GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
6GB VRAM Models That Fit: What You Can and Cannot Run
A practical list of AI models that actually fit in 6 GB of VRAM, covering Phi-3 mini, Llama 3.2 1B/3B, Gemma 2 2B, TinyLlama and SD 1.5, plus what doesn't.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
8B LLM VRAM Requirements: Llama 3, Mistral 7B, Qwen 2.5 7B
Exact VRAM math for 8B-class LLMs at FP16, FP8 and AWQ INT4, including KV cache formulas and which GPUs fit…
UK Data Sovereignty for AI Workloads
Keeping inference on UK soil matters for some buyers and some regulations. What sovereignty actually means when hosting AI in…
UK AI Act Implications for Dedicated GPU Hosting 2026
What the UK's 2026 AI regulatory framework means for dedicated GPU hosting - transparency, risk classification, and compliance in practice.
Nomic Embed Text v1.5 Deployment
Nomic's embedding model is small, fast, and fully open - weights, data, and training code published. A practical choice when…
NHS Digital Standards for AI on a GPU Server
DCB0129, DTAC, and DSP Toolkit - the compliance stack for AI tools serving NHS. Dedicated UK hosting is often the…
FSDP on a Dedicated GPU Server
PyTorch's Fully Sharded Data Parallel is the native alternative to DeepSpeed ZeRO - often simpler to configure and increasingly the…
FLUX Schnell Throughput by GPU
Black Forest Labs' FLUX Schnell is the fastest high-quality diffusion model in 2026 - 4-step generation with SDXL-beating quality. Measured…
Annual TCO – Dedicated vs Cloud GPU
Hourly cloud GPU pricing looks reasonable. At 365x24 utilisation the total annual cost is eye-watering. Dedicated is almost always cheaper.
Amortising Dedicated GPU Cost Across Customers
A fixed monthly GPU bill turns into low per-customer infrastructure cost as you scale. Here is how to model the…
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