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 for Llama 3.2 Vision 11B: OCR, Multi-Image Reasoning and Latency
Llama 3.2 Vision 11B on the RTX 4090 24GB - 13.5GB FP8 footprint, 220ms image encode, 115 t/s decode, multi-image batching, OCR quality on UK documents and operational gotchas for…
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 4090 24GB for Llama 3.1 8B: Deployment Guide
Production-grade deployment guide for Llama 3.1 8B on the RTX 4090 24GB: VRAM math broken down line by line, throughput…
RTX 4090 24GB for Llama 3.1 70B INT4: Best Single-Card 70B Setup
Exhaustive deployment guide for Llama 3.1 70B AWQ INT4 on a single RTX 4090 24GB: line-by-line memory math, max-model-len calculation,…
RTX 5090 vs RTX 3090 for AI Inference: Five Generations of Difference, 4× the VRAM Bandwidth
The RTX 3090 is still the cheapest 24 GB AI GPU you can rent. The RTX 5090 is the fastest…
Best GPU for Whisper and TTS Workloads: 2026 Buyer Guide
2026 buyer guide to the best GPU for Whisper STT and TTS (XTTS, F5, Bark): RTF tables, VRAM, decision matrix,…
RTX 4090 24GB for Multimodal LLMs
Vision-language models on the RTX 4090 24GB - Llama 3.2 Vision 11B, Qwen 2.5-VL 7B, LLaVA, image+video understanding throughput, OCR,…
RTX 4090 24GB vs RTX 4060 Ti 16GB: Same Generation, Different Universes
Both Ada Lovelace, both with 4th-gen tensor cores and native FP8, but separated by 3.6x bandwidth, 3.8x SMs and 50%…
RTX 4090 24GB or RTX 5080 16GB: VRAM Headroom vs Newer Architecture
Choosing between 24GB Ada and 16GB Blackwell: which models fit, where the throughput gaps actually matter, watts-per-token efficiency, and the…
RTX 4090 24GB for Mixtral 8x7B: The Original Open MoE on a Single Card
Mixtral 8x7B AWQ on the RTX 4090 24GB - 14GB MoE weights, 12.9B active per token, 85 t/s decode, 32k…
AWQ INT4 Deep Dive on RTX 4090 24GB: Marlin Kernels, Calibration, and the 24GB Sweet Spot
Activation-aware INT4 quantisation with Marlin kernels turns the RTX 4090 24GB into a credible 14B-70B inference card; this is the…
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