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Titan-Hohmann

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transfer-orbits
hohmann-transfer-orbits
text-generation-inference
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metadata
license: apache-2.0
datasets:
  - Taylor658/titan-hohmann-transfer-orbit
language:
  - en
base_model:
  - mistralai/Mistral-7B-Instruct-v0.3

Mistral 7B Fine-Tuned on Titan-Hohmann-Transfer-Orbit Dataset

Model Card

Model Overview

Model Name: mistral-7b-titan-hohmann
Model Type: Transformer-based language model
Languages: English
License: Apache License 2.0

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.

Model Details

  • Developers: A Taylor
  • Model Architecture: Transformer-based with enhancements for code generation and multimodal processing
  • Parameters: 7 Billion
  • Native Function Calling: Supported
  • Multimodal Capabilities: Text and image processing

Intended Use

  • Primary Applications:
    • Assist aerospace engineers with calculations related to Hohmann transfer orbits
    • Provide educational support for students studying orbital mechanics
    • Facilitate research by offering computational assistance in orbital dynamics
  • Usage Scenarios:
    • Calculating delta-v requirements
    • Estimating transfer times between celestial bodies
    • Visualizing orbital trajectories

Training Data

  • Dataset Name: titan-hohmann-transfer-orbit
  • Description: A specialized dataset containing textual explanations, code snippets, and diagrams related to probe orbital mechanics and Hohmann transfer orbits.
  • Data Modalities:
    • Text: Technical documentation and literature on orbital mechanics
    • Code: Sample code for orbital calculations and simulations
    • Images: Diagrams illustrating probe orbital paths and spacecraft maneuvers

Training Procedure

The model is currently being fine tuned to enhance its capabilities in handling advanced orbital calculations and multimodal inputs. Key enhancements will include:

  1. Multimodal Processing: Enabling the model to interpret and generate both text and image data related to orbital mechanics.
  2. Native Function Calling: Integrating the ability to execute predefined computational functions within responses for accurate and dynamic calculations.
  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.
  4. Validation and Testing: Ensuring the model's outputs are accurate and reliable by comparing them against established benchmarks in the field.

How to Use

  • Input Format:

  • Examples:

Limitations

  • Work in Progress: The model is currently being fine-tuned; performance may improve over time.
  • Domain Specificity: Optimized for Hohman transfer orbits.
  • Computational Resources: Requires adequate computational power for optimal performance due to model size and complexity.

Ethical Considerations

  • Accuracy: Users should verify critical calculations independently.
  • Professional Use: Intended to assist professionals; not a substitute for expert judgment.

Acknowledgements

  • Mistral AI: For providing the Mistral 8B foundation model.
  • Dataset Contributors: A Taylor
  • Open-Source Community: Appreciation for the tools and libraries that made this project possible.

License

  • Model License: Apache License 2.0
  • Dataset License: Apache License 2.0

Future Work

  • 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

Contact Information