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AI Calculator Suite Hardware & AI Tokenomics

LLM GPU VRAM & Hardware Sizer

Estimate exact GPU VRAM needed to run or fine-tune models like Llama 3, DeepSeek, and Mistral.

GPU Memory Estimation Equation:
\( \text{VRAM}_{\text{GB}} = \left( \frac{\text{Params (B)} \times \text{Bytes/Param}}{10^9} \right) \times 1.20_{\text{KV Overhead}} + \text{Activation Buffer} \)

Model Specifications

Examples: 8B, 14B, 32B, 70B, 405B
Base Model Weights 35.0 GB
Required VRAM Capacity 44.8 GB
Recommended Hardware 1x A100 / H100 (80GB)

Route Hardware Sizing Brief