MiMo-V2.5-Pro: hardware requirements
MiMo-V2.5-Pro needs about 635 GB of memory at Q4 quantization — a 630 GB download plus room for context and overhead. That is beyond consumer hardware; use it through an API instead.
Parameters
1023B
Tier
Server only
Licence
See model card
Released
2026-03-22
Will it run on your machine?
8GB RAMNot enough memory16GB RAMNot enough memory32GB RAMNot enough memory64GB RAMNot enough memory128GB RAMNot enough memory8GB VRAMNot enough memory12GB VRAMNot enough memory16GB VRAMNot enough memory24GB VRAMNot enough memory32GB VRAMNot enough memory
Download sizes by quantization
Lower quantization means a smaller file and less memory, at some cost to quality. Q4_K_M is the usual starting point. What is this?
| Quant | Download | RAM @ 4K | RAM @ 32K | Source |
|---|---|---|---|---|
| Q4_K_Mrecommended | 630 GB | 635 GB | 647 GB | measured |
| Q5_K_M | 758 GB | 763 GB | 775 GB | measured |
| Q6_K | 847 GB | 852 GB | 864 GB | measured |
| Q8_0 | 1088 GB | 1093 GB | 1105 GB | measured |
| BF16 | 2047 GB | 2052 GB | 2064 GB | measured |
“Measured” sizes are read from published GGUF files (unsloth/MiMo-V2.5-Pro-GGUF). “Estimated” sizes are derived from the parameter count and are typically within a few percent. The RAM columns add the context cache and runtime overhead to the download size.