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.
Canary Rollout of a New Model Version
Route 5% of traffic to a new model, watch the metrics, scale up if healthy. Canary rollouts catch regressions before they hit every user.
InstantID Pipeline on a GPU Server
InstantID preserves facial identity across generated images from a single reference photo. Self-hosted with SDXL it becomes a reliable portrait…
IP-Adapter Production Setup
IP-Adapter conditions diffusion generation on reference images rather than text. Essential for style transfer and product placement pipelines.
Self-Host JupyterHub on a Dedicated GPU
JupyterHub gives every team member their own Jupyter notebook on a shared GPU server. The right setup for data science…
Jina Embeddings v3 on a Dedicated GPU
Jina v3 supports 100+ languages and task-specific LoRA adapters that tune the embedder to retrieval, classification, or clustering at inference…
Silero VAD Production Deployment
Voice activity detection separates speech from silence before transcription. Silero VAD is tiny, fast, and essential for streaming audio pipelines.
smolagents Self-Hosted
Hugging Face's smolagents is a minimalist agent framework - code-first, under 1000 lines total. Ideal for lightweight self-hosted agents.
ColBERT v2 on a GPU Server – Late Interaction Retrieval
ColBERT stores a vector per token rather than per document - late-interaction scoring that beats single-vector embeddings on many tasks.
Contextual Retrieval Pipeline on a Dedicated GPU
Prepend each chunk with an LLM-generated context summary at index time. Recall improvements dwarf the index-time GPU cost.
LangGraph Production Deployment
LangGraph models agent workflows as state machines with explicit transitions. Production-grade on a self-hosted LLM takes a specific setup.
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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