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GLM-5.3-Flash: VRAM Requirements & Performance Guide

Complete guide to running GLM-5.3-Flash (321.32B parameters) locally on your own hardware. This guide covers VRAM requirements at every quantization level (Q4_K_M, Q5_K_M, Q6_K, Q8_0, FP16), compatible GPUs, expected inference speed in tokens per second, and recommended Ollama settings.

GLM-5.3-Flash is one of the most popular open-source LLMs with 6,316,631 HuggingFace downloads. Use the full GLM-5.3-Flash model page for detailed benchmarks, quantization comparison, and run commands.