readygpu

MiniMax M2.7

228.7B total, 11B active · 200k context · other · released 2026-04-09

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What to run it on in Germany

Fully in memory at 64k context, priced at retailers today.

Something we price holds it fully in memory, but none reaches 15 tok/s, our bar for recommending it. The table below has the speeds.

All hardware that runs it

Everything we price, best value first. Two cards split the model by layers.

HardwareQuantFitsDecodePricetok/s per 1,000
Mac Studio M4 Max 128GBUD-Q2_K_XLfits11 tok/s––
Framework Desktop Ryzen AI Max+ 395 128GBUD-Q2_K_XLfits4 tok/s––
Mac Studio M3 Ultra 512GBQ8_0fits11 tok/s––
NVIDIA DGX Spark 128GBUD-Q3_K_Mfits5 tok/s––
GMKtec EVO-X2 Ryzen AI Max+ 395 128GBUD-Q2_K_XLfits4 tok/s––
Mac Studio M3 Ultra 256GBUD-Q6_Kfits12 tok/s––
NVIDIA RTX PRO 6000 BlackwellUD-Q2_K_XLfits33 tok/s––
ASUS Ascent GX10 128GBUD-Q3_K_Mfits5 tok/s––

32 other cards and machines we price cannot hold it at this context.

Memory needed

Weights, KV cache and runtime buffers at each context length (KV cache at fp16).

QuantFile@8k@32k@64k@128k
UD-Q4_K_Mgguf130.5 GB133.2 GB139.2 GB147.1 GB163.0 GB
UD-Q2_K_XLgguf70.1 GB72.8 GB78.8 GB86.7 GB102.6 GB
UD-Q3_K_Mgguf94.3 GB97.0 GB102.9 GB110.9 GB126.7 GB
mlx-4bitmlx119.8 GB122.5 GB128.5 GB136.4 GB152.3 GB
UD-Q5_K_Mgguf157.2 GB159.9 GB165.9 GB173.8 GB189.7 GB
UD-Q6_Kgguf175.1 GB177.8 GB183.8 GB191.7 GB207.6 GB
mlx-8bitmlx226.3 GB229.0 GB234.9 GB242.9 GB258.7 GB
Q8_0gguf226.4 GB229.1 GB235.1 GB243.0 GB258.9 GB

Run it

Copy a command for the runtime you use.

  • UD-Q4_K_M
    • Ollamaollama run hf.co/unsloth/MiniMax-M2.7-GGUF:UD-Q4_K_M
    • LM Studiolms get unsloth/MiniMax-M2.7-GGUF@ud-q4_k_m
    • llama.cppllama-server -hf unsloth/MiniMax-M2.7-GGUF:UD-Q4_K_M
  • UD-Q2_K_XL
    • Ollamaollama run hf.co/unsloth/MiniMax-M2.7-GGUF:UD-Q2_K_XL
    • LM Studiolms get unsloth/MiniMax-M2.7-GGUF@ud-q2_k_xl
    • llama.cppllama-server -hf unsloth/MiniMax-M2.7-GGUF:UD-Q2_K_XL
  • UD-Q3_K_M
    • Ollamaollama run hf.co/unsloth/MiniMax-M2.7-GGUF:UD-Q3_K_M
    • LM Studiolms get unsloth/MiniMax-M2.7-GGUF@ud-q3_k_m
    • llama.cppllama-server -hf unsloth/MiniMax-M2.7-GGUF:UD-Q3_K_M
  • mlx-4bit
    • LM Studiolms get mlx-community/MiniMax-M2.7-4bit
    • MLXmlx_lm.server --model mlx-community/MiniMax-M2.7-4bit
  • UD-Q5_K_M
    • Ollamaollama run hf.co/unsloth/MiniMax-M2.7-GGUF:UD-Q5_K_M
    • LM Studiolms get unsloth/MiniMax-M2.7-GGUF@ud-q5_k_m
    • llama.cppllama-server -hf unsloth/MiniMax-M2.7-GGUF:UD-Q5_K_M
  • UD-Q6_K
    • Ollamaollama run hf.co/unsloth/MiniMax-M2.7-GGUF:UD-Q6_K
    • LM Studiolms get unsloth/MiniMax-M2.7-GGUF@ud-q6_k
    • llama.cppllama-server -hf unsloth/MiniMax-M2.7-GGUF:UD-Q6_K
  • mlx-8bit
    • LM Studiolms get mlx-community/MiniMax-M2.7-8bit
    • MLXmlx_lm.server --model mlx-community/MiniMax-M2.7-8bit
  • Q8_0
    • Ollamaollama run hf.co/unsloth/MiniMax-M2.7-GGUF:Q8_0
    • LM Studiolms get unsloth/MiniMax-M2.7-GGUF@q8_0
    • llama.cppllama-server -hf unsloth/MiniMax-M2.7-GGUF:Q8_0