専用の NVIDIA GPU ハードウェアで TensorFlow ワークロードを加速し、モデルを訓練し、予測を提供し、完全な CUDA サポートで ML パイプラインを構築します。
$ pip install tensorflow[and-cuda] # NVIDIA Tesla P40 (24GB) で実行中 準備完了 _
TensorFlowは、MLモデルの構築と展開のためのGoogleのオープンソースのマシン学習フレームワークです。GPU VPSでは、リソースを共有することなく訓練と推論を加速する専用ハードウェアを得ることができます。
TensorFlow 操作のためのネイティブ CUDA サポート。CPU より 50 倍速い。
ＧＰＵバックエンドを用いた高レベルモデル構築のための完全なＫｅｒａｓ統合。
TensorBoardを使ってサーバ上で訓練をモニタリングします。
TensorFlow サービングを GPU 上で実装してモデルをプロダクションに展開する。
TensorFlow on a GPU VPS is a CUDA-accelerated deployment. TensorFlow 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 tensorflow[and-cuda]. Your TensorFlow 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 TensorFlow.
Yes. Full root SSH on every GPU VPS — install drivers, swap CUDA versions, customize the environment for TensorFlow 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 TensorFlow workload.
Yes — your TensorFlow 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 TensorFlow 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 TensorFlow install carries over.
Yes. Automated daily backups are an add-on; manual snapshots are free. Useful for long TensorFlow training runs where you want a checkpointable server state.
Yes — 30-day money-back guarantee on every plan including GPU. Try TensorFlow on a GPU VPS risk-free.