Add MiMo V2.5

[kernelpool]

Models:

• https://huggingface.co/XiaomiMiMo/MiMo-V2.5
• https://huggingface.co/XiaomiMiMo/MiMo-V2.5-Pro

mlx_lm.generate --model /Volumes/WD_EXTRA/temp/MiMo-V2.5-4bit --prompt "Who is Ablert Einstein?" -m 1024
The repository /Volumes/WD_EXTRA/temp/MiMo-V2.5-4bit contains custom code which must be executed to correctly load the model. You can inspect the repository content at /Volumes/WD_EXTRA/temp/MiMo-V2.5-4bit .
 You can inspect the repository content at https://hf.co//Volumes/WD_EXTRA/temp/MiMo-V2.5-4bit.
You can avoid this prompt in future by passing the argument `trust_remote_code=True`.

Do you wish to run the custom code? [y/N] y
/Users/optimus/repo/mlx-lm/.venv/lib/python3.12/site-packages/transformers/modeling_rope_utils.py:936: FutureWarning: `rope_config_validation` is deprecated and has been removed. Its functionality has been moved to RotaryEmbeddingConfigMixin.validate_rope method. PreTrainedConfig inherits this class, so please call self.validate_rope() instead. Also, make sure to use the new rope_parameters syntax. You can call self.standardize_rope_params() in the meantime.
  warnings.warn(
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<think>The user is asking about Albert Einstein (they misspelled it as "Ablert"). I'll provide a comprehensive overview of who he was.</think># Albert Einstein (1879–1955)

Albert Einstein was a **German-born theoretical physicist**, widely regarded as one of the most influential scientists in history. Here are the key highlights of his life and work:

## Major Contributions
- **Special Theory of Relativity (1905)** – Introduced the famous equation **E = mc²**, showing the equivalence of mass and energy.
- **General Theory of Relativity (1915)** – Redefined our understanding of gravity as the curvature of space-time.
- **Photoelectric Effect** – Helped establish quantum theory by showing that light can behave as particles (photons). This work earned him the **Nobel Prize in Physics in 1921**.
- **Brownian Motion** – Provided evidence for the existence of atoms.

## Life Highlights
- **Born:** March 14, 1879, in Ulm, Germany
- **Education:** Studied at the Swiss Federal Polytechnic in Zurich
- **1905 "Miracle Year":** Published four groundbreaking papers that revolutionized physics
- **Emigrated to the U.S.** in 1933, fleeing the rise of Nazism, and joined the **Institute for Advanced Study** in Princeton, New Jersey
- **1939:** Signed a letter to President Roosevelt warning about the potential for atomic weapons, which contributed to the Manhattan Project (though Einstein himself did not work on it)
- **Died:** April 18, 1955, in Princeton, New Jersey

## Legacy
Einstein's work fundamentally changed our understanding of the universe — from the nature of light and gravity to the fabric of space and time. He remains a cultural icon of **genius and creativity**, and his name is virtually synonymous with intelligence.
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Prompt: 31 tokens, 23.129 tokens-per-sec
Generation: 413 tokens, 48.367 tokens-per-sec
Peak memory: 173.935 GB