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 SDXL Benchmark: 1024×1024 in 2.0s
SDXL 1.0 at 1024x1024 on the RTX 4090 24GB renders a 30-step image in 2.0 seconds, batch of four in 6.5s. Per-resolution and per-batch tables, distilled variants, ControlNet stacks, cross-card…
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Deploying Llama 3.1 8B at FP8 on the RTX 4090 24GB: A Production Tutorial
Native E4M3 FP8 weights and FP8 KV cache deliver 195 t/s decode and 1100 t/s aggregate on Llama 3.1 8B;…
RTX 4090 24GB for Yi-34B: AWQ INT4 Bilingual Deployment at the VRAM Edge
Yi-34B-Chat AWQ INT4 on the RTX 4090 24GB - 19GB weights with FP8 KV essential, 55 t/s decode, 12k workable…
RTX 4090 24GB for End-to-End Voice Assistants
A complete voice assistant stack on the RTX 4090 24GB: Whisper Turbo, Llama 3 8B FP8 and XTTS v2 in…
RTX 4090 24GB for Self-Hosted Translation: Qwen 2.5 14B + NLLB-200, Throughput Tables, Glossary Patterns
A senior infra-engineer's playbook for self-hosted translation on a single RTX 4090 24GB: Qwen 2.5 14B AWQ for major pairs,…
RTX 4090 24GB for Long-Document Summarisation: 64k Context, FP8 KV, Map-Reduce, Production Pipeline
A senior infra-engineer's guide to long-document summarisation on a single RTX 4090 24GB: Llama 3 8B at 64k context with…
RTX 4090 24GB for Startup AI MVP Backend
One RTX 4090 24GB hosts your full AI MVP: Llama 3 8B FP8 chat, BGE embeddings, BGE reranker, SDXL image…
RTX 4090 24GB for SaaS RAG: Production Stack and Capacity
A production RAG stack on the RTX 4090 24GB sized for a 200-MAU multi-tenant SaaS: Qwen 14B AWQ, BGE-large embeddings,…
RTX 4090 24GB for Customer Support AI: Triage, RAG and Live-Chat Auto-Reply at Production Scale
An exhaustive senior-infra walkthrough of running ticket triage, RAG over a 100k-doc knowledge base and live-chat drafting for ~30 concurrent…
RTX 4090 24GB for Content Moderation at Scale: Hybrid Classifier Plus Llama Guard, Hundreds of Millions per Day
Two-tier moderation with DeBERTa-v3 plus Llama Guard 3 8B FP8 on a single RTX 4090 24GB scales past 100 million…
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