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license: apache-2.0 |
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datasets: |
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- Taylor658/titan-hohmann-transfer-orbit |
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language: |
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- en |
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base_model: |
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- mistralai/Mistral-7B-Instruct-v0.3 |
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tags: |
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- transfer-orbits |
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- hohmann-transfer-orbits |
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- text-generation-inference |
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- transformers |
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--- |
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# Mistral 7B Fine-Tuned on Titan-Hohmann-Transfer-Orbit Dataset |
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## Model Card |
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### Model Overview |
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**Model Name**: `mistral-7b-titan-hohmann` |
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**Model Type**: Transformer-based language model |
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**Languages**: English |
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**License**: Apache License 2.0 |
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This model is based on the **Mistral-7B-Instruct-v0.3** foundation model and is being fine-tuned on the **titan-hohmann-transfer-orbit** dataset. It is designed to assist with advanced orbital calculations, specifically focusing on space probe Hohmann transfer orbits, and includes support for native function calling and multimodal inputs. |
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### Model Details |
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- **Developers**: A Taylor |
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- **Model Architecture**: Transformer-based with enhancements for code generation and multimodal processing |
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- **Parameters**: 7 Billion |
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- **Native Function Calling**: Supported |
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- **Multimodal Capabilities**: Text and image processing |
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### Intended Use |
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- **Primary Applications**: |
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- Assist aerospace engineers with calculations related to Hohmann transfer orbits |
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- Facilitate research by offering computational assistance in orbital dynamics |
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- **Usage Scenarios**: |
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- Calculating delta-v requirements |
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- Estimating transfer times between celestial bodies |
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- Visualizing orbital trajectories |
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### Training Data |
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- **Dataset Name**: `titan-hohmann-transfer-orbit` |
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- **Description**: A specialized dataset containing textual explanations, code snippets, and diagrams related to probe orbital mechanics and Hohmann transfer orbits. |
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- **Data Modalities**: |
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- **Text**: Technical documentation and literature on orbital mechanics |
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- **Code**: Sample code for orbital calculations and simulations |
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- **Images**: Diagrams illustrating probe orbital paths and spacecraft maneuvers |
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### Training Procedure |
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The model is currently being fine tuned to enhance its capabilities in handling advanced orbital calculations and multimodal inputs. Key enhancements will include: |
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1. **Multimodal Processing**: Enabling the model to interpret and generate both text and image data related to orbital mechanics. |
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2. **Native Function Calling**: Integrating the ability to execute predefined computational functions within responses for accurate and dynamic calculations. |
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3. **Domain-Specific Fine-Tuning**: Adjusting the model's parameters using the `titan-hohmann-transfer-orbit` dataset to improve performance on tasks related to Hohmann transfer orbits. |
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4. **Validation and Testing**: Ensuring the model's outputs are accurate and reliable by comparing them against established benchmarks in the field. |
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### How to Use |
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- **Input Format**: |
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- **Examples**: |
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### Limitations |
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- **Work in Progress**: The model is currently being fine-tuned; performance may improve over time. |
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- **Domain Specificity**: Optimized for Hohman transfer orbits. |
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- **Computational Resources**: Requires adequate computational power for optimal performance due to model size and complexity. |
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### Ethical Considerations |
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- **Accuracy**: Users should verify critical calculations independently. |
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- **Professional Use**: Intended to assist professionals; not a substitute for expert judgment. |
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### Acknowledgements |
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- **Mistral AI**: For providing the Mistral 8B foundation model. |
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- **Dataset Contributors**: A Taylor |
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- **Open-Source Community**: Appreciation for the tools and libraries that made this project possible. |
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### License |
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- **Model License**: Apache License 2.0 |
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- **Dataset License**: Apache License 2.0 |
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### Future Work |
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- **Next Version**: Calculations for mineral rich asteroids within the Van Allen belt, and other natural satellites beyond it, including significant inclination adjustments, will be included in version 2.0 |
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### Contact Information |
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- **Author**: A Taylor |
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- **Email** |
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- **Repository**: https://github.com/ATaylorAerospace/HohmannHET |
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