TensorFlow ڪم جي بار کي مخصوص NVIDIA GPU هارڊويئر سان تيز ڪريو. ماڊل کي تربيت ڏيو، اڳڪٿيون سرانجام ڏيو، ۽ مڪمل CUDA مدد سان ML پائپ لائنز ٺاهيو.
$ pip install tensorflow[and-cuda] # NVIDIA Tesla P40 (24GB) تي ھلندڙ تيار آھي. _
TensorFlow گوگل جو مفت-سورس مشين سکڻ وارو فريم ورڪ آهي ML ماڊلز جي تعمير ۽ تعمير لاءِ. GPU VPS سان، توهان کي خاص هارڊويئر حاصل ٿئي ٿو تربيت ۽ نتيجي جي رفتار کي وسيلا ورهائڻ کانسواءِ.
TensorFlow آپريشنن لاءِ اصلي CUDA مدد. CPU کان 50x تيز.
GPU بيڪنڊ سان اعليٰ سطحي ماڊل ٺاهڻ لاءِ مڪمل Keras گڏجاڻي.
پنھنجي سرور تي TensorBoard سان تربيت ڏسو.
GPU تي TensorFlow سروس سان ماڊل کي پيداوار ۾ استعمال ڪريو.
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.
منٽن ۾ هڪ مخصوص NVIDIA GPU سروس کي استعمال ڪريو. ڪوبه رڪنيت نه، ڪوبه وڪرو فون نه.