NVIDIA GPU ہارڈ ویئر پر vLLM کا استعمال کرکے زیادہ سے زیادہ تخلیق کے ساتھ بڑے زبان ماڈلز کی خدمت کریں۔ باکس سے باہر OpenAI-مطابق API۔
$ pip install vllm && vllm serve meta-llama/Llama-3-8B-Instruct --host 0.0.0.0 # NVIDIA Tesla P40 (24GB) پر چل رہا ہے تیار. _
vLLM ایک اعلیٰ-تصریف LLM سرونگ انجن ہے جو موثر میمورے منیجمنٹ کے لئے PagedAttention کا استعمال کرتا ہے۔ GPU VPS پر vLLM چلنا آپ کو بہترین کارکردگی کے ساتھ ایک تیار LLM API دیتا ہے۔
اعلی تروسپٹ کے لیے موثر GPU میموری انتظام.
بہترین GPU استعمال کے ساتھ متعدد متوازی درخواستوں کو ہینڈل کریں.
اوپن اے آئی پی آئی انتہا پوائنٹس کے لئے ڈراپ-ان متبادل.
LLaMA، Mistral، Gemma، Qwen، اور 50+ ماڈل آرکیٹیکچرز.
vLLM on a GPU VPS is a CUDA-accelerated deployment. vLLM is primarily an LLM-inference / chat workload. You will want fast random-access reads from disk to memory and enough VRAM for the model plus context window.
Deploy a GPU VPS with the NVIDIA Tesla P40, SSH in, and run pip install vllm && vllm serve meta-llama/Llama-3-8B-Instruct --host 0.0.0.0. Your vLLM environment is ready in minutes with full GPU acceleration.
LLM inference VRAM scales with model parameters. A 7B model needs ~5-8 GB VRAM, 13B ~10-14 GB, 70B requires multi-GPU or quantization. Our 24 GB Tesla P40 comfortably runs 7B-13B models at full precision and 30B-class models with INT8 quantization.
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 vLLM.
Yes. Full root SSH on every GPU VPS — install drivers, swap CUDA versions, customize the environment for vLLM 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 vLLM workload.
Yes — your vLLM 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 vLLM 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 vLLM install carries over.
Yes. Automated daily backups are an add-on; manual snapshots are free. Useful for long vLLM training runs where you want a checkpointable server state.
Yes — 30-day money-back guarantee on every plan including GPU. Try vLLM on a GPU VPS risk-free.
منٹوں میں ایک وقف NVIDIA GPU سرور متعارف کرائیں. کوئی رزرویشن نہیں، کوئی بیلز کال نہیں.