型和大型批量尺寸。
使用 GPU 支持的交互式开发运行 Jupyter 笔记本 。
缩放为多个 GPU 设置, 用于更快的大型数据集培训 。
PyTorch on a GPU VPS is a CUDA-accelerated deployment. PyTorch is a training / fine-tuning workload. Plan for long-running jobs — snapshot your VPS regularly, and consider an external cold-storage backup for trained weights.
Deploy a GPU VPS with the NVIDIA Tesla P40, SSH in, and run pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124. Your PyTorch environment is ready in minutes with full GPU acceleration.
Training VRAM is dominated by the optimizer state plus activations. Full fine-tuning of a 7B LLM needs ~24-48 GB; LoRA / QLoRA fits in 8-16 GB. Our Tesla P40 supports LoRA-class fine-tuning out of the box; full training of larger models requires multi-GPU.
GPU VPS plans are billed monthly with no lock-in contracts and can be cancelled anytime. Contact us for current GPU pricing tiers.
Yes — you have full root on the GPU VPS. Run whatever fits inside the 24 GB VRAM and the available RAM / storage budget alongside PyTorch.
Yes. Full root SSH on every GPU VPS — install drivers, swap CUDA versions, customize the environment for PyTorch however you need.
GPU VPSs ship with a recent CUDA runtime and the matching NVIDIA driver pre-installed. You can pin or upgrade CUDA versions as required by your PyTorch workload.
Yes — your PyTorch GPU VPS is a long-running persistent server, not an ephemeral instance. Models, configs, and data stay on the SSD between sessions.
Keep working data on the VPS SSD for fast access during PyTorch runs; back up finished artifacts (weights, generations, embeddings) off-server via snapshots or object storage for safety.
Yes — plan upgrades are instant from your control panel; the GPU itself can be swapped to a larger tier on request. Your PyTorch install carries over.
Yes. Automated daily backups are an add-on; manual snapshots are free. Useful for long PyTorch training runs where you want a checkpointable server state.
Yes — 30-day money-back guarantee on every plan including GPU. Try PyTorch on a GPU VPS risk-free.