README.md

---
license: other
license_name: fair-noncommercial-research
extra_gated_prompt: "FAIR Noncommercial Research License v1 Last Updated: August 18,\
  \ 2025\n“Acceptable Use Policy” means the FAIR Acceptable Use Policy, applicable\
  \ to Research Materials, that is incorporated into this Agreement.\n“Agreement”\
  \ means the terms and conditions for use, reproduction, distribution and modification\
  \ of the Research Materials set forth herein.\n\n“Documentation” means the specifications,\
  \ manuals and documentation accompanying  Research Materials distributed by Meta.\n\
  \n“Licensee” or “you” means you, or your employer or any other person or entity\
  \ (if you are entering into this Agreement on such person or entity’s behalf), of\
  \ the age required under applicable laws, rules or regulations to provide legal\
  \ consent and that has legal authority to bind your employer or such other person\
  \ or entity if you are entering in this Agreement on their behalf.\n\n“Meta” or\
  \ “we” means Meta Platforms Ireland Limited (if you are located in or, if you are\
  \ an entity, your principal place of business is in the EEA or Switzerland) and\
  \ Meta Platforms, Inc. (if you are located outside of the EEA or Switzerland).\n\
  “Noncommercial Research Uses” means noncommercial research use cases related to\
  \ research, development, education, processing, or analysis and in each case, is\
  \ not primarily intended for commercial advantage or monetary compensation to you\
  \ or others.\n“Research Materials” means, collectively, Documentation and the models,\
  \ software and algorithms, including machine-learning model code, trained model\
  \ weights, inference-enabling code, training-enabling code, fine-tuning enabling\
  \ code, demonstration materials and other elements of the foregoing distributed\
  \ by Meta and made available under this Agreement.\nBy clicking “I Accept” below\
  \ or by using or distributing any portion or element of the Research Materials,\
  \ you agree to be bound by this Agreement.\n\n1. License Rights and Redistribution.\n\
  \na. Grant of Rights. You are granted a non-exclusive, worldwide, non-transferable\
  \ and royalty-free limited license under Meta’s intellectual property or other rights\
  \ owned by Meta embodied in the Research Materials to use, reproduce, distribute,\
  \ copy, create derivative works of, and make modifications to the Research Materials.\
  \  \nb. Redistribution and Use.   i. You will not use the Research Materials or\
  \ any outputs or results of the Research Materials in connection with any commercial\
  \ uses or for any uses other than Noncommercial Research Uses;\n\nii. Distribution\
  \ of Research Materials, and any derivative works thereof, are subject to the terms\
  \ of this Agreement. If you distribute or make the Research Materials, or any derivative\
  \ works thereof, available to a third party, you may only do so under the terms\
  \ of this Agreement. You shall also provide a copy of this Agreement to such third\
  \ party.\n\niii.  If you submit for publication the results of research you perform\
  \ on, using, or otherwise in connection with Research Materials, you must acknowledge\
  \ the use of Research Materials in your publication.\n\niv. Your use of the Research\
  \ Materials must comply with applicable laws and regulations (including Trade Control\
  \ Laws) and adhere to the FAIR Acceptable Use Policy, which is hereby incorporated\
  \ by reference into this Agreement. 2. User Support. Your Noncommercial Research\
  \ Use of the Research Materials is done at your own discretion; Meta does not process\
  \ any information nor provide any service in relation to such use.  Meta is under\
  \ no obligation to provide any support services for the Research Materials. Any\
  \ support provided is “as is”, “with all faults”, and without warranty of any kind.\n\
  \n3. Disclaimer of Warranty. UNLESS REQUIRED BY APPLICABLE LAW, THE RESEARCH MATERIALS\
  \ AND ANY OUTPUT AND RESULTS THEREFROM ARE PROVIDED ON AN “AS IS” BASIS, WITHOUT\
  \ WARRANTIES OF ANY KIND, AND META DISCLAIMS ALL WARRANTIES OF ANY KIND, BOTH EXPRESS\
  \ AND IMPLIED, INCLUDING, WITHOUT LIMITATION, ANY WARRANTIES OF TITLE, NON-INFRINGEMENT,\
  \ MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE. YOU ARE SOLELY RESPONSIBLE\
  \ FOR DETERMINING THE APPROPRIATENESS OF USING OR REDISTRIBUTING THE RESEARCH MATERIALS\
  \ AND ASSUME ANY RISKS ASSOCIATED WITH YOUR USE OF THE RESEARCH MATERIALS AND ANY\
  \ OUTPUT AND RESULTS.\n4. Limitation of Liability. IN NO EVENT WILL META OR ITS\
  \ AFFILIATES BE LIABLE UNDER ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, TORT,\
  \ NEGLIGENCE, PRODUCTS LIABILITY, OR OTHERWISE, ARISING OUT OF THIS AGREEMENT, FOR\
  \ ANY LOST PROFITS OR ANY DIRECT OR INDIRECT, SPECIAL, CONSEQUENTIAL, INCIDENTAL,\
  \ EXEMPLARY OR PUNITIVE DAMAGES, EVEN IF META OR ITS AFFILIATES HAVE BEEN ADVISED\
  \ OF THE POSSIBILITY OF ANY OF THE FOREGOING.\n5. Intellectual Property.\n\na. Subject\
  \ to Meta’s ownership of Research Materials and derivatives made by or for Meta,\
  \ with respect to any derivative works and modifications of the Research Materials\
  \ that are made by you, as between you and Meta, you are and will be the owner of\
  \ such derivative works and modifications.\nb. If you institute litigation or other\
  \ proceedings against Meta or any entity (including a cross-claim or counterclaim\
  \ in a lawsuit) alleging that the Research Materials, outputs or results, or any\
  \ portion of any of the foregoing, constitutes infringement of intellectual property\
  \ or other rights owned or licensable by you, then any licenses granted to you under\
  \ this Agreement shall terminate as of the date such litigation or claim is filed\
  \ or instituted. You will indemnify and hold harmless Meta from and against any\
  \ claim by any third party arising out of or related to your use or distribution\
  \ of the Research Materials.\n6. Term and Termination. The term of this Agreement\
  \ will commence upon your acceptance of this Agreement or access to the Research\
  \ Materials and will continue in full force and effect until terminated in accordance\
  \ with the terms and conditions herein. Meta may terminate this Agreement if you\
  \ are in breach of any term or condition of this Agreement. Upon termination of\
  \ this Agreement, you shall delete and cease use of the Research Materials. Sections\
  \ 3, 4 and 7 shall survive the termination of this Agreement. \n7. Governing Law\
  \ and Jurisdiction. This Agreement will be governed and construed under the laws\
  \ of the State of California without regard to choice of law principles, and the\
  \ UN Convention on Contracts for the International Sale of Goods does not apply\
  \ to this Agreement. The courts of California shall have exclusive jurisdiction\
  \ of any dispute arising out of this Agreement. \n\n8. Modifications and Amendments.\
  \ Meta may modify this Agreement from time to time; provided that they are similar\
  \ in spirit to the current version of the Agreement, but may differ in detail to\
  \ address new problems or concerns. All such changes will be effective immediately.\
  \ Your continued use of the Research Materials after any modification to this Agreement\
  \ constitutes your agreement to such modification. Except as provided in this Agreement,\
  \ no modification or addition to any provision of this Agreement will be binding\
  \ unless it is in writing and signed by an authorized representative of both you\
  \ and Meta.\n\nFAIR Acceptable Use Policy \nThe Fundamental AI Research (FAIR) team\
  \ at Meta seeks to further understanding of new and existing research domains with\
  \ the mission of advancing the state-of-the-art in artificial intelligence through\
  \ open research for the benefit of all. \nAs part of this mission, Meta makes certain\
  \ research materials available for noncommercial research use. Meta is committed\
  \ to promoting the safe and responsible use of such research materials.  \nProhibited\
  \ Uses\nYou agree you will not use, or allow others to use, Research Materials to:\n\
  Violate the law or others’ rights, including to: Engage in, promote, generate, contribute\
  \ to, encourage, plan, incite, or further illegal or unlawful activity or content,\
  \ such as: Violence or terrorism Exploitation or harm to children, including the\
  \ solicitation, creation, acquisition, or dissemination of child exploitative content\
  \ or failure to report Child Sexual Abuse Material Human trafficking, exploitation,\
  \ and sexual violence The illegal distribution of information or materials to minors,\
  \ including obscene materials, or failure to employ legally required age-gating\
  \ in connection with such information or materials. Sexual solicitation Any other\
  \ criminal activity\nEngage in, promote, incite, or facilitate the harassment, abuse,\
  \ threatening, or bullying of individuals or groups of individuals\nEngage in, promote,\
  \ incite, or facilitate discrimination or other unlawful or harmful conduct in the\
  \ provision of employment, employment benefits, credit, housing, other economic\
  \ benefits, or other essential goods and services\nEngage in the unauthorized or\
  \ unlicensed practice of any profession including, but not limited to, financial,\
  \ legal, medical/health, or related professional practices\nCollect, process, disclose,\
  \ generate, or infer health, demographic, or other sensitive personal or private\
  \ information about individuals without rights and consents required by applicable\
  \ laws\nEngage in or facilitate any action or generate any content that infringes,\
  \ misappropriates, or otherwise violates any third-party rights, including the outputs\
  \ or results of any technology using FAIR research materials\nCreate, generate,\
  \ or facilitate the creation of malicious code, malware, computer viruses or do\
  \ anything else that could disable, overburden, interfere with or impair the proper\
  \ working, integrity, operation or appearance of a website or computer system\n\
  2. Engage in, promote, incite, facilitate, or assist in the planning or development\
  \ of activities that present a risk of death or bodily harm to individuals, including\
  \ use of research artifacts related to the following:\nMilitary, warfare, nuclear\
  \ industries or applications, espionage, use for materials or activities that are\
  \ subject to the International Traffic Arms Regulations (ITAR) maintained by the\
  \ United States Department of State\nGuns and illegal weapons (including weapon\
  \ development)\nIllegal drugs and regulated/controlled substances\nOperation of\
  \ critical infrastructure, transportation technologies, or heavy machinery\nSelf-harm\
  \ or harm to others, including suicide, cutting, and eating disorders\nAny content\
  \ intended to incite or promote violence, abuse, or any infliction of bodily harm\
  \ to an individual\n3. Intentionally deceive or mislead others, including use of\
  \ FAIR Research Materials related to the following:\nGenerating, promoting, or furthering\
  \ fraud or the creation or promotion of disinformation\nGenerating, promoting, or\
  \ furthering defamatory content, including the creation of defamatory statements,\
  \ images, or other content\nGenerating, promoting, or further distributing spam\n\
  Impersonating another individual without consent, authorization, or legal right\n\
  Representing that outputs of FAIR research materials or outputs from technology\
  \ using FAIR research materials are human-generated\nGenerating or facilitating\
  \ false online engagement, including fake reviews and other means of fake online\
  \ engagement\n4. Fail to appropriately disclose to end users any known dangers of\
  \ your Research Materials.\nPlease report any violation of this Policy or other\
  \ problems that could lead to a violation of this Policy by submitting a report\
  \ here [https://docs.google.com/forms/d/e/1FAIpQLSeb11cryAopJ7LNrC4nxEUXrHY26hfkXQMf_uH-oFgA3WlYZQ/viewform].\
  \ \n"
extra_gated_fields:
  First Name: text
  Last Name: text
  Date of birth: date_picker
  Country: country
  Affiliation: text
  Job title:
    type: select
    options:
    - Student
    - Research Graduate
    - AI researcher
    - AI developer/engineer
    - Reporter
    - Other
  geo: ip_location
  ? By clicking Submit below I accept the terms of the license and acknowledge that
    the information I provide will be collected stored processed and shared in accordance
    with the Meta Privacy Policy
  : checkbox
extra_gated_description: The information you provide will be collected, stored, processed
  and shared in accordance with the [Meta Privacy Policy](https://www.facebook.com/privacy/policy/).
extra_gated_button_content: Submit
extra_gated_heading: Please be sure to provide your full legal name, date of birth,
  and full organization name with all corporate identifiers. Avoid the use of acronyms
  and special characters. Failure to follow these instructions may prevent you from
  accessing this model and others on Hugging Face. You will not have the ability to
  edit this form after submission, so please ensure all information is accurate.
language:
- en
library_name: mlx
tags:
- facebook
- meta
- pytorch
- mobilellm
- mlx
base_model: facebook/MobileLLM-R1-360M
pipeline_tag: text-generation
---

# samairtimer/MobileLLM-R1-360M-4bit

This model [samairtimer/MobileLLM-R1-360M-4bit](https://huggingface.co/samairtimer/MobileLLM-R1-360M-4bit) was
converted to MLX format from [facebook/MobileLLM-R1-360M](https://huggingface.co/facebook/MobileLLM-R1-360M)
using mlx-lm version **0.27.1**.

## Use with mlx

```bash
pip install mlx-lm
```

```python
from mlx_lm import load, generate

model, tokenizer = load("samairtimer/MobileLLM-R1-360M-4bit")

prompt = "hello"

if tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, add_generation_prompt=True
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)
```