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Titan-Hohmann

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hohmann-transfer-orbits
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metadata
license: apache-2.0
datasets:
  - Taylor658/titan-hohmann-transfer-orbit
language:
  - en
base_model:
  - mistralai/Ministral-8B-Instruct-2410

Mistral 8B Fine-Tuned on Titan-Hohmann-Transfer-Orbit Dataset

Model Card

Model Overview

Model Name: mistral-8b-titan-hohmann
Model Type: Transformer-based language model
Languages: English
License: Apache License 2.0

This model is based on the Mistral 8B 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 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: 8 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 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 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 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 orbital mechanics; may not perform well on unrelated topics.
  • 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

Contact Information

Note: This model card provides an overview of the ongoing fine-tuning efforts for the Mistral 8B model on the titan-hohmann-transfer-orbit dataset. Details are subject to change as development progresses.