README.md

---
license: cc-by-sa-4.0
base_model: mistralai/Mistral-7B-v0.3
tags:
- spiritual-ai
- astrology
- vedic
- numerology
- sanjay-jumaani
- mistral
- lora
- peft
- celestial
- divine-ai
- vastu
- palmistry
- tarot
- speed-optimized
language:
- en
pipeline_tag: text-generation
---

# 🌟 CELESTIAL Mistral 7B - Comprehensive Spiritual AI

## 🚀 **SPEED-OPTIMIZED TRAINING - 45-90 MINUTES!**

**Latest Update:** Added speed-optimized training notebook that reduces training time from 21+ hours to **45-90 minutes** (15-20x faster!)

## 🤖 **Model Overview**

CELESTIAL is a comprehensive spiritual AI model fine-tuned on Mistral 7B v0.3 with **50+ spiritual systems** including the newly integrated **Sanjay Jumaani numerology method**. This model provides authentic spiritual guidance across multiple traditions and practices.

### **🎯 Key Capabilities:**
- ⚡ **Speed-Optimized Training**: 45-90 minutes vs 21+ hours
- 🔢 **Sanjay Jumaani Numerology**: Authentic name correction method
- 🕉️ **50+ Spiritual Systems**: Complete coverage
- 🤖 **Divine AI Personas**: Krishna, Ganesha, Shiva, Devi, Hanuman, Saraswati
- 📊 **Swiss Ephemeris Integration**: Precise astronomical calculations
- 🏠 **Vastu Shastra**: Complete home/office analysis
- 🤲 **Palmistry**: Comprehensive hand reading
- 🔮 **Tarot**: All 78 cards with detailed interpretations

## 🔢 **NEW: Sanjay Jumaani Name Correction**

This model includes authentic **Sanjay Jumaani numerology method** for name correction:

### **Features:**
- **Chaldean Numerology**: Authentic alphabet values used by Sanjay Jumaani
- **Compatibility Analysis**: Birth date vs name number harmony
- **Celebrity Examples**: Based on real corrections (Ajay Devgn, Ekta Kapoor, etc.)
- **Practical Guidance**: Actionable name modification suggestions
- **Planetary Associations**: Colors, days, gemstones for each number

### **Example Usage:**
```python
prompt = """<|system|>
You are Celestia, the comprehensive spiritual AI guide with expertise in Sanjay Jumaani numerology.
<|user|>
I need Sanjay Jumaani name correction for Rahul Sharma, DOB: 10/05/1985.
<|assistant|>
"""

# Model will provide detailed numerological analysis with specific recommendations
```

## 🚀 **Speed-Optimized Training**

### **Performance Improvements:**
- **Training Time**: 21+ hours → **45-90 minutes** (15-20x faster!)
- **Batch Size**: 2 → **8** (4x larger)
- **GPU Utilization**: 50% → **80-95%**
- **Data Loading**: Parallel workers + pin memory
- **Logging Overhead**: 5x reduction

### **System Requirements:**
- **RAM**: 12GB+ (uses ~8-10GB)
- **GPU**: 15GB+ (uses ~12-13GB)
- **Expected Speed**: 0.15-0.20 it/s

## 📚 **Complete Feature Coverage**

### **🕉️ Vedic Spiritual Systems (16 Categories)**
1. **Vedic Astrology**: Kundli generation, planetary analysis, dasha predictions
2. **Numerology**: Life path, destiny, soul urge + **Sanjay Jumaani method**
3. **Vastu Shastra**: Home/office analysis, room optimization
4. **Palmistry**: Line reading, mount analysis, health predictions
5. **Tarot**: 78-card interpretations, spreads, future predictions
6. **Panchang**: Daily calendar, muhurat selection, festival dates
7. **KP Astrology**: Sub-lord analysis, precise timing
8. **Lal Kitab**: Unique remedies, karmic debt analysis
9. **Chinese Zodiac**: 12 animals, compatibility, yearly predictions
10. **Spiritual Roadmap**: 21-day programs, chakra balancing
11. **Dasha Analysis**: Vimshottari, Antardasha, precise timing
12. **Yoga & Meditation**: Asana sequences, pranayama
13. **Ayurveda**: Constitution analysis, dosha balancing
14. **Gemstone Therapy**: Stone recommendations, wearing methods
15. **Mantra Healing**: Sacred sounds, pronunciation
16. **Festival & Pilgrimage**: Celebration guidance, sacred sites

### **🤖 AI-Powered Features (4 Categories)**
17. **Swiss Ephemeris**: 0.01-degree astronomical accuracy
18. **AI Matchmaking**: Multi-dimensional compatibility analysis
19. **Divine AI Chat**: Krishna, Ganesha, Shiva, Devi personas
20. **Dream Interpretation**: Symbol analysis, spiritual meanings

### **🌟 Specialized Services (2 Categories)**
21. **Tara Chakra**: Energy analysis, chakra healing
22. **Spiritual Counseling**: Life guidance, crisis support

## 🚀 **Quick Start**

### **Option 1: Use Pre-trained Model**
```python
from transformers import AutoTokenizer, AutoModelForCausalLM
from peft import PeftModel

# Load base model and tokenizer
base_model = AutoModelForCausalLM.from_pretrained("mistralai/Mistral-7B-v0.3")
tokenizer = AutoTokenizer.from_pretrained("mistralai/Mistral-7B-v0.3")

# Load CELESTIAL fine-tuned weights
model = PeftModel.from_pretrained(base_model, "dp1812/celestial-mistral-7b-comprehensive")
```

### **Option 2: Speed-Optimized Training**
```python
# Use the provided speed-optimized notebook
# Expected training time: 45-90 minutes
# Dataset: dp1812/celestial-comprehensive-spiritual-ai
```

## 📁 **Repository Contents**

- **`CELESTIAL_Training_Notebook.ipynb`**: Speed-optimized training notebook
- **`SPEED_OPTIMIZATION_GUIDE.md`**: Comprehensive optimization guide
- **Model weights and configuration files**

## 🎯 **Training Details**

### **Base Model**: Mistral 7B v0.3
### **Method**: LoRA fine-tuning (r=16, alpha=32)
### **Dataset**: 3000+ conversations covering all 50+ features
### **Epochs**: 3
### **Batch Size**: 8 (speed-optimized)
### **Learning Rate**: 2e-4
### **Training Time**: 45-90 minutes (speed-optimized)

## 🔗 **Related Resources**

- **Dataset**: [dp1812/celestial-comprehensive-spiritual-ai](https://huggingface.co/datasets/dp1812/celestial-comprehensive-spiritual-ai)
- **Training Notebook**: `CELESTIAL_Training_Notebook.ipynb`
- **Optimization Guide**: `SPEED_OPTIMIZATION_GUIDE.md`
- **Platform**: [CELESTIAL Spiritual AI Platform](https://github.com/dp1812/CELESTIAL)

## 📄 **License**

Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)

## 🙏 **Acknowledgments**

- **Sanjay B Jumaani**: Numerology methodology and celebrity name correction examples
- **Swiss Ephemeris**: Astronomical calculation precision
- **Vedic Texts**: Traditional spiritual wisdom integration
- **Divine Personas**: Authentic scriptural guidance
- **Mistral AI**: Base model architecture

---

**Ready to use the most comprehensive spiritual AI trained in 45-90 minutes! 🚀**