LocalFit

MiMo-V2.5

XiaomiMiMo/MiMo-V2.5

ReleasedRelease date unknownSize310B MoE · 15B activeRoleAssistantLicensemitContext1M config max

Where it runs 8K context · ≥ 5 t/s floor

SetupBest planMemoryGenerate
8 GB GPU + 32 GB RAMNo usable expert/non-expert split: the config does not describe it, or it disagrees with the publisher active count (see model page)
12 GB GPU + 32 GB RAMNo usable expert/non-expert split: the config does not describe it, or it disagrees with the publisher active count (see model page)
16 GB GPU + 64 GB RAMNo usable expert/non-expert split: the config does not describe it, or it disagrees with the publisher active count (see model page)
24 GB GPU + 64 GB RAMNo usable expert/non-expert split: the config does not describe it, or it disagrees with the publisher active count (see model page)
32 GB GPU + 128 GB RAMNo usable expert/non-expert split: the config does not describe it, or it disagrees with the publisher active count (see model page)
2× 24 GB GPUs + 128 GB RAMNo usable expert/non-expert split: the config does not describe it, or it disagrees with the publisher active count (see model page)
96 GB workstation GPU + 256 GB RAMQ4_K_Mllama.cpp CUDAGPU + CPU layers · 25/48 layers on GPUKV unknown~15–20 t/s Estimated extrapolated
Mac, 24 GBDoes not fit
Mac, 48 GBDoes not fit
Mac, 128 GBDoes not fit
Mac, 512 GBQ8_0llama.cpp MetalUnified memoryKV unknown~9.7–28 t/s Estimated extrapolated
DGX Spark 128 GBDoes not fit
Ryzen AI Max+ 395, 128 GBDoes not fit
CPU only, 64 GB DDR5-5600 dual channelDoes not fit

Same plan engine as the planner, with its default reserves and RAM. How plans are chosen.

Files exact Hugging Face bytes

ArtifactSizeFilesRevisionSource
Q8_0
bartowski/MiMo-V2.5-GGUF
307 GiB9e528cbf4b6HF files
Q5_K_M
bartowski/MiMo-V2.5-GGUF
206 GiB6e528cbf4b6HF files
Q4_K_M
bartowski/MiMo-V2.5-GGUF
176 GiB5e528cbf4b6HF files
Native safetensors mixed/custom native; quant_method=fp8, store_dtype=fp8; stor
XiaomiMiMo/MiMo-V2.5
293 GiB1763651580caHF files

Not found in the representative quant search (not proven unavailable): GGUF FP16, MLX 8-bit, MLX 4-bit, EXL3, AWQ, GPTQ. Complete selected file sets; projectors, MTP/draft and lookup files are listed separately and budgeted only by plans that use them. File bytes are not allocated memory.

Quality

No Artificial Analysis evaluation mapped to this checkpoint.

Arena text rating

1,428

CI 1424–1432 · 47,362 votes · published 2026-10-15 · dataset

Explicit name identity; exact hosted revision/local quant equivalence not verified

Publisher-reported benchmarks

None extracted from the model card.

AA and Arena describe the hosted model in the stated mode, not each quantized file; scores are never inherited by base, pruned, abliterated or quantized variants and never averaged together.

How to run it

No model-specific recipe in the research. The planner binds the backend’s documented command template (llama.cpp, Ollama, LM Studio, MLX, vLLM) to your plan: open a plan’s details.

Recipes are source examples (settings are the publisher’s or author’s, not measured optima) and were not executed by LocalFit. A downloadable file does not prove your backend build supports the architecture.

Reported speeds 0

No reported measurement yet. Submit one.