GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
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.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
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…
Request Timeout Tuning on an Inference Server
Four timeout layers sit between your client and the GPU. Getting any one wrong causes mysterious cancellations. Here is the…
Qwen VL 2 on a Dedicated GPU
Qwen VL 2 comes in 2B, 7B, and 72B variants - from tiny edge models to heavy VLMs. Here is…
Qwen Coder 32B on a Dedicated GPU
Qwen Coder 32B is the strongest open-weights coding model in 2026. Here is how to host it on a dedicated…
Qwen 2.5 14B on RTX 5080 – Full Setup
Qwen 2.5 14B is the sweet spot for a 16GB Blackwell card - strong reasoning, fits at INT8, and hits…
QLoRA Fine-Tuning Llama 3.3 70B on RTX 5090
QLoRA lets you fine-tune a 70B model on a single 32GB GPU. Here is the actual configuration and what to…
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