Model Overview

Description:

RNAPro is a model for predicting RNA 3D structure from sequence, combining AF3-like co-folding architectures with RNA foundation models, MSAs, and template-based modeling. It tackles the challenge of accurate RNA structure prediction by providing a computational alternative to expensive, time-consuming wet-lab structure determination, thereby supporting structure-driven drug discovery. The primary users are computational biologists, drug discovery researchers, and developers working on representation learning and generative AI for biological data. The model integrates into drug discovery pipelines by reducing wet-lab burden for target identification, validation, and downstream RNA generative modeling. This model is ready for commercial and non-commercial use.

License/Terms of Use

Governing Terms: Use of this model is governed by the NVIDIA Open Model License Agreement.

Deployment Geography:

Global

Use Case:

RNAPro can be used by RNA therapeutics developers for understanding RNA function and designing RNA-based therapeutics.

Release Date:

GitHub 01/09/2026 via https://github.com/NVIDIA-Digital-Bio/RNAPro
\nHugging Face 01/09/2026 via:

NGC 01/09/2026 via https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/models/

Model Architecture:

RNAPro consists of an input embedder, an MSA module, a gating module, and a template module that process the input sequence, MSA, RNA foundation model features, and templates. The Pairformer block is used to update the single and pair representations. Finally, a diffusion module takes these updated single and pair representations to predict the 3D structure.

Number of model parameters: 488,301,921\n

Input:

Input Type(s): Text (RNA sequence, MSA), Binary (templates)
\nInput Format:

Text: CSV (RNA sequence), FASTA (MSA)
Binary: Templates

Input Parameters:

Text: 1D
Binary: 3D

Other Properties Related to Input: RNA sequence, MSA, and templates are automatically cropped to the 512 length.

Output:

Output Type(s): RNA 3D structure coordinates
\nOutput Format: CIF
\nOutput Parameters: 3D
\nOther Properties Related to Output: CIF files including all atom structures will be saved.

Our AI models are designed and/or optimized to run on NVIDIA GPU-accelerated systems. By leveraging NVIDIA’s hardware (e.g. GPU cores) and software frameworks (e.g., CUDA libraries), the model achieves faster training and inference times compared to CPU-only solutions.

Software Integration:

Runtime Engine(s):

PyTorch

Supported Hardware Microarchitecture Compatibility:

NVIDIA Ampere
NVIDIA Hopper
NVIDIA Blackwell

Preferred/Supported Operating System(s):

Linux

The integration of foundation and fine-tuned models into AI systems requires additional testing using use-case-specific data to ensure safe and effective deployment. Following the V-model methodology, iterative testing and validation at both unit and system levels are essential to mitigate risks, meet technical and functional requirements, and ensure compliance with safety and ethical standards before deployment.

Model Version(s):

We are releasing three best models — one each for the private, public, and RNA-puzzle target datasets — based on the leaderboard test datasets from the Stanford RNA 3D Folding Kaggle Competition.\n

RNAPro-Private-Best-500M
RNAPro-Public-Best-500M

Training, Testing, and Evaluation Datasets:

Training Datasets:

(1) Stanford RNA 3D Folding Kaggle dataset Link: Stanford RNA 3D Folding\n

Data Modality

Text (RNA sequence, MSA, structures)

Properties: The Stanford RNA 3D Folding dataset contains 5,135 RNA sequences and structure labels. MSA files are included for some RNA sequences. Training labels include only alpha-carbon structures.

Non-Audio, Image, Text Training Data Size: The dataset contains corresponding CSVs, FASTAs, and CIFs totaling 65.1GB.

Data Collection Method:

Human

Labeling Method by Dataset:

Human

(2) Stanford RNA 3D Folding all-atom Link: Stanford RNA 3D Folding all atom\n

Data Modality

Text (RNA sequence, MSA, structures)

Properties: Stanford RNA 3D Folding all atom dataset contains 5,135 RNA sequences and structures. Training labels include all-atom structures.

Non-Audio, Image, Text Training Data Size: The dataset contains corresponding CSVs, totaling 108.49 GB.

Data Collection Method:

Human

Labeling Method by Dataset:

Human

(3) Protenix dataset Link: Protenix dataset\n

Data Modality

Text (biomolecular CIF files, JSON files, MSA files)

Properties: This dataset includes biological sequences, molecules, and structure files to train a biomolecule structure prediction model called Protenix. We used the files components.v20240608.cif and components.v20240608.cif.rdkit_mol.pkl for this project.

Non-Audio, Image, Text Training Data Size: The dataset contains pre-processed files, MSAs, structure files, totaling 1TB.

Data Collection Method:

Human

Labeling Method by Dataset:

Human

Evaluation Datasets:

Stanford RNA 3D Folding private dataset Link: Stanford RNA 3D Folding\n

Data Modality

Text (RNA sequence, MSA, structures)

Properties: The Stanford RNA 3D Folding private dataset contains recently synthesized RNA sequences and structure labels.

Non-Audio, Image, Text Training Data Size: The dataset contains corresponding CSVs and CIFs.

Data Collection Method:

Human

Labeling Method by Dataset:

Human

Inference:

Acceleration Engine: cuEquivariance
\nTest Hardware: A100, H100, GB300

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.

For more detailed information on ethical considerations for this model, please see the Model Card++ Bias, Explainability, Safety & Security, and Privacy Subcards.

Users are responsible for ensuring the physical properties of model-generated molecules are appropriately evaluated and comply with applicable safety regulations and ethical standards.

Please report model quality, risk, security vulnerabilities or NVIDIA AI Concerns here.

","resourceVersions",[229,230],"resourceVersionsTotal","hasMoreVersions","versionMetadata",{"_212":28,"_213":-5,"_52":116,"_113":-5,"_117":214,"_119":-5,"_215":115,"_124":125,"_121":90,"_216":217,"_120":90,"_218":-5,"_219":34,"_220":129,"_221":34,"_222":129,"_223":34,"_224":129,"_225":34,"_226":129,"_227":34,"_122":228},"versionNotFound","isLoggedIn","latestVersionPath","/orgs/nvidia/clara/resources/rnapro/-","-","imageReference","cliDownloadCommand","ngc registry resource download-version nvidia/clara/rnapro:1.0","helmFetchCommand","viewAllVersionsPath","/orgs/nvidia/clara/resources/rnapro/-/version-history","accessCheckResult",{"_211":90},"hasRelatedCollections","context",{"_207":208,"_209":210},1787405860727,[],[],[199,200,201,202,203,204,205],{"_48":62,"_50":73,"_52":64,"_54":65,"_56":74,"_58":59},{"_48":62,"_50":71,"_52":64,"_54":65,"_56":72,"_58":59},{"_48":62,"_50":69,"_52":64,"_54":65,"_56":70,"_58":59},{"_48":62,"_50":67,"_52":64,"_54":65,"_56":206,"_58":59},{"_48":62,"_50":63,"_52":64,"_54":65,"_56":66,"_58":59},{"_48":60,"_50":61,"_52":53,"_54":55,"_56":57,"_58":59},{"_48":49,"_50":51,"_52":53,"_54":55,"_56":57,"_58":59},59,"orgName","nvidia","teamName","clara","allowed","versionId","description",["D",1767986132355],"totalSizeInBytes","malwareScanStatus","CLEAN","releaseNotes","hasReleaseNotes","setup","hasSetup","quickStartGuide","hasQuickStartGuide","advanced","hasAdvanced","performance","hasPerformance",[],{"_85":183,"_112":232,"_113":-5,"_121":90,"_120":90,"_122":231,"_219":34},{"_85":28,"_112":28,"_113":-5,"_121":90,"_120":90,"_122":231,"_219":34},[],"Latest (1.0)","nvidia/clara/rnapro","key","nvidia/clara/resources/rnapro","resourceId","rnapro","shortDescription","RNAPro Model Weights","# Model Overview\n\n## Description:\nRNAPro is a model for predicting RNA 3D structure from sequence, combining AF3-like co-folding architectures with RNA foundation models, MSAs, and template-based modeling. It tackles the challenge of accurate RNA structure prediction by providing a computational alternative to expensive, time-consuming wet-lab structure determination, thereby supporting structure-driven drug discovery. The primary users are computational biologists, drug discovery researchers, and developers working on representation learning and generative AI for biological data. The model integrates into drug discovery pipelines by reducing wet-lab burden for target identification, validation, and downstream RNA generative modeling. This model is ready for commercial and non-commercial use.
\n\n\n\n## License/Terms of Use\n\nGoverning Terms: Use of this model is governed by the [NVIDIA Open Model License Agreement](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/).\n\n## Deployment Geography:\nGlobal
\n\n## Use Case:
\n\n- RNAPro can be used by RNA therapeutics developers for understanding RNA function and designing RNA-based therapeutics.
\n\n## Release Date:
\nGitHub 01/09/2026 via https://github.com/NVIDIA-Digital-Bio/RNAPro
\nHugging Face 01/09/2026 via:\n- https://huggingface.co/nvidia/RNAPro-Private-Best-500M\n- https://huggingface.co/nvidia/RNAPro-Public-Best-500M\n
\n\nNGC 01/09/2026 via https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/models/
\n\n\n\n## Model Architecture:\nRNAPro consists of an input embedder, an MSA module, a gating module, and a template module that process the input sequence, MSA, RNA foundation model features, and templates. The Pairformer block is used to update the single and pair representations. Finally, a diffusion module takes these updated single and pair representations to predict the 3D structure.\n\nNumber of model parameters: 488,301,921\n
\n\n## Input:
\n**Input Type(s):** Text (RNA sequence, MSA), Binary (templates)
\n**Input Format:** \n- Text: CSV (RNA sequence), FASTA (MSA)\n- Binary: Templates\n\n**Input Parameters:**
\n- Text: 1D \n- Binary: 3D\n\n**Other Properties Related to Input:** RNA sequence, MSA, and templates are automatically cropped to the 512 length.\n\n\n## Output:
\n**Output Type(s):** RNA 3D structure coordinates
\n**Output Format:** CIF
\n**Output Parameters:** 3D
\n**Other Properties Related to Output:** CIF files including all atom structures will be saved.\n\nOur AI models are designed and/or optimized to run on NVIDIA GPU-accelerated systems. By leveraging NVIDIA’s hardware (e.g. GPU cores) and software frameworks (e.g., CUDA libraries), the model achieves faster training and inference times compared to CPU-only solutions.
\n\n## Software Integration:\n**Runtime Engine(s):**\n* PyTorch\n\n\n**Supported Hardware Microarchitecture Compatibility:**
\n* NVIDIA Ampere
\n* NVIDIA Hopper\n* NVIDIA Blackwell\n\n\n**Preferred/Supported Operating System(s):**\n* Linux
\n\n\nThe integration of foundation and fine-tuned models into AI systems requires additional testing using use-case-specific data to ensure safe and effective deployment. Following the V-model methodology, iterative testing and validation at both unit and system levels are essential to mitigate risks, meet technical and functional requirements, and ensure compliance with safety and ethical standards before deployment.
\n\n\n## Model Version(s):\nWe are releasing three best models — one each for the private, public, and RNA-puzzle target datasets — based on the leaderboard test datasets from the [Stanford RNA 3D Folding Kaggle Competition.\n](https://www.kaggle.com/competitions/stanford-rna-3d-folding)\n\n- RNAPro-Private-Best-500M
\n- RNAPro-Public-Best-500M
\n\n## Training, Testing, and Evaluation Datasets:\n\n### Training Datasets:\n\n(1) Stanford RNA 3D Folding Kaggle dataset **Link:** [Stanford RNA 3D Folding\n](https://www.kaggle.com/competitions/stanford-rna-3d-folding)
\n\n**Data Modality**
\n* Text (RNA sequence, MSA, structures)
\n\n**Properties:** The Stanford RNA 3D Folding dataset contains 5,135 RNA sequences and structure labels. MSA files are included for some RNA sequences. Training labels include only alpha-carbon structures.
\n\n**Non-Audio, Image, Text Training Data Size:** The dataset contains corresponding CSVs, FASTAs, and CIFs totaling 65.1GB.\n\n**Data Collection Method:**\n* Human
\n\n**Labeling Method by Dataset:**\n* Human
\n\n\n(2) Stanford RNA 3D Folding all-atom **Link:** [Stanford RNA 3D Folding all atom\n](https://www.kaggle.com/datasets/rhijudas/stanford-rna-3d-folding-all-atom-train-data)
\n\n**Data Modality**
\n* Text (RNA sequence, MSA, structures)
\n\n**Properties:** Stanford RNA 3D Folding all atom dataset contains 5,135 RNA sequences and structures. Training labels include all-atom structures.
\n\n**Non-Audio, Image, Text Training Data Size:** The dataset contains corresponding CSVs, totaling 108.49 GB.\n\n**Data Collection Method:**\n* Human
\n\n**Labeling Method by Dataset:**\n* Human
\n\n(3) Protenix dataset **Link:** [Protenix dataset\n](https://github.com/bytedance/Protenix/blob/main/docs/training.md)
\n\n**Data Modality**
\n* Text (biomolecular CIF files, JSON files, MSA files)
\n\n**Properties:** This dataset includes biological sequences, molecules, and structure files to train a biomolecule structure prediction model called Protenix. We used the files `components.v20240608.cif` and `components.v20240608.cif.rdkit_mol.pkl` for this project.
\n\n**Non-Audio, Image, Text Training Data Size:** The dataset contains pre-processed files, MSAs, structure files, totaling 1TB.\n\n**Data Collection Method:**\n* Human
\n\n**Labeling Method by Dataset:**\n* Human
\n\n\n### Evaluation Datasets:\n\nStanford RNA 3D Folding private dataset **Link:** [Stanford RNA 3D Folding\n](https://www.kaggle.com/competitions/stanford-rna-3d-folding)
\n\n**Data Modality**
\n* Text (RNA sequence, MSA, structures)
\n\n**Properties:** The Stanford RNA 3D Folding private dataset contains recently synthesized RNA sequences and structure labels.
\n\n**Non-Audio, Image, Text Training Data Size:** The dataset contains corresponding CSVs and CIFs.\n\n**Data Collection Method:**\n* Human
\n\n**Labeling Method by Dataset:**\n* Human
\n\n## Inference:\n**Acceleration Engine:** cuEquivariance
\n**Test Hardware:** A100, H100, GB300
\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.
\n\nFor more detailed information on ethical considerations for this model, please see the Model Card++ Bias, Explainability, Safety & Security, and Privacy Subcards.\n\nUsers are responsible for ensuring the physical properties of model-generated molecules are appropriately evaluated and comply with applicable safety regulations and ethical standards.
\n\nPlease report model quality, risk, security vulnerabilities or NVIDIA AI Concerns [here](https://www.nvidia.com/en-us/support/submit-security-vulnerability/).
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This tracking cookie allows a website to link visitor behaviour to the recipient of an email marketing campaign, to measure campaign effectiveness.","investor.nvidia.com","This cookie is associated with Eventbrite and is used to deliver content tailored to the end user's interests and improve content creation. This cookie is also used for event-booking purposes.","_gat_gtag_UA_140825383_2","Google Analytics","_rdt_uuid","This cookie is set by Reddit and is used for tracking the views of embedded videos and performance of the advertisements.","catalog.ngc.nvidia.com","_uetsid","This cookie is used by Bing to determine what ads should be shown that may be relevant to the end user perusing the site. 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It helps track your activity on the platform, including how you interact with their embedded services on other websites.","C0003","Personalization Cookies","These cookies collect data about how you have interacted with our website to help us improve your web experience, such as which pages you have visited. These cookies may store a unique ID so that our system will remember you when you return. They may be set by us or by third party providers whose services we have added to our pages. These cookies enable us to provide enhanced website functionality and personalization as well as make the marketing messages we send to you more relevant to your interests. If you do not allow these cookies, then some or all of these services may not function properly.",[613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637],[584,585,586,587,588],{"_423":498,"_241":498,"_213":129,"_396":608},{"_423":472,"_241":472,"_213":129,"_396":603},{"_423":598,"_241":598,"_213":129,"_396":599},{"_423":593,"_241":593,"_213":129,"_396":594},{"_423":589,"_241":589,"_213":129,"_396":590},"nvidia.partners",[591],{"_112":592,"_429":589,"_430":34,"_213":466},"edge","app.hushly.com",[595],{"_112":596,"_429":593,"_430":34,"_213":597},"*CORS","This domain is associated with Hushly, a platform that provides lead conversion solutions for content marketing by using personalization and content engagement strategies.","github.com",[600],{"_112":601,"_429":598,"_430":34,"_213":602},"_octo","This domain is owned by Github. 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These cookies may store a unique ID so that our system will remember you when you return. Information collected with these cookies is used to measure and find ways to improve website performance.",3,[697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725],[677,678,679,680],{"_423":692,"_241":692,"_213":129,"_396":693},{"_423":687,"_241":687,"_213":129,"_396":688},{"_423":485,"_241":485,"_213":129,"_396":684},{"_423":598,"_241":598,"_213":129,"_396":681},[682],{"_112":683,"_429":598,"_430":90,"_213":602},"_gh_sess",[685],{"_112":686,"_429":485,"_430":90,"_213":492},"YSC","bizible.com",[689],{"_112":690,"_429":687,"_430":34,"_213":691},"_BUID","Bizible is a marketing attribution software that tracks the performance of marketing efforts and connects them to revenue, primarily used for B2B environments.","a.usbrowserspeed.com",[694],{"_112":695,"_429":692,"_430":34,"_213":696},"tuid","This domain is owned by Ookla which provides internet speed testing services through its Speedtest application.",{"_112":767,"_429":544,"_430":34,"_213":768},{"_112":752,"_429":766,"_430":90,"_213":753},{"_112":735,"_429":547,"_430":34,"_213":659},{"_112":735,"_429":647,"_430":34,"_213":659},{"_112":764,"_429":544,"_430":34,"_213":765},{"_112":752,"_429":550,"_430":90,"_213":753},{"_112":762,"_429":544,"_430":34,"_213":763},{"_112":752,"_429":547,"_430":90,"_213":753},{"_112":760,"_429":646,"_430":34,"_213":761},{"_112":752,"_429":668,"_430":90,"_213":753},{"_112":732,"_429":547,"_430":34,"_213":734},{"_112":758,"_429":544,"_430":90,"_213":759},{"_112":756,"_429":544,"_430":34,"_213":757},{"_112":754,"_429":544,"_430":90,"_213":755},{"_112":752,"_429":642,"_430":90,"_213":753},{"_112":750,"_429":544,"_430":34,"_213":751},{"_112":748,"_429":544,"_430":34,"_213":749},{"_112":746,"_429":544,"_430":90,"_213":747},{"_112":744,"_429":651,"_430":34,"_213":745},{"_112":732,"_429":642,"_430":34,"_213":734},{"_112":742,"_429":544,"_430":34,"_213":743},{"_112":740,"_429":544,"_430":90,"_213":741},{"_112":738,"_429":544,"_430":34,"_213":739},{"_112":736,"_429":544,"_430":34,"_213":737},{"_112":735,"_429":544,"_430":34,"_213":659},{"_112":732,"_429":733,"_430":34,"_213":734},{"_112":730,"_429":544,"_430":34,"_213":731},{"_112":728,"_429":544,"_430":90,"_213":729},{"_112":726,"_429":544,"_430":34,"_213":727},"_ga_xxxxxxxxxx","Used by Google Analytics to identify and track an individual session with your device.","s_ppvl","This cookie is set by Adobe Analytics to store information on the percentage of the page displayed to the end user.","coveo_visitorId","This cookie name is associated with Coveo which is used to store a unique user ID for marketing purposes and to track the number of distinct users who submitted a query or clicked an item, counting them only once even if they did the same query or clicked the same item over the course of many visits.","_dd_s","marketplace.nvidia.com","Datadog Cookie used to group all events generated from a unique user session across multiple pages. 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