GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
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 workloads.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
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,…
The API Cost Trap: Why AI Gets Expensive at Scale
Why per-token AI API pricing becomes unsustainable at scale — the mathematics of linear cost growth, hidden multipliers, and the…
LLM Time to First Token by GPU (Latency Benchmark)
Time to first token benchmarks across six GPUs for popular LLMs — p50, p90, and p99 latency at idle and…
llama.cpp on GPU Server: GGUF Performance Guide
Deploy llama.cpp on a dedicated GPU server for fast GGUF model inference. Covers GPU offloading, quantisation tiers, server mode configuration,…
LLaMA 3 8B GPTQ vs AWQ vs GGUF: Speed by GPU
Benchmark comparison of LLaMA 3 8B inference speed across GPTQ, AWQ, and GGUF quantisation formats on six GPUs, with VRAM…
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…
LLaMA 3 8B: 1 to 64 Concurrent Requests Throughput
LLaMA 3 8B throughput scaling from 1 to 64 concurrent requests across four GPUs — requests/sec, tokens/sec, and per-request latency…
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…
Legal AI: Self-Hosted Document Processing on GPU
Deploy self-hosted legal AI for contract analysis, document review, and case research on dedicated GPU servers. Covers model selection, OCR…
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