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.
6GB VRAM Models That Fit: What You Can and Cannot Run
A practical list of AI models that actually fit in 6 GB of VRAM, covering Phi-3 mini, Llama 3.2 1B/3B, Gemma 2 2B, TinyLlama and SD 1.5, plus what doesn't.
8B LLM VRAM Requirements: Llama 3, Mistral 7B, Qwen 2.5 7B
Exact VRAM math for 8B-class LLMs at FP16, FP8 and AWQ INT4, including KV cache formulas and which GPUs fit…
HunyuanVideo VRAM Requirements: What It Takes to Run Tencent’s Video Model
HunyuanVideo needs far more VRAM than most open models. Here are the real numbers, GPU options and fall-backs for smaller…
Llama 3.1 70B INT4 VRAM Requirements: Why 16 GB Isn’t Enough
Exact VRAM needs for Llama 3.1 70B at AWQ, GPTQ and GGUF Q4_K_M quantisation, why a 16 GB card cannot…
Qwen 2.5 32B VRAM Requirements: FP16, FP8 and AWQ INT4 Numbers
Exact VRAM footprint for Qwen 2.5 32B at FP16, FP8 and AWQ INT4, plus which GPUs fit and when a…
Parler-TTS Self-Hosted
Parler-TTS from Hugging Face is a description-controlled text-to-speech model. Self-hosting it gives you natural voices without API fees.
RTX 5060 Ti 16GB for Cohere Aya: Multilingual LLM Hosting Guide
How the RTX 5060 Ti 16GB runs Cohere Aya 23 8B, Aya Expanse 8B, and Aya-101 across 101 languages with…
Whisper Turbo v3 Self-Hosted
OpenAI's Whisper Turbo is roughly 8x faster than large-v3 with minimal accuracy loss - the practical default for self-hosted transcription.
PixArt Sigma Deployment Guide
PixArt Sigma is a transformer-based diffusion model that renders 4K images natively with strong text fidelity. Self-hosting it on a…
RTX 5060 Ti 16GB for DeepSeek-R1-Distill
DeepSeek-R1-Distill-Qwen-7B and Distill-Llama-8B on the RTX 5060 Ti 16GB - reasoning-tuned inference with FP8 and AWQ, benchmarked against base Llama…
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Deploy YOLO, PaddleOCR, Stable Diffusion, and other vision models on GPU-accelerated servers.
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Deploy Whisper, Coqui, Bark, and other speech models with low-latency inference.
Explore Speech HostingMultimodal Model Hosting
Vision-language models, audio-language models — deploy multimodal AI on dedicated GPUs.
Explore MultimodalTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
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