GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Qwen 2.5 32B VRAM Requirements: FP16, FP8, INT4 and KV Cache Explained
Qwen 2.5 32B fits on a single 80 GB datacenter card or a 96 GB workstation card at FP16, but the practical home for it is FP8 on a 6000…
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Stable Diffusion XL VRAM Requirements: From 6 GB Minimum to Production-Ready
How much VRAM does SDXL actually need? Numbers for FP16, FP8, INT8, with and without ControlNets, LoRAs and refiners. Plus…
Mistral 7B and Mistral Small 22B Benchmarks Across Every GPU We Host
Real tokens-per-second, time-to-first-token and cost-per-million-tokens numbers for Mistral 7B Instruct and Mistral Small 22B on every GPU in the GigaGPU…
How to Build a Production AI Inference Server: Hardware, Software, and the 8 Mistakes Everyone Makes
A practical, opinionated playbook for building a production-grade AI inference server — from picking the GPU to wiring up auth,…
Serverless GPU vs Dedicated GPU: When Each One Wins, With Real Cost Math
Should you run your AI workload on serverless GPUs (Modal, Replicate, RunPod serverless) or rent a dedicated GPU server? Real…
Code Llama VRAM Requirements: 7B, 13B, 34B and 70B Across Every Precision
Exactly how much GPU memory each Code Llama variant needs at FP16, FP8 and AWQ-INT4 — plus KV cache for…
Self-Hosting DeepSeek vs Using the DeepSeek API: The Real Cost Comparison
DeepSeek-V2 16B and DeepSeek-V3 671B running on your own hardware versus calling the official DeepSeek API. Cost, latency, data control…
What Does It Actually Cost to Run a Self-Hosted AI Coding Assistant?
Total cost of ownership for a self-hosted AI coding assistant — model, GPU, IDE backend, embeddings, retrieval. Compared to Cursor,…
Cost Per 1M Tokens for Llama 3 Self-Hosted: 8B and 70B Across Every GPU
Real cost-per-million-tokens numbers for self-hosting Llama 3.1 8B and Llama 3.3 70B on every GPU in our catalogue, including the…
Cost Per 1M Tokens for Mistral 7B Self-Hosted: Every GPU, Every Precision
Exactly how much you pay per million Mistral 7B tokens on each GPU we host, at FP16 and FP8. Compared…
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