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Model Guides

Model Guides

Step-by-step setup guides for specific AI models on dedicated GPU servers. From LLM deployment to vision model hosting and speech model hosting, each guide includes configuration, optimisation tips, and GPU recommendations.

Model Guides May 2026

RTX 5070 for Embedding Generation: Throughput and Setup Guide

The RTX 5070 generates embeddings at thousands of sentences per second with sentence-transformers. VRAM is barely used — the full…

Model Guides May 2026

RTX 5070 for Coding AI: Local Copilot with Qwen 2.5 Coder on 12 GB GDDR7

Replace GitHub Copilot with a local coding AI on the RTX 5070. Qwen 2.5 Coder 14B or DeepSeek Coder V2…

Model Guides May 2026

RTX 5070 for Self-Hosted AI API: OpenAI-Compatible Endpoint at £139/mo

Build a production OpenAI-compatible AI API on the RTX 5070. llama.cpp server, vLLM, or Ollama — serving Llama 3.1 8B…

Model Guides May 2026

RTX 5070 for Computer Vision: YOLOv11 and Real-Time Inference on 12 GB GDDR7

The RTX 5070 runs YOLOv8/v11 at hundreds of FPS, classification models, and multi-camera pipelines on 12 GB GDDR7. Computer vision…

Model Guides May 2026

RTX 5070 for LoRA Fine-Tuning: QLoRA on 12 GB GDDR7

Fine-tune 7B and 13B LLMs with QLoRA on the RTX 5070's 12 GB GDDR7. Full setup with Unsloth, bitsandbytes INT4…

Model Guides May 2026

RTX 5070 for RAG Pipelines: Embeddings + LLM on 12 GB GDDR7

Build a complete RAG pipeline on the RTX 5070 — embedding model + vector search + LLM — all on…

Model Guides May 2026

RTX 5070 for Whisper and Speech AI: Voice Pipelines on 12 GB GDDR7

Whisper Large-v3 uses ~3 GB — the RTX 5070's remaining 9 GB fits a full LLM alongside it. Build complete…

Model Guides May 2026

Best LLMs for 12 GB VRAM: RTX 5070 Model Guide 2026

Running LLMs on 12 GB VRAM in 2026. Which models fit at Q4, Q8, and FP8? Llama 3.1, Mistral, Gemma…

Model Guides May 2026

LLM Inference on RTX 5070: vLLM, LlamaCPP, and Blackwell CUDA Guide

The RTX 5070 runs production LLM inference via vLLM, llama.cpp CUDA, and TensorRT-LLM on 12 GB GDDR7. Full setup guide,…

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