--- base_model: meta-llama/Llama-3.2-1B-Instruct extra_gated_button_content: Submit 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_prompt: "### LLAMA 3.2 COMMUNITY LICENSE AGREEMENT\n\nLlama 3.2 Version\ \ Release Date: September 25, 2024\n\n\u201CAgreement\u201D means the terms and\ \ conditions for use, reproduction, distribution and modification of the Llama\ \ Materials set forth herein.\n\n\u201CDocumentation\u201D means the specifications,\ \ manuals and documentation accompanying Llama 3.2 distributed by Meta at https://llama.meta.com/doc/overview.\n\ \n\u201CLicensee\u201D or \u201Cyou\u201D means you, or your employer or any other\ \ person or entity (if you are entering into this Agreement on such person or entity\u2019\ 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\u201C\ Llama 3.2\u201D means the foundational large language models and software and algorithms,\ \ including machine-learning model code, trained model weights, inference-enabling\ \ code, training-enabling code, fine-tuning enabling code and other elements of\ \ the foregoing distributed by Meta at https://www.llama.com/llama-downloads.\n\ \n\u201CLlama Materials\u201D means, collectively, Meta\u2019s proprietary Llama\ \ 3.2 and Documentation (and any portion thereof) made available under this Agreement.\n\ \n\u201CMeta\u201D or \u201Cwe\u201D 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\nBy clicking \u201CI Accept\u201D below or by using\ \ or distributing any portion or element of the Llama Materials, you agree to be\ \ bound by this Agreement.\n\n1. License Rights and Redistribution.\na. Grant of\ \ Rights. You are granted a non-exclusive, worldwide, non-transferable and royalty-free\ \ limited license under Meta\u2019s intellectual property or other rights owned\ \ by Meta embodied in the Llama Materials to use, reproduce, distribute, copy, create\ \ derivative works of, and make modifications to the Llama Materials. \nb. Redistribution\ \ and Use. \ni. If you distribute or make available the Llama Materials (or any\ \ derivative works thereof), or a product or service (including another AI model)\ \ that contains any of them, you shall (A) provide a copy of this Agreement with\ \ any such Llama Materials; and (B) prominently display \u201CBuilt with Llama\u201D\ \ on a related website, user interface, blogpost, about page, or product documentation.\ \ If you use the Llama Materials or any outputs or results of the Llama Materials\ \ to create, train, fine tune, or otherwise improve an AI model, which is distributed\ \ or made available, you shall also include \u201CLlama\u201D at the beginning of\ \ any such AI model name.\nii. If you receive Llama Materials, or any derivative\ \ works thereof, from a Licensee as part of an integrated end user product, then\ \ Section 2 of this Agreement will not apply to you. \niii. You must retain in all\ \ copies of the Llama Materials that you distribute the following attribution notice\ \ within a \u201CNotice\u201D text file distributed as a part of such copies: \u201C\ Llama 3.2 is licensed under the Llama 3.2 Community License, Copyright \xA9 Meta\ \ Platforms, Inc. All Rights Reserved.\u201D\niv. Your use of the Llama Materials\ \ must comply with applicable laws and regulations (including trade compliance laws\ \ and regulations) and adhere to the Acceptable Use Policy for the Llama Materials\ \ (available at https://www.llama.com/llama3_2/use-policy), which is hereby incorporated\ \ by reference into this Agreement.\n \n2. Additional Commercial Terms. If, on\ \ the Llama 3.2 version release date, the monthly active users of the products or\ \ services made available by or for Licensee, or Licensee\u2019s affiliates, is\ \ greater than 700 million monthly active users in the preceding calendar month,\ \ you must request a license from Meta, which Meta may grant to you in its sole\ \ discretion, and you are not authorized to exercise any of the rights under this\ \ Agreement unless or until Meta otherwise expressly grants you such rights.\n3.\ \ Disclaimer of Warranty. UNLESS REQUIRED BY APPLICABLE LAW, THE LLAMA MATERIALS\ \ AND ANY OUTPUT AND RESULTS THEREFROM ARE PROVIDED ON AN \u201CAS IS\u201D 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 LLAMA MATERIALS AND ASSUME ANY RISKS ASSOCIATED WITH YOUR USE OF THE LLAMA\ \ 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 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\ a. No trademark licenses are granted under this Agreement, and in connection with\ \ the Llama Materials, neither Meta nor Licensee may use any name or mark owned\ \ by or associated with the other or any of its affiliates, except as required\ \ for reasonable and customary use in describing and redistributing the Llama Materials\ \ or as set forth in this Section 5(a). Meta hereby grants you a license to use\ \ \u201CLlama\u201D (the \u201CMark\u201D) solely as required to comply with the\ \ last sentence of Section 1.b.i. You will comply with Meta\u2019s brand guidelines\ \ (currently accessible at https://about.meta.com/brand/resources/meta/company-brand/).\ \ All goodwill arising out of your use of the Mark will inure to the benefit of\ \ Meta.\nb. Subject to Meta\u2019s ownership of Llama Materials and derivatives\ \ made by or for Meta, with respect to any derivative works and modifications of\ \ the Llama Materials that are made by you, as between you and Meta, you are and\ \ will be the owner of such derivative works and modifications.\nc. If you institute\ \ litigation or other proceedings against Meta or any entity (including a cross-claim\ \ or counterclaim in a lawsuit) alleging that the Llama Materials or Llama 3.2 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 Llama Materials.\n6. Term and Termination. The term of\ \ this Agreement will commence upon your acceptance of this Agreement or access\ \ to the Llama 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 Llama 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### Llama 3.2 Acceptable Use Policy\n\ Meta is committed to promoting safe and fair use of its tools and features, including\ \ Llama 3.2. If you access or use Llama 3.2, you agree to this Acceptable Use Policy\ \ (\u201C**Policy**\u201D). The most recent copy of this policy can be found at\ \ [https://www.llama.com/llama3_2/use-policy](https://www.llama.com/llama3_2/use-policy).\n\ #### Prohibited Uses\nWe want everyone to use Llama 3.2 safely and responsibly.\ \ You agree you will not use, or allow others to use, Llama 3.2 to:\n1. Violate\ \ the law or others\u2019 rights, including to:\n 1. Engage in, promote, generate,\ \ contribute to, encourage, plan, incite, or further illegal or unlawful activity\ \ or content, such as:\n 1. Violence or terrorism\n 2. Exploitation\ \ or harm to children, including the solicitation, creation, acquisition, or dissemination\ \ of child exploitative content or failure to report Child Sexual Abuse Material\n\ \ 3. Human trafficking, exploitation, and sexual violence\n 4. 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.\n 5. Sexual solicitation\n 6. Any\ \ other criminal activity\n 1. Engage in, promote, incite, or facilitate the\ \ harassment, abuse, threatening, or bullying of individuals or groups of individuals\n\ \ 2. Engage 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\n 3.\ \ Engage in the unauthorized or unlicensed practice of any profession including,\ \ but not limited to, financial, legal, medical/health, or related professional\ \ practices\n 4. Collect, process, disclose, generate, or infer private or sensitive\ \ information about individuals, including information about individuals\u2019 identity,\ \ health, or demographic information, unless you have obtained the right to do so\ \ in accordance with applicable law\n 5. Engage 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 products or services\ \ using the Llama Materials\n 6. Create, 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 7. Engage in any action, or\ \ facilitate any action, to intentionally circumvent or remove usage restrictions\ \ or other safety measures, or to enable functionality disabled by Meta\_\n2. 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 Llama\ \ 3.2 related to the following:\n 8. Military, 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 or to the U.S. Biological Weapons Anti-Terrorism Act of 1989\ \ or the Chemical Weapons Convention Implementation Act of 1997\n 9. Guns and\ \ illegal weapons (including weapon development)\n 10. Illegal drugs and regulated/controlled\ \ substances\n 11. Operation of critical infrastructure, transportation technologies,\ \ or heavy machinery\n 12. Self-harm or harm to others, including suicide, cutting,\ \ and eating disorders\n 13. Any 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 Llama 3.2 related to the following:\n 14.\ \ Generating, promoting, or furthering fraud or the creation or promotion of disinformation\n\ \ 15. Generating, promoting, or furthering defamatory content, including the\ \ creation of defamatory statements, images, or other content\n 16. Generating,\ \ promoting, or further distributing spam\n 17. Impersonating another individual\ \ without consent, authorization, or legal right\n 18. Representing that the\ \ use of Llama 3.2 or outputs are human-generated\n 19. Generating 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 AI system 5. Interact with third party tools, models, or software designed\ \ to generate unlawful content or engage in unlawful or harmful conduct and/or represent\ \ that the outputs of such tools, models, or software are associated with Meta or\ \ Llama 3.2\n\nWith respect to any multimodal models included in Llama 3.2, the\ \ rights granted under Section 1(a) of the Llama 3.2 Community License Agreement\ \ are not being granted to you if you are an individual domiciled in, or a company\ \ with a principal place of business in, the European Union. This restriction does\ \ not apply to end users of a product or service that incorporates any such multimodal\ \ models.\n\nPlease report any violation of this Policy, software \u201Cbug,\u201D\ \ or other problems that could lead to a violation of this Policy through one of\ \ the following means:\n\n* Reporting issues with the model: [https://github.com/meta-llama/llama-models/issues](https://l.workplace.com/l.php?u=https%3A%2F%2Fgithub.com%2Fmeta-llama%2Fllama-models%2Fissues&h=AT0qV8W9BFT6NwihiOHRuKYQM_UnkzN_NmHMy91OT55gkLpgi4kQupHUl0ssR4dQsIQ8n3tfd0vtkobvsEvt1l4Ic6GXI2EeuHV8N08OG2WnbAmm0FL4ObkazC6G_256vN0lN9DsykCvCqGZ)\n\ * Reporting risky content generated by the model: [developers.facebook.com/llama_output_feedback](http://developers.facebook.com/llama_output_feedback)\n\ * Reporting bugs and security concerns: [facebook.com/whitehat/info](http://facebook.com/whitehat/info)\n\ * Reporting violations of the Acceptable Use Policy or unlicensed uses of Llama\ \ 3.2: LlamaUseReport@meta.com" inference: false language: - en - de - fr - it - pt - hi - es - th library_name: gguf license: llama3.2 pipeline_tag: text-generation quantized_by: legraphista tags: - facebook - meta - pytorch - llama - llama-3 - quantized - GGUF - quantization - imat - imatrix - static - 16bit - 8bit - 6bit - 5bit - 4bit - 3bit - 2bit - 1bit --- # Llama-3.2-1B-Instruct-IMat-GGUF _Llama.cpp imatrix quantization of meta-llama/Llama-3.2-1B-Instruct_ Original Model: [meta-llama/Llama-3.2-1B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct) Original dtype: `BF16` (`bfloat16`) Quantized by: llama.cpp [b3825](https://github.com/ggerganov/llama.cpp/releases/tag/b3825) IMatrix dataset: [here](https://gist.githubusercontent.com/bartowski1182/eb213dccb3571f863da82e99418f81e8/raw/b2869d80f5c16fd7082594248e80144677736635/calibration_datav3.txt) - [Files](#files) - [IMatrix](#imatrix) - [Common Quants](#common-quants) - [All Quants](#all-quants) - [Downloading using huggingface-cli](#downloading-using-huggingface-cli) - [Inference](#inference) - [Simple chat template](#simple-chat-template) - [Chat template with system prompt](#chat-template-with-system-prompt) - [Llama.cpp](#llama-cpp) - [FAQ](#faq) - [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere) - [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf) --- ## Files ### IMatrix Status: ✅ Available Link: [here](https://huggingface.co/legraphista/Llama-3.2-1B-Instruct-IMat-GGUF/blob/main/imatrix.dat) ### Common Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | [Llama-3.2-1B-Instruct.Q8_0.gguf](https://huggingface.co/legraphista/Llama-3.2-1B-Instruct-IMat-GGUF/blob/main/Llama-3.2-1B-Instruct.Q8_0.gguf) | Q8_0 | 1.32GB | ✅ Available | ⚪ Static | 📦 No | [Llama-3.2-1B-Instruct.Q6_K.gguf](https://huggingface.co/legraphista/Llama-3.2-1B-Instruct-IMat-GGUF/blob/main/Llama-3.2-1B-Instruct.Q6_K.gguf) | Q6_K | 1.02GB | ✅ Available | ⚪ Static | 📦 No | Llama-3.2-1B-Instruct.Q4_K | Q4_K | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q3_K | Q3_K | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q2_K | Q2_K | - | ⏳ Processing | 🟢 IMatrix | - ### All Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | Llama-3.2-1B-Instruct.BF16 | BF16 | - | ⏳ Processing | ⚪ Static | - | Llama-3.2-1B-Instruct.FP16 | F16 | - | ⏳ Processing | ⚪ Static | - | [Llama-3.2-1B-Instruct.Q8_0.gguf](https://huggingface.co/legraphista/Llama-3.2-1B-Instruct-IMat-GGUF/blob/main/Llama-3.2-1B-Instruct.Q8_0.gguf) | Q8_0 | 1.32GB | ✅ Available | ⚪ Static | 📦 No | [Llama-3.2-1B-Instruct.Q6_K.gguf](https://huggingface.co/legraphista/Llama-3.2-1B-Instruct-IMat-GGUF/blob/main/Llama-3.2-1B-Instruct.Q6_K.gguf) | Q6_K | 1.02GB | ✅ Available | ⚪ Static | 📦 No | [Llama-3.2-1B-Instruct.Q5_K.gguf](https://huggingface.co/legraphista/Llama-3.2-1B-Instruct-IMat-GGUF/blob/main/Llama-3.2-1B-Instruct.Q5_K.gguf) | Q5_K | 911.50MB | ✅ Available | ⚪ Static | 📦 No | Llama-3.2-1B-Instruct.Q5_K_S | Q5_K_S | - | ⏳ Processing | ⚪ Static | - | Llama-3.2-1B-Instruct.Q4_K | Q4_K | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q4_K_S | Q4_K_S | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ4_NL | IQ4_NL | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ4_XS | IQ4_XS | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q3_K | Q3_K | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q3_K_L | Q3_K_L | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q3_K_S | Q3_K_S | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ3_M | IQ3_M | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ3_S | IQ3_S | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ3_XS | IQ3_XS | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ3_XXS | IQ3_XXS | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q2_K | Q2_K | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.Q2_K_S | Q2_K_S | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ2_M | IQ2_M | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ2_S | IQ2_S | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ2_XS | IQ2_XS | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ2_XXS | IQ2_XXS | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | - | Llama-3.2-1B-Instruct.IQ1_S | IQ1_S | - | ⏳ Processing | 🟢 IMatrix | - ## Downloading using huggingface-cli If you do not have hugginface-cli installed: ``` pip install -U "huggingface_hub[cli]" ``` Download the specific file you want: ``` huggingface-cli download legraphista/Llama-3.2-1B-Instruct-IMat-GGUF --include "Llama-3.2-1B-Instruct.Q8_0.gguf" --local-dir ./ ``` If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run: ``` huggingface-cli download legraphista/Llama-3.2-1B-Instruct-IMat-GGUF --include "Llama-3.2-1B-Instruct.Q8_0/*" --local-dir ./ # see FAQ for merging GGUF's ``` --- ## Inference ### Simple chat template ``` <|begin_of_text|><|start_header_id|>system<|end_header_id|> Cutting Knowledge Date: December 2023 Today Date: 26 Jul 2024 <|eot_id|><|start_header_id|>user<|end_header_id|> {user_prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|> {assistant_response}<|eot_id|><|start_header_id|>user<|end_header_id|> {next_user_prompt}<|eot_id|> ``` ### Chat template with system prompt ``` <|begin_of_text|><|start_header_id|>system<|end_header_id|> Cutting Knowledge Date: December 2023 Today Date: 26 Jul 2024 {system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|> {user_prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|> {assistant_response}<|eot_id|><|start_header_id|>user<|end_header_id|> {next_user_prompt}<|eot_id|> ``` ### Llama.cpp ``` llama.cpp/main -m Llama-3.2-1B-Instruct.Q8_0.gguf --color -i -p "prompt here (according to the chat template)" ``` --- ## FAQ ### Why is the IMatrix not applied everywhere? According to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1993iro/ggufs_quants_can_punch_above_their_weights_now/), it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results). ### How do I merge a split GGUF? 1. Make sure you have `gguf-split` available - To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases - Download the appropriate zip for your system from the latest release - Unzip the archive and you should be able to find `gguf-split` 2. Locate your GGUF chunks folder (ex: `Llama-3.2-1B-Instruct.Q8_0`) 3. Run `gguf-split --merge Llama-3.2-1B-Instruct.Q8_0/Llama-3.2-1B-Instruct.Q8_0-00001-of-XXXXX.gguf Llama-3.2-1B-Instruct.Q8_0.gguf` - Make sure to point `gguf-split` to the first chunk of the split. --- Got a suggestion? Ping me [@legraphista](https://x.com/legraphista)!