GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Fine-Tune LLaMA 3 8B with LoRA: GPU & VRAM Guide
Step-by-step guide to fine-tuning LLaMA 3 8B with LoRA and QLoRA, including VRAM requirements, GPU recommendations, training time estimates, and cost analysis.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Fine-Tune DeepSeek: GPU Requirements & Setup
GPU and VRAM requirements for fine-tuning DeepSeek models, covering LoRA and QLoRA approaches for the distilled 7B/8B variants with setup…
Enterprise AI: Self-Hosted ROI Calculator & Payback Period
ROI framework and payback period analysis for enterprise self-hosted AI — covering multi-department deployments, TCO calculations, and decision-making criteria.
How Many Embedding Requests per GPU per Second?
Embedding throughput benchmarks for BGE, E5, and sentence-transformers across six GPUs — requests per second at batch sizes 1 to…
Education AI: Self-Hosted LLM for EdTech Platforms
Deploy self-hosted LLMs for education and EdTech on dedicated GPU servers. Covers AI tutoring, content generation, assessment, student data privacy,…
E-Commerce AI: Product Search & Recommendations on GPU
Build GPU-powered product search and recommendation engines for e-commerce. Covers semantic search, personalised recommendations, image similarity, model selection, and GPU…
DeepSeek Quantization: Best Format for Each GPU
Guide to choosing the best quantisation format for DeepSeek V3 and R1 across different GPU configurations, comparing FP8, INT4, GPTQ,…
DeepSeek Context Length: VRAM at Different Sequence Lengths
VRAM requirements for DeepSeek V3 and R1 at different context lengths, covering the MoE architecture's unique KV cache behaviour and…
DeepSeek: 1 to 64 Concurrent Requests Throughput
DeepSeek R1 Distill 7B throughput scaling from 1 to 64 concurrent requests — requests/sec and latency across four GPUs with…
Customer Support AI: Self-Hosted Chatbot Infrastructure
Build self-hosted customer support AI on dedicated GPU servers. Covers RAG-powered chatbots, ticket classification, response generation, model selection, and cost…
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