Model Overview

Description:

Nemotron-Mini-4B Instruct is a model for generating responses for roleplaying, retrieval augmented generation, and function calling. It is a small language model (SLM) optimized through distillation, pruning and quantization for speed and on-device deployment. VRAM usage has been minimized to approximately 2 GB, providing significantly faster time to first token compared to LLMs. The NVIDIA Nemotron-Mini-4B Instruct ONNX INT4 model is quantized with TensorRT Model Optimizer.

Steps followed to generate this quantized model:

\n
Download Nemotron-Mini-4B Instruct model in Pytorch bfloat16 format from HuggingFace.
\n
\n
Convert PyTorch model to ONNX FP16 using onnxruntime-genai model builder.
\n
\n
Quantize Nemotron-Mini-4B Instruct ONNX FP16 model to Nemotron-Mini-4B Instruct ONNX INT4 AWQ model using TensorRT Model Optimizer – Windows.
\n

This model is ready for commercial/non-commercial use.

Additional Information: Apache License, Version 2.0.

References(s):

Nemotron Mini 4B Model

Model Architecture:

Architecture Type: Transformer
\nNetwork Architecture: Decoder-only

Input:

\n
Input Type: Text
\n
\n
Input Format: String
\n
\n
Input Parameters: One Dimensional (1D)
\n
\n
Other Properties Related to Input: The model has a maximum of 4096 input tokens.
\n

Output:

\n
Output Type(s):Text (Response)
\n
\n
Output Format:String
\n
\n
Output Parameters:1D
\n
\n
Other Properties Related to Output:The model has a maximum of 4096 input tokens. Maximum output for both versions can be set apart from input.
\n

Software Integration:

Runtime(s): Not Applicable (N/A)

Supported Hardware Microarchitecture Compatibility: NVIDIA Ampere and newer GPUs. 6GB or higher VRAM GPUs are recommended. Higher VRAM may be required for larger context length use cases.

Supported Operating System(s): Windows

Model Version(s): 1.0

Training, Testing, and Evaluation Datasets:

Refer to Nemotron-Mini-4B Model Card for the details.

Calibration Dataset: cnn_daily mail used for calibration .

\n
Link:cnn_daily mail
\n
\n
Data Collection Method by dataset: [Automated]
\n
\n
Labeling Method by dataset:[Unknown]
\n

Evaluation Dataset:

\n
Link: MMLU
\n
\n
Data Collection Method by dataset: [Unknown]
\n
\n
Labeling Method by dataset: [Not Applicable]
\n

Evaluation Results:

MMLU Accuracy ( 5 shot ) :\nWith GenAI ORT->DML backend, the following accuracy metrics were run on a desktop RTX 4090 GPU system.\n\"overall_accuracy\": 56.01

Test configuration:

\n
GPU: RTX 4090, RTX3090.
\n
\n
Windows 11: 23H2
\n
\n
NVIDIA Graphics driver: R565 or higherr
\n

Inference:

We used GenAI ORT->DML backend for inference. The instructions to use this backend are given in readme.txt file available under “Files” tab.

Ethical Considerations:

NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.\nPlease report security vulnerabilities or NVIDIA AI Concerns here.

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\n**Network Architecture:** Decoder-only
\n\n## Input: \n* Input Type: Text\n \n* Input Format: String\n \n* Input Parameters: One Dimensional (1D)\n \n* Other Properties Related to Input: The model has a maximum of 4096 input tokens. \n\n## Output: \n* Output Type(s):Text (Response)\n \n* Output Format:String\n\n* Output Parameters:1D\n\n* Other Properties Related to Output:The model has a maximum of 4096 input tokens. Maximum output for both versions can be set apart from input.
\n\n\n## Software Integration:\nRuntime(s): Not Applicable (N/A) \n\nSupported Hardware Microarchitecture Compatibility: NVIDIA Ampere and newer GPUs. 6GB or higher VRAM GPUs are recommended. Higher VRAM may be required for larger context length use cases. \n\nSupported Operating System(s): Windows \n\nModel Version(s): 1.0 \n## Training, Testing, and Evaluation Datasets: \nRefer to [Nemotron-Mini-4B Model Card]( https://huggingface.co/nvidia/Nemotron-Mini-4B-Instruct) for the details. \n\n### Calibration Dataset: [cnn_daily mail](https://huggingface.co/datasets/abisee/cnn_dailymail) used for calibration . \n* Link:[cnn_daily mail](https://huggingface.co/datasets/abisee/cnn_dailymail)\n\n* Data Collection Method by dataset: [Automated]\n\n* Labeling Method by dataset:[Unknown] \n\n### Evaluation Dataset: \n* Link: [MMLU](https://people.eecs.berkeley.edu/~hendrycks/data.tar)\n \n* Data Collection Method by dataset: [Unknown]\n\n* Labeling Method by dataset: [Not Applicable] \n\n### Evaluation Results:\nMMLU Accuracy ( 5 shot ) : \nWith GenAI ORT->DML backend, the following accuracy metrics were run on a desktop RTX 4090 GPU system. \n\"overall_accuracy\": 56.01 \n\n**Test configuration:**\n\n* ***GPU:*** RTX 4090, RTX3090.\n\n* ***Windows 11:*** 23H2\n\n* ***NVIDIA Graphics driver:*** R565 or higherr \n\n\n### Inference:\nWe used GenAI ORT->DML backend for inference. The instructions to use this backend are given in readme.txt file available under “Files” tab. \n\n### Ethical Considerations:\nNVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse. \nPlease report security vulnerabilities or NVIDIA AI Concerns [here](https://www.nvidia.com/en-us/support/submit-security-vulnerability/).","displayName","Nemotoron-Mini-4B-Instruct-ONNX-INT4-RTX",["D",1741240192783],"publisher","Mistral AI","latestVersion","collectionCounts","imageUrl","/api/image/nvidia/-/models/nemotoron-mini-4b-instruct-onnx-int4-rtx","rawImageUrl","https://catalog.ngc.nvidia.com/demos/mistral.jpg","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","Field | Response\n:---------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------\nParticipation considerations from adversely impacted groups ([protected classes](https://www.senate.ca.gov/content/protected-classes)) in model design and testing: | None\nMeasures taken to mitigate against unwanted bias: | None","explainability","Field | Response\n:------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------\nIntended Application & Domain: | Game NPC Development\nModel Type: | Generative Pre-Trained Transformer (GPT)\nIntended User: | Enterprise developers building game NPCs.\nOutput: | Text String(s)\nDescribe how the model works: | Generates a response using the input text and context such as NPC background information. \nName the adversely impacted groups this has been tested to deliver comparable outcomes regardless of: | Not Applicable\nVerified to have met prescribed NVIDIA quality standards: | Yes\nPerformance Metrics: | Accuracy, Latency, and Throughput\nPotential Known Risks: | The model was trained on data that contains toxic language and societal biases originally crawled from the internet. Therefore, the model may amplify those biases and return toxic responses especially when prompted with toxic prompts. The model may generate answers that may be inaccurate, omit key information, or include irrelevant or redundant text producing socially unacceptable or undesirable text, even if the prompt itself does not include anything explicitly offensive. This issue could be exacerbated without the use of the recommended prompt template. The model may also amplify biases and return toxic responses especially when prompted with toxic prompts. If you are going to use this model in an agentic workflow, validate that the imported packages are from a trusted source to ensure end-to-end security.\nTechnical Limitation : | The model was trained on data that contains toxic language and societal biases originally crawled from the internet. Therefore, the model may amplify those biases and return toxic responses especially when prompted with toxic prompts. The model may generate answers that may be inaccurate, omit key information, or include irrelevant or redundant text producing socially unacceptable or undesirable text, even if the prompt itself does not include anything explicitly offensive. \nLicensing: | [NVIDIA Open Model License Agreement](https://developer.download.nvidia.com/licenses/nvidia-open-model-license-agreement-june-2024.pdf)","privacy","Field | Response\n:----------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------\nGeneratable or reverse engineerable personal data? | None\nWas consent obtained for any personal data used? | Not Applicable\nProtected class data used to create this model? | Datasets used for fine-tuning did not introduce any personal data that did not exist in the base model.\nHow often is dataset reviewed? | Before Release\nIs a mechanism in place to honor data subject right of access or deletion of personal data? | Not Applicable\nIf personal data collected for the development of the model, was it collected directly by NVIDIA? | Not Applicable\nIf personal data collected for the development of the model by NVIDIA, do you maintain or have access to disclosures made to data subjects? | Not Applicable\nIf personal data collected for the development of this AI model, was it minimized to only what was required? | Not Applicable\nIs there provenance for all datasets used in training? | Yes\nDoes data labeling (annotation, metadata) comply with privacy laws? | Yes\nIs data compliant with data subject requests for data correction or removal, if such a request was made? | Not Applicable","safetyAndSecurity","Field | Response\n:---------------------------------------------------|:----------------------------------\nModel Application(s): | NPC Conversation \nDescribe the life-critical impact (if present). | None Known\nUse Case Restrictions: | Abide by [NVIDIA Open Model Community License Agreement](https://developer.download.nvidia.com/licenses/nvidia-open-model-license-agreement-june-2024.pdf)\nModel and dataset restrictions: | The Principle of least privilege (PoLP) is applied limiting access for dataset generation and model development. 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