File size: 4,139 Bytes
52b848e
 
 
 
 
 
 
36a4489
0f2484b
 
 
 
 
52b848e
 
36a4489
52b848e
 
 
 
 
36a4489
52b848e
 
 
 
36a4489
52b848e
 
 
 
 
 
 
36a4489
52b848e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6a4271b
52b848e
 
 
6a4271b
52b848e
 
 
 
 
6a4271b
52b848e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b1747cf
6a4271b
52b848e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
07d9ce2
b1747cf
07d9ce2
b1747cf
52b848e
 
 
 
 
b1747cf
52b848e
 
36a4489
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
---
license: apache-2.0
datasets:
- Taylor658/titan-hohmann-transfer-orbit
language:
- en
base_model:
- mistralai/Mistral-7B-Instruct-v0.3
tags:
- transfer-orbits
- hohmann-transfer-orbits
- text-generation-inference
- transformers
---

# 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

- **Author**: A Taylor
- **Email** 
- **Repository**: https://github.com/ATaylorAerospace/HohmannHET

---