By accessing this model, you are agreeing to the Gemma Terms of Use.
Gemma is a family of decoder-only, text-to-text large language models for English language, built from the same research and technology used to create the Gemini models. Gemma models have open weights and offer pre-trained variants and instruction-tuned variants. These models are well-suited for a variety of text generation tasks, including question answering, summarization, and reasoning. Their relatively small size makes it possible to deploy them in environments with limited resources such as a laptop, desktop, or your own cloud infrastructure, democratizing access to state-of-the-art AI models and helping foster innovation for everyone. For more details, refer the the Gemma model card released by Google.
Gemma models are compatiable with NeMo Framework.
NVIDIA releases Gemma checkpoints converted to the *.nemo
format to allow users to quickly customize them using techniques offered by NeMo Framework.
ngc registry model download-version "nvidia/nemo/gemma_2b_base:1.1"
You may use the NeMo Framework container available on NGC which has all the dependencies installed in it. Example:
export NEMO_IMAGE="nvcr.io/nvidia/nemo:24.01.gemma"
docker pull $NEMO_IMAGE
Follow our playbook to customize Gemma models, export, and deploy them: https://github.com/NVIDIA/GenerativeAIExamples/tree/main/models/Gemma
These models were evaluated against a large collection of different datasets and metrics to cover different aspects of text generation:
Benchmark | Metric | 2B Base | 7B Base |
---|---|---|---|
MMLU | 5-shot, top-1 | 42.3 | 64.3 |
HellaSwag | 0-shot | 71.4 | 81.2 |
PIQA | 0-shot | 77.3 | 81.2 |
SocialIQA | 0-shot | 59.7 | 51.8 |
BooIQ | 0-shot | 69.4 | 83.2 |
WinoGrande | partial score | 65.4 | 72.3 |
CommonsenseQA | 7-shot | 65.3 | 71.3 |
OpenBookQA | 47.8 | 52.8 | |
ARC-e | 73.2 | 81.5 | |
ARC-c | 42.1 | 53.2 | |
TriviaQA | 5-shot | 53.2 | 63.4 |
Natural Questions | 5-shot | 23 | |
HumanEval | pass@1 | 22.0 | 32.3 |
MBPP | 3-shot | 29.2 | 44.4 |
GSM8K | maj@1 | 17.7 | 46.4 |
MATH | 4-shot | 11.8 | 24.3 |
AGIEval | 24.2 | 41.7 | |
BIG-Bench | 35.2 | 55.1 | |
Average | 54.0 | 56.4 |
NVIDIA did not perform bias or toxicity removal or model alignment on the Gemma models.
By using, reproducing, modifying, distributing, performing or displaying any portion or element of Gemma, Model Derivatives including via any Hosted Service, (each as defined below) (collectively, the “Gemma Services”) or otherwise accepting the terms of this Agreement, you agree to be bound by this Agreement.
Section 1
DEFINITIONS
1.1 Definitions
1.2 As used in this Agreement, “including” means “including without limitation”.
Section 2
ELIGIBILITY AND USAGE
2.1 Eligibility. You represent and warrant that you have the legal capacity to enter into this Agreement (including being of sufficient age of consent). If you are accessing or using any of the Gemma Services for or on behalf of a legal entity, (a) you are entering into this Agreement on behalf of yourself and that legal entity, (b) you represent and warrant that you have the authority to act on behalf of and bind that entity to this Agreement and (c) references to “you” or “your” in the remainder of this Agreement refers to both you (as an individual) and that entity.
2.2 Use. You may use, reproduce, modify, Distribute, perform or display any of the Gemma Services only in accordance with the terms of this Agreement, and must not violate (or encourage or permit anyone else to violate) any term of this Agreement.
Section 3
DISTRIBUTION AND RESTRICTIONS
3.1 Distribution and Redistribution. You may reproduce or Distribute copies of Gemma or Model Derivatives if you meet all of the following conditions:
You may add your own intellectual property statement to your modifications and, except as set forth in this Section, may provide additional or different terms and conditions for use, reproduction, or Distribution of your modifications, or for any such Model Derivatives as a whole, provided your use, reproduction, modification, Distribution, performance, and display of Gemma otherwise complies with the terms and conditions of this Agreement. Any additional or different terms and conditions you impose must not conflict with the terms of this Agreement.
3.2 Use Restrictions. You must not use any of the Gemma Services:
To the maximum extent permitted by law, Google reserves the right to restrict (remotely or otherwise) usage of any of the Gemma Services that Google reasonably believes are in violation of this Agreement.
3.3 Generated Output. Google claims no rights in Outputs you generate using Gemma. You and your users are solely responsible for Outputs and their subsequent uses.
Section 4
ADDITIONAL PROVISIONS
4.1 Updates. Google may update Gemma from time to time, and you must make reasonable efforts to use the latest version of Gemma.
4.2 Trademarks. Nothing in this Agreement grants you any rights to use Google’s trademarks, trade names, logos or to otherwise suggest endorsement or misrepresent the relationship between you and Google. Google reserves any rights not expressly granted herein.
4.3 DISCLAIMER OF WARRANTY. UNLESS REQUIRED BY APPLICABLE LAW, THE GEMMA SERVICES, AND OUTPUTS, ARE PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, EITHER EXPRESS OR IMPLIED, INCLUDING ANY WARRANTIES OR CONDITIONS OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE. YOU ARE SOLELY RESPONSIBLE FOR DETERMINING THE APPROPRIATENESS OF USING, REPRODUCING, MODIFYING, PERFORMING, DISPLAYING OR OR DISTRIBUTING ANY OF THE GEMMA SERVICES OR OUTPUTS AND ASSUME ANY AND ALL RISKS ASSOCIATED WITH YOUR USE OR DISTRIBUTION OF ANY OF THE GEMMA SERVICES OR OUTPUTS AND YOUR EXERCISE OF RIGHTS AND PERMISSIONS UNDER THIS AGREEMENT.
4.4 LIMITATION OF LIABILITY. TO THE FULLEST EXTENT PERMITTED BY APPLICABLE LAW, IN NO EVENT AND UNDER NO LEGAL THEORY, WHETHER IN TORT (INCLUDING NEGLIGENCE), PRODUCT LIABILITY, CONTRACT, OR OTHERWISE, UNLESS REQUIRED BY APPLICABLE LAW, SHALL GOOGLE OR ITS AFFILIATES BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY DIRECT, INDIRECT, SPECIAL, INCIDENTAL, EXEMPLARY, CONSEQUENTIAL, OR PUNITIVE DAMAGES, OR LOST PROFITS OF ANY KIND ARISING FROM THIS AGREEMENT OR RELATED TO, ANY OF THE GEMMA SERVICES OR OUTPUTS EVEN IF GOOGLE OR ITS AFFILIATES HAVE BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
4.5 Term, Termination, and Survival. The term of this Agreement will commence upon your acceptance of this Agreement (including acceptance by your use, modification, or Distribution, reproduction, performance or display of any portion or element of the Gemma Services) and will continue in full force and effect until terminated in accordance with the terms of this Agreement. Google may terminate this Agreement if you are in breach of any term of this Agreement. Upon termination of this Agreement, you must delete and cease use and Distribution of all copies of Gemma and Model Derivatives in your possession or control. Sections 1, 2.1, 3.3, 4.2 to 4.9 shall survive the termination of this Agreement.
4.6 Governing Law and Jurisdiction. This Agreement will be governed by the laws of the State of California without regard to choice of law principles. The UN Convention on Contracts for the International Sale of Goods does not apply to this Agreement. The state and federal courts of Santa Clara County, California shall have exclusive jurisdiction of any dispute arising out of this Agreement.
4.7 Severability. If any provision of this Agreement is held to be invalid, illegal or unenforceable, the remaining provisions shall be unaffected thereby and remain valid as if such provision had not been set forth herein.
4.8 Entire Agreement. This Agreement states all the terms agreed between the parties and supersedes all other agreements between the parties as of the date of acceptance relating to its subject matter.
4.9 No Waiver. Google will not be treated as having waived any rights by not exercising (or delaying the exercise of) any rights under this Agreement.