GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 4090 24GB First-Day Checklist: Verify, Secure, Deploy, Monitor
A pragmatic day-one checklist for new RTX 4090 24GB dedicated servers covering hardware verification, hardening, CUDA stack install, monitoring and a baseline benchmark.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 4090 24GB Fine-Tuning Throughput: LoRA, QLoRA, Unsloth
LoRA, QLoRA and Unsloth fine-tuning throughput on the RTX 4090 24GB across Llama 3 8B, Mistral 7B, Qwen 14B, Qwen…
Step-by-Step LoRA Fine-Tune of Llama 3 8B on RTX 4090 24GB
Production-grade end-to-end LoRA fine-tune of Llama 3.1 8B on a single RTX 4090 24GB with PEFT, TRL, FlashAttention 2, evaluation,…
Qwen 2.5 32B AWQ on RTX 4090 24GB: Monthly Cost, Volume Tiers and ROI
Full monthly cost analysis of Qwen 2.5 32B AWQ on a single RTX 4090 24GB - volume tiers up to…
Hybrid RTX 4090 24GB + RTX 5060 Ti 16GB Pairing
A heterogeneous GPU pair - 4090 for big LLM, 5060 Ti for SDXL, Whisper and embeddings. Workload splitting, routing patterns,…
FLUX.1 on RTX 4090 24GB: schnell, dev and FP8 Quantised Production Setup
Production setup for FLUX.1-schnell and FLUX.1-dev on a single RTX 4090 24GB, including FP8 quantisation, LoRA stacking and ControlNet.
RTX 4090 24GB Thermal Performance in Server Racks
GPU edge, junction and GDDR6X memory temperatures on the RTX 4090 24GB under 24/7 inference, with throttle thresholds, fan curves,…
RTX 4090 24GB TFLOPS: AI Benchmark Class Explained
A senior engineer's tour of the RTX 4090 24GB throughput envelope: dense and sparse FP32, BF16, FP16, FP8 and INT8…
RTX 4090 24GB Stable Video Diffusion Benchmark: 25-frame in 25s
Deep Stable Video Diffusion benchmark on the RTX 4090 24GB: 25-frame SVD-XT in 25s FP16 / 18s FP8, full VRAM…
Stable Diffusion on RTX 4090 24GB: Diffusers, A1111 and ComfyUI Production Setup
Production setup for SD 1.5, SDXL and FLUX.1 on the RTX 4090 24GB across Diffusers, AUTOMATIC1111 and ComfyUI, with verified…
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