Model reference · open weights

minimax-m2-tiny

LLMs PrimeIntellect Text gen 1 build Open weights 113 dl/mo

minimax-m2-tiny is an open-weight language model from PrimeIntellect. minimax-m2-tiny (FP32) weighs 504 MB; the smallest configuration that runs it is RTX 3060 12 GB.

  • minimax-m2-tiny is a 252M parameter Mixture of Experts model developed by PrimeIntellect for text generation.
  • It features a context length of 4096 tokens and is released under the apache-2.0 license.
  • The model contains random weights and is intended for testing purposes within the prime-rl framework.

Summary of the PrimeIntellect/minimax-m2-tiny model card, 2026-10-01

What it is

Released byPrimeIntellect
Released2026-02-18
Parameters252M
VRAM504 MB for the weights

What it runs on

Memory and cards for minimax-m2-tiny (FP32)

504 MBweights, file size
12 MBcache per 1K tokens
645 MBruntime overhead, at least
4,096 tokenscontext max
CardRequests at onceContext maxMemory
4K each
RTX 3060 12 GB207all 4K11.6 GB
RTX 4060 Ti 16 GB283all 4K15.4 GB
RTX 3090 24 GB442all 4K23.4 GB
RTX 4090 24 GB441all 4K23.4 GB
RTX 5090 32 GB593all 4K31.0 GB
L40S 48 GB850all 4K44.0 GB
A100 80 GB1000+all 4K78.2 GB
H100 80 GB1000+all 4K78.1 GB
RTX PRO 6000 Blackwell 96 GB1000+all 4K93.8 GB
DGX Spark (GB10) 128 GB unified1000+all 4K107 GB
H200 141 GB1000+all 4K138 GB
B200 180 GB1000+all 4K176 GB
Memory needed at each load
Requests at once4K tokens each
11.2 GB
51.4 GB
81.6 GB
162.0 GB
322.8 GB
644.4 GB

One card, with vLLM's small-card settings.

From the model card

What PrimeIntellect says about minimax-m2-tiny

Read the model card

A small (~252M parameter) MiniMax M2 MoE model for testing only. It is generally compatible with vLLM and HuggingFace Transformers but is meant to be used with prime-rl.

This model has random weights (no SFT warmup yet due to a chat template tokenization issue with MiniMax's tokenizer).

Quick Start

uv run rl @ configs/ci/integration/rl_moe/minimax_m2.toml

See the Testing MoE at Small Scale guide for full instructions.

Model Details

ParameterValue
Hidden size512
Layers12
Experts8
Active experts4
Parameters~252M

Links

Quoted from the model card on Hugging Face. The full card is behind the Hugging Face link above.

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