GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Yi 34B on RTX 6000 Pro
01.ai's Yi 34B delivers strong bilingual performance and long context. On a 96GB card it runs at FP16 with serious concurrency headroom.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
vLLM Structured Output and Guided Decoding
Force the model to emit valid JSON, a regex, or a choice from a set. vLLM supports three backends with…
vLLM max-model-len and GPU Memory Utilisation Tradeoff
Two vLLM parameters jointly decide how much concurrency your dedicated GPU can sustain. Get them wrong and you leave half…
vLLM Engine Args Reference – What Each Flag Actually Does
A compressed reference to the vLLM engine flags that matter in production, grouped by what they actually affect.
Unsloth Fine-Tuning on RTX 4060 Ti 16GB
Unsloth's optimised kernels let you fine-tune 8B-class models on a single 16GB card with surprising throughput. Here is the setup.
TRL SFTTrainer on a Dedicated GPU
Hugging Face TRL's SFTTrainer is the vanilla fine-tuning API that every framework wraps. Using it directly gives you full control.
TGI Quantization Flags Deep Dive
TGI supports half a dozen quantization formats with different flags, precision, and supported architectures - a cheat sheet for each…
Text Generation WebUI as a Production API
oobabooga's text-generation-webui is often dismissed as a toy. Configured properly it is a legitimate production API on a dedicated GPU.
StarCoder 2 15B on a Dedicated GPU
BigCode's StarCoder 2 15B is a permissively-licensed coding model that fits a 16GB card and handles 600+ languages.
Solar 10.7B on a Dedicated GPU
Upstage's Solar 10.7B uses depth up-scaling to get 13B-class performance in a smaller footprint - fits a 16GB card at…
Browse by Category
Find exactly what you need — from GPU benchmarks to deployment tutorials.
AI Hosting & Infrastructure
AI Hosting & Infrastructure
Browse ArticlesAlternatives
Browse articles in Alternatives
Browse ArticlesBenchmarks
Browse articles in Benchmarks
Browse ArticlesCost & Pricing
Browse articles in Cost & Pricing
Browse ArticlesGPU Comparisons
Browse articles in GPU Comparisons
Browse ArticlesLLM Hosting
Browse articles in LLM Hosting
Browse ArticlesModel Guides
Browse articles in Model Guides
Browse ArticlesNews & Trends
News & Trends
Browse ArticlesTutorials
Browse articles in Tutorials
Browse ArticlesUse Cases
Browse articles in Use Cases
Browse ArticlesReady to deploy your AI workload?
Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
65 Victory Avenue
PE7 1XU, England
GPUAIR © All Rights Reserved.