🇺🧮️💽️ The official source repository for the UCALC (Ultimate Calculator) Memory calculator calculator mode project.
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Updated
Dec 22, 2024 - Python
🇺🧮️💽️ The official source repository for the UCALC (Ultimate Calculator) Memory calculator calculator mode project.
Calculate maximum quantized LLM size fitting available RAM
Accurate LLM memory/VRAM calculator — models sliding-window/linear/MoE attention & heterogeneous head_dim where naive calculators are 4–11× off. Apple Silicon + NVIDIA RTX · GGUF · F16/Q8/Q4 KV-cache quant · one MIT file. Powers fitllm.run.
JVM Memory Calculator
A production-ready JVM memory calculator that automatically detects container memory limits and calculates optimal JVM memory settings. Fully compatible with Paketo buildpacks (Temurin, Liberica) and designed for containerized Java applications.
LLM RAM calculator — handles GQA/MLA/MoE correctly. Live at llm.zoleb.com
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