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README.md
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A Streamlit application to predict concrete creep strain over time using a specialized LLM-style model.
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## Deployment Instructions
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### Prerequisites
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- Python 3.8 or higher
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- pip for package installation
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### Installation
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1. Clone or download this repository
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2. Install the required packages:
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```
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pip install -r requirements.txt
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```
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3. Run the Streamlit app:
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```
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streamlit run app.py
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```
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## How to Use
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1. Open the app in your web browser (typically at http://localhost:8501)
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2. Adjust the concrete properties using the sidebar controls:
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- Density (kg/m³)
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- Compressive Strength (MPa)
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- Elastic Modulus (MPa)
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- Initial Creep Value
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3. Set the desired time range for prediction
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4. Click "Predict Creep Strain" to generate results
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5. View the prediction charts and download the results as CSV if needed
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## Files
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- `app.py`: Standalone application code
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- `requirements.txt`: Required Python packages
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- `best_llm_model-16.pt`: Pre-trained model
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- `scalers/`: Directory containing normalization scalers
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- `feature_scaler.pkl`: Scaler for input features
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- `creep_scaler.pkl`: Scaler for creep values
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- `time_values.pkl`: Time values for prediction
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## Model Information
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The application uses a specialized LLM-style transformer model to predict concrete creep strain based on concrete properties (density, compressive strength, and elastic modulus). The model performs autoregressive prediction to estimate creep over time.
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---
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title: Creep Concrete Predictor
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emoji: 🚗
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colorFrom: blue
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colorTo: green
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sdk: streamlit
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sdk_version: "1.29.0"
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app_file: app.py
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pinned: false
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---
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