README.md

metadata

base_model: meta-llama/Meta-Llama-3.1-8B-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_fields:
  Affiliation: text
  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
  Country: country
  Date of birth: date_picker
  First Name: text
  Job title:
    options:
      - Student
      - Research Graduate
      - AI researcher
      - AI developer/engineer
      - Reporter
      - Other
    type: select
  Last Name: text
  geo: ip_location
extra_gated_prompt: >-
  ### LLAMA 3.1 COMMUNITY LICENSE AGREEMENT

  Llama 3.1 Version Release Date: July 23, 2024

  "Agreement" means the terms and conditions for use, reproduction, distribution
  and modification of the  Llama Materials set forth herein.

  "Documentation" means the specifications, manuals and documentation
  accompanying Llama 3.1 distributed by Meta at
  https://llama.meta.com/doc/overview.

  "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.

  "Llama 3.1" 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://llama.meta.com/llama-downloads.

  "Llama Materials" means, collectively, Meta’s proprietary Llama 3.1 and
  Documentation (and any portion thereof) made available under this Agreement.

  "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).
     
  1. License Rights and Redistribution.

  a. 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 Llama Materials to use,
  reproduce, distribute, copy, create derivative works of, and make
  modifications to the Llama Materials.

  b. Redistribution and Use.

  i. 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 “Built with Llama” 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 “Llama” at the
  beginning of any such AI model name.

  ii. 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.

  iii. You must retain in all copies of the Llama Materials that you distribute
  the following attribution notice within a “Notice” text file distributed as a
  part of such copies: “Llama 3.1 is licensed under the Llama 3.1 Community
  License, Copyright © Meta Platforms, Inc. All Rights Reserved.”

  iv. 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://llama.meta.com/llama3_1/use-policy), which is hereby incorporated by
  reference into this Agreement.

  2. Additional Commercial Terms. If, on the Llama 3.1 version release date, the
  monthly active users of the products or services made available by or for
  Licensee, or Licensee’s 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.

  3. Disclaimer of Warranty. UNLESS REQUIRED BY APPLICABLE LAW, THE LLAMA
  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 LLAMA MATERIALS AND ASSUME ANY
  RISKS ASSOCIATED WITH YOUR USE OF THE LLAMA MATERIALS AND ANY OUTPUT AND
  RESULTS.

  4. 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.

  5. Intellectual Property.

  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 “Llama” (the “Mark”) solely as required to comply with the last
  sentence of Section 1.b.i. You will comply with Meta’s 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.

  b. Subject to Meta’s 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.

  c. 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 3.1 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.

  6. 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.

  7. 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.

  ### Llama 3.1 Acceptable Use Policy

  Meta is committed to promoting safe and fair use of its tools and features,
  including Llama 3.1. If you access or use Llama 3.1, you agree to this
  Acceptable Use Policy (“Policy”). The most recent copy of this policy can be
  found at
  [https://llama.meta.com/llama3_1/use-policy](https://llama.meta.com/llama3_1/use-policy)

  #### Prohibited Uses

  We want everyone to use Llama 3.1 safely and responsibly. You agree you will
  not use, or allow others to use, Llama 3.1 to:
   1. Violate the law or others’ rights, including to:
      1. Engage in, promote, generate, contribute to, encourage, plan, incite, or further illegal or unlawful activity or content, such as:
          1. Violence or terrorism
          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
          3. Human trafficking, exploitation, and sexual violence
          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.
          5. Sexual solicitation
          6. Any other criminal activity
      3. Engage in, promote, incite, or facilitate the harassment, abuse, threatening, or bullying of individuals or groups of individuals
      4. 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
      5. Engage in the unauthorized or unlicensed practice of any profession including, but not limited to, financial, legal, medical/health, or related professional practices
      6. Collect, process, disclose, generate, or infer health, demographic, or other sensitive personal or private information about individuals without rights and consents required by applicable laws
      7. 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
      8. 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
  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 Llama 3.1 related to the following:
      1. 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
      2. Guns and illegal weapons (including weapon development)
      3. Illegal drugs and regulated/controlled substances
      4. Operation of critical infrastructure, transportation technologies, or heavy machinery
      5. Self-harm or harm to others, including suicide, cutting, and eating disorders
      6. Any content intended to incite or promote violence, abuse, or any infliction of bodily harm to an individual
  3. Intentionally deceive or mislead others, including use of Llama 3.1 related
  to the following:
      1. Generating, promoting, or furthering fraud or the creation or promotion of disinformation
      2. Generating, promoting, or furthering defamatory content, including the creation of defamatory statements, images, or other content
      3. Generating, promoting, or further distributing spam
      4. Impersonating another individual without consent, authorization, or legal right
      5. Representing that the use of Llama 3.1 or outputs are human-generated
      6. Generating or facilitating false online engagement, including fake reviews and other means of fake online engagement
  4. Fail to appropriately disclose to end users any known dangers of your AI
  system

  Please report any violation of this Policy, software “bug,” or other problems
  that could lead to a violation of this Policy through one of the following
  means:
      * Reporting issues with the model: [https://github.com/meta-llama/llama-models/issues](https://github.com/meta-llama/llama-models/issues)
      * Reporting risky content generated by the model:
      developers.facebook.com/llama_output_feedback
      * Reporting bugs and security concerns: facebook.com/whitehat/info
      * Reporting violations of the Acceptable Use Policy or unlicensed uses of Meta Llama 3: LlamaUseReport@meta.com
inference: false
language:
  - en
  - de
  - fr
  - it
  - pt
  - hi
  - es
  - th
library_name: gguf
license: llama3.1
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

Meta-Llama-3.1-8B-Instruct-IMat-GGUF

Llama.cpp imatrix quantization of meta-llama/Meta-Llama-3.1-8B-Instruct

Original Model: meta-llama/Meta-Llama-3.1-8B-Instruct
Original dtype: BF16 (bfloat16)
Quantized by: https://github.com/ggerganov/llama.cpp/pull/8676
IMatrix dataset: here

• Files
  • IMatrix
  • Common Quants
  • All Quants
• Downloading using huggingface-cli
• Inference
  • Simple chat template
  • Chat template with system prompt
  • Llama.cpp
• FAQ
  • Why is the IMatrix not applied everywhere?
  • How do I merge a split GGUF?

---

Files

IMatrix

Status: ⏳ Processing
Link: here

Common Quants

Filename	Quant type	File Size	Status	Uses IMatrix	Is Split
Meta-Llama-3.1-8B-Instruct.Q8_0	Q8_0	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q6_K	Q6_K	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q4_K	Q4_K	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q3_K	Q3_K	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q2_K	Q2_K	-	⏳ Processing	🟢 IMatrix	-

All Quants

Filename	Quant type	File Size	Status	Uses IMatrix	Is Split
Meta-Llama-3.1-8B-Instruct.BF16	BF16	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.FP16	F16	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q8_0	Q8_0	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q6_K	Q6_K	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q5_K	Q5_K	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q5_K_S	Q5_K_S	-	⏳ Processing	⚪ Static	-
Meta-Llama-3.1-8B-Instruct.Q4_K	Q4_K	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q4_K_S	Q4_K_S	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ4_NL	IQ4_NL	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ4_XS	IQ4_XS	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q3_K	Q3_K	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q3_K_L	Q3_K_L	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q3_K_S	Q3_K_S	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ3_M	IQ3_M	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ3_S	IQ3_S	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ3_XS	IQ3_XS	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ3_XXS	IQ3_XXS	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q2_K	Q2_K	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.Q2_K_S	Q2_K_S	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ2_M	IQ2_M	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ2_S	IQ2_S	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ2_XS	IQ2_XS	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ2_XXS	IQ2_XXS	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-Instruct.IQ1_M	IQ1_M	-	⏳ Processing	🟢 IMatrix	-
Meta-Llama-3.1-8B-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/Meta-Llama-3.1-8B-Instruct-IMat-GGUF --include "Meta-Llama-3.1-8B-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/Meta-Llama-3.1-8B-Instruct-IMat-GGUF --include "Meta-Llama-3.1-8B-Instruct.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's

---

Inference

Simple chat template

<|begin_of_text|><|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|><|start_header_id|>assistant<|end_header_id|>

Chat template with system prompt

<|begin_of_text|><|start_header_id|>system<|end_header_id|>

{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|><|start_header_id|>assistant<|end_header_id|>

Llama.cpp

llama.cpp/main -m Meta-Llama-3.1-8B-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, 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: Meta-Llama-3.1-8B-Instruct.Q8_0)
3. Run gguf-split --merge Meta-Llama-3.1-8B-Instruct.Q8_0/Meta-Llama-3.1-8B-Instruct.Q8_0-00001-of-XXXXX.gguf Meta-Llama-3.1-8B-Instruct.Q8_0.gguf
   • Make sure to point gguf-split to the first chunk of the split.

---

Got a suggestion? Ping me @legraphista!