Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
Fine-Tuning Wav2Vec2 on a Dedicated GPU
For domain-specific speech recognition (medical, legal, accents), fine-tuning Wav2Vec2 outperforms a generic Whisper in the narrow task.
BGE-M3 Self-Hosted on a Dedicated GPU
BGE-M3 is a multilingual, multi-function embedding model with native dense, sparse, and ColBERT-style outputs - the most capable single embedder…
BGE Reranker v2 M3 Deployment
A reranker after a vector search step lifts retrieval accuracy substantially. BGE reranker v2-m3 is the practical self-hosted choice.
GPU Power Management on a Dedicated Server
Power limits, clock speeds, and persistence mode - the nvidia-smi settings that affect both cost and performance on a dedicated…
Whisper + Pyannote Diarization on a GPU
Transcription tells you what was said. Diarization tells you who said it. Combined pipeline on a dedicated GPU for full…
WireGuard VPN for a GPU Server
Self-hosted WireGuard gives you Tailscale-like private access without any SaaS dependency. The setup for those who want full control.
Blue-Green Deployment for an LLM API
Two parallel environments, one live, one staging. Promoting from green to blue gives instant rollback and a full test window…
Graceful Shutdown of vLLM in Production
Killing a vLLM process drops in-flight requests. Handling SIGTERM properly lets requests finish before the process exits.
Gradient Checkpointing VRAM Savings
Gradient checkpointing trades ~25% training speed for ~60% VRAM savings. Often the single setting that decides whether your fine-tune runs.
Graph RAG Self-Hosted Deployment
Graph RAG builds an entity-relationship graph from your corpus and queries it with an LLM. Heavy indexing cost, strong results…
Explore GPU Hosting Solutions
From the blog to your next deployment — pick the right platform for your workload.
Dedicated GPU Hosting
Bare-metal servers with a dedicated GPU, NVMe, full root access, and 1Gbps networking from our UK datacenter.
Browse GPU ServersPyTorch Hosting
GPU-accelerated PyTorch on dedicated servers — CUDA, cuDNN, and NVMe pre-configured.
Deploy PyTorchvLLM Hosting
High-throughput LLM serving with vLLM — deploy on dedicated GPU hardware.
Deploy vLLMOllama Hosting
Run open source LLMs with Ollama — the simplest path to self-hosted AI.
Deploy OllamaOpen Source LLM Hosting
Deploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
View BenchmarksReady to deploy your AI workload?
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