Update README.md

README.md

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