Community math: MiniMax model's 512K context needs ~104GB KV cache, multi-GPU only

AIFlow_ML · x · 2026-10-26

AIFlowML estimated KV cache memory from MiniMax's model config (8 KV heads, headdim 128, BF16): 6.5GB at 32K tokens, 26GB at 128K, and 104GB at the full 512K context — meaning the marketed 512K context is a multi-GPU affair. Weights: 66GB in BF16; community quantizations Q4KM GGUF 20.8GB, Q5KM 25GB, Q80 35GB, so a single 24GB card can hold Q4 weights with room for short context.

Related event: MiniMax's New Open-Source Model: Q4 Weights Fit 24GB GPUs, 512K KV Cache Needs ~104GB(2 posts)→

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