LLM Hosting
Deploy large language models on your own hardware. Our LLM hosting guides cover deployment with vLLM, Ollama, and other frameworks on dedicated GPU servers. Run open source LLMs like LLaMA, Mistral, and DeepSeek with full control and no per-token costs.
How Context Length Affects VRAM: A Visual Guide
A visual breakdown of how context length scales VRAM usage for popular LLMs, comparing KV cache growth across LLaMA 3, Mistral, DeepSeek, and Qwen models.
Continuous Batching: Maximise GPU Utilisation for LLMs
How continuous batching dramatically improves GPU utilisation for LLM inference, with before/after benchmarks, vLLM configuration, and practical tuning for production…
DeepSeek Context Length: VRAM at Different Sequence Lengths
VRAM requirements for DeepSeek V3 and R1 at different context lengths, covering the MoE architecture's unique KV cache behaviour and…
FlashAttention: How It Reduces VRAM Usage
How FlashAttention reduces VRAM consumption and speeds up LLM inference through IO-aware attention computation, with benchmarks and setup instructions for…
FP16 vs INT8 vs INT4: When to Use Each for LLM Inference
A practical guide to choosing between FP16, INT8, and INT4 precision for LLM inference, with speed, quality, and VRAM trade-offs…
GGUF vs GPTQ: Which Quantization for GPU Servers?
A head-to-head comparison of GGUF and GPTQ for dedicated GPU server deployments, covering speed, VRAM, quality, and ecosystem support for…
KV Cache Explained: Why It Eats Your VRAM
Understanding how the KV cache works in LLM inference, why it consumes so much VRAM, and practical techniques to manage…
LLaMA 3 70B Context Length: VRAM Impact by GPU
How much VRAM does LLaMA 3 70B need at different context lengths? Full breakdown from 4K to 128K tokens with…
LLaMA 3 8B Context Length: VRAM at 4K/8K/16K/32K Tokens
Detailed VRAM usage for LLaMA 3 8B at different context lengths from 4K to 128K tokens, covering KV cache scaling…
Mistral 7B Context Window: VRAM at 4K to 32K Tokens
VRAM requirements for Mistral 7B at different context window sizes from 4K to 32K tokens, with GPU recommendations and memory…
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 ServersOpen Source LLM Hosting
Deploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingvLLM Hosting
High-throughput LLM inference with vLLM on dedicated GPU servers — PagedAttention, continuous batching.
Deploy vLLMOllama Hosting
The easiest way to run open source LLMs — deploy Ollama on a dedicated GPU server in minutes.
Deploy OllamaCost per Million Tokens
Estimate your LLM inference costs across GPU tiers — interactive calculator with real pricing.
Calculate CostTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
View BenchmarksReady to deploy your AI workload?
Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
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