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.
Structured Logging for LLM Inference
Text logs are hard to search. Structured JSON logs let you aggregate, alert, and debug efficiently on a dedicated GPU serving production traffic.
nginx Config for Self-Hosted OpenAI-Compatible API
The full nginx configuration for a production self-hosted OpenAI-compatible API - TLS, auth, streaming, timeouts, rate limits.
Synthetic Training Data Generation – Self-Hosted Pipeline
Generating high-quality synthetic training data on your own GPU avoids API costs and keeps sensitive source material private.
systemctl User Services for AI Inference
Running AI inference services under a user's systemd instance instead of root's system-wide units - cleaner isolation, no sudo required.
Tailscale for a Private AI Network
Tailscale creates a zero-config mesh VPN. Put your dedicated GPU server and all your laptops on one private network without…
Temperature Monitoring on a UK GPU Server
UK datacenters run cool, but GPU thermals still deserve per-server monitoring. Alert thresholds, throttling signals, and what to do when…
Tool Use with Qwen Coder Self-Hosted
Qwen Coder handles tool use reliably and benefits from a larger tool vocabulary than Llama. Here is how to configure…
DCGM Exporter for GPU Metrics on a Dedicated Server
Nvidia DCGM Exporter emits Prometheus-format GPU metrics. Running it on a dedicated server is the right way to observe GPU…
DeepSpeed ZeRO on Dual GPU Servers
ZeRO-2 and ZeRO-3 let you train models that would not fit on a single GPU by sharding optimiser state and…
E5-Mistral-7B Embedding Model Self-Hosted
When embedding quality matters more than cost, a 7B LLM-based embedder delivers substantially better retrieval than smaller dedicated embedders.
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.
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