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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ #'---
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+ license: apache-2.0
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+ datasets:
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+ - Taylor658/fluid_dynamics_test
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+ language:
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+ - en
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+ base_model:
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+ - mistralai/Mistral-8B
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+ ---
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+
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+ # Electrohydrodynamics for Hall Effect Thrusters
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+
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+ ## Model Card
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+
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+ ### Model Overview
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+ **Model Name**: `mistral-8b-hall-thruster-fluid-dynamics`
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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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+
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+ This model is based on the **Mistral 8B** foundation model and is being fine-tuned on the **Taylor658/fluid_dynamics_test** dataset. It is designed to assist with understanding electrohydrodynamics, plasma-fluid interactions, and related fluid dynamic phenomena in Hall Effect Thrusters (HETs).
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+
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+ ---
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+
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+ ### Model Details
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+
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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**: 8 Billion
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+ - **Native Function Calling**: Supported
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+ - **Multimodal Capabilities**: Text-based domain discussions
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+
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+ ---
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+
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+ ### Intended Use
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+
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+ - **Primary Applications**:
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+ - Assist aerospace engineers and researchers in analyzing plasma and fluid flows in HET channels
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+ - Provide support for understanding electrohydrodynamics in propulsion systems
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+ - Facilitate research by offering computational assistance in modeling plasma-fluid interactions
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+ - **Usage Scenarios**:
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+ - Discussing the influence of magnetic fields on electron mobility
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+ - Explaining ionization dynamics in the thruster discharge channel
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+ - Interpreting simulation data and theoretical results for efficiency and plume characteristics
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+
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+ ---
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+
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+ ### Training Data
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+
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+ - **Dataset Name**: `Taylor658/fluid_dynamics_test`
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+ - **Description**: A dataset containing textual explanations, theoretical derivations, and computational concepts related to fluid dynamics and plasma interactions in Hall thrusters.
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+ - **Data Modalities**:
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+ - **Text**: Technical documentation, research summaries, and theoretical analyses
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+ - **Code**:
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+
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+ ---
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+
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+ ### Training Procedure
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+
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+ The model will be fine tuned to enhance its capabilities in handling advanced fluid dynamics and plasma physics scenarios relevant to Hall Effect Thrusters. Key enhancements include:
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+ 1. **Domain-Specific Fine-Tuning**: Adjusting the model's parameters using the `Taylor658/fluid_dynamics_test` dataset to improve performance in electrohydrodynamics.
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+ 2. **Validation and Testing**: Ensuring the model’s outputs are accurate and reliable by comparing them against established literature and computational benchmarks.
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+ 3. **Iterative Refinement**: Continuously refining responses based on domain expert feedback and real-world problem sets.
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+
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+ ---
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+
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+ ### How to Use
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+
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+ - **Input Format**:
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+ - Natural language queries or prompts about electrohydrodynamics, fluid flow, or plasma phenomena in Hall Effect Thrusters.
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+ - **Examples**:
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+ - "Explain how the Hall parameter affects electron mobility in a Hall Effect Thruster."
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+ - "What are the primary factors influencing ionization efficiency in the thruster channel?"
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+
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+ ---
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+
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+ ### Limitations
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+
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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 Hall Effect Thruster fluid dynamics, may not generalize well outside this domain.
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+ - **Computational Resources**: Requires adequate computational power for optimal performance due to model size.
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+
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+ ---
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+
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+ ### Ethical Considerations
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+
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+ - **Accuracy**: Intended as a research and educational aid; not a substitute for expert judgment.
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+
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+ ---
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+
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+ ### Acknowledgements
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+
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+ - **Mistral AI**: For providing the Mistral 8B foundation model.
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+ - **Dataset Contributors**: Taylor658
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+ - **Open-Source Community**: Gratitude for tools and libraries that supported the fine-tuning process.
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+
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+ ---
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+
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+ ### License
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+
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+ - **Model License**: Apache License 2.0
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+ - **Dataset License**: Apache License 2.0
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+
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+ ### Future Work
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+ - **Next Version**: May incorporate advanced magnetohydrodynamic modeling, improved handling of variable mass flow rates, and refined treatments of plasma-wall interactions.
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+
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+ ---
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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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+
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+ ---
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+
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+ '
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+ '
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