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title: Atlas 1 Demo
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sdk: gradio
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app_file: app.py
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pinned: false
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---
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title: Atlas 1 Demo
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emoji: 🧪
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colorFrom: blue
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colorTo: purple
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sdk: gradio
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sdk_version: 4.0.0
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app_file: app.py
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pinned: false
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license: mit
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tags:
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- molecular-property-prediction
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- chemistry
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- graph-neural-network
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- 3d-visualization
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---
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# Atlas 1: Molecular Property Prediction Demo
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Interactive demo for **Atlas 1**, a state-of-the-art Geometric GNN that predicts molecular properties (HOMO energy) from 3D structures.
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## Features
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- 🔬 **2D Molecular Structures** - Clean chemical diagrams
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- 🌐 **3D Interactive View** - Rotatable molecules with proper atom colors
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- ⚡ **Real-time Predictions** - Instant HOMO energy predictions
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- 📊 **Model Performance** - RMSE: 0.109 eV, MAE: 0.061 eV, Pearson r: 0.994
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- 🎨 **Professional UI** - Modern Gradio interface with examples
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## How to Use
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1. Enter a SMILES string (e.g., `C1=CC=CC=C1` for benzene)
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2. Click "Predict HOMO Energy"
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3. View the 2D structure, 3D interactive molecule, and prediction results
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## Example Molecules
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- **Methane**: `C`
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- **Benzene**: `C1=CC=CC=C1`
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- **Caffeine**: `CN1C=NC2=C1C(=O)N(C(=O)N2C)C`
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- **Ethanol**: `CCO`
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## Model Details
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- **Architecture**: CFConv + SE(3)-equivariant features
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- **Parameters**: 2.5M
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- **Training**: QM9 dataset (130k molecules)
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- **Performance**: 2.2× better than baseline
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## Links
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- **Model**: [Reverb/atlas-1-molecular-property-prediction](https://huggingface.co/Reverb/atlas-1-molecular-property-prediction)
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- **GitHub**: Atlas Project
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- **Paper**: Coming soon
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---
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**Part of the Atlas Series**: From properties to structures
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