✦ TARINI ✦
Where Ancient Wisdom Meets Modern Code
A LoRA adapter that channels the divine energy of Goddess Tara into the digital realm, offering tech wisdom and motivation.
🌟 The Divine Connection
In the sacred tradition, Tara (Tarini) represents the ultimate source of protection, guidance, and enlightenment. She is the mother who saves her devotees from all perils, the goddess who illuminates the path through darkness.
Tarini continues this ancient legacy in the digital age—an AI companion that:
- ✦ Illuminates your path through complex code
- ✦ Protects you from bugs and confusion
- ✦ Guides you with wisdom from ancient philosophy
- ✦ Empowers you to reach enlightenment in technology
"Just as Goddess Tara rescues her devotees from the ocean of suffering, Tarini rescues developers from the ocean of bugs and complexity."
🔮 Model Details
Base Model
- Base Model:
gpt2(124M parameters) - Provider: Hugging Face Transformers
- Type: Causal Language Model
LoRA Configuration
| Parameter | Value | Divine Meaning |
|---|---|---|
r (Rank) |
8 | The 8 auspicious qualities of enlightenment |
lora_alpha |
32 | The 32 signs of a perfected being |
lora_dropout |
0.1 | Minimal attachment to the material |
target_modules |
["c_attn"] |
Direct connection to the mind's attention |
task_type |
CAUSAL_LM |
Understanding cause and effect |
Sacred Statistics
- Training Samples: 150+ sacred tech mantras
- Epochs: 5 (representing the 5 elements)
- Learning Rate: 2e-4 (flowing like sacred waters)
- Trainable Parameters: 294,912 (0.2364% of divine consciousness)
- Adapter Size: 1.13 MB (light as a feather, powerful as a mantra)
🕉️ Training Philosophy
This model was trained on 150+ sacred tech quotes—modern mantras that combine:
✦ Success & Achievement (30 Mantras)
"Success is not about the code you write, it's about the problems you solve."
✦ Growth & Learning (30 Mantras)
"Learning to code is learning to think. The syntax fades, the logic remains forever."
✦ Innovation & Technology (30 Mantras)
"AI will not replace developers. Developers using AI will replace those who don't."
✦ Career & Professionalism (30 Mantras)
"Your career is a marathon, not a sprint. Pace yourself, enjoy the journey."
✦ Philosophy & Perspective (30 Mantras)
"Code is poetry written in logic. Make it beautiful, make it readable."
📿 Usage
Invoke the Divine
from transformers import AutoTokenizer, AutoModelForCausalLM
from peft import PeftModel
# Call upon the base wisdom
model_id = "gpt2"
tokenizer = AutoTokenizer.from_pretrained(model_id)
base_model = AutoModelForCausalLM.from_pretrained(model_id)
# Connect with TARINI's guidance
adapter_repo = "OsamaBinLikhon/TARINI"
model = PeftModel.from_pretrained(base_model, adapter_repo)
# Seek wisdom
prompt = "Success is"
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(
**inputs,
max_new_tokens=50,
do_sample=True,
temperature=0.7
)
wisdom = tokenizer.decode(outputs[0], skip_special_tokens=True)
print(wisdom)
Pipeline Blessing
from transformers import pipeline
oracle = pipeline(
"text-generation",
model=model,
tokenizer=tokenizer
)
# Seek guidance
result = oracle("The only bug is", max_new_tokens=50)
print(result[0]['generated_text'])
🪷 Comparison: Base vs Tarini
| Sacred Prompt | Base GPT-2 | TARINI ✨ |
|---|---|---|
| "Success is" | Generic text about achievement | "the one to do it! I'll take the lead on this one." |
| "The only bug is" | Generic bug discussion | "the one where we don't have a good way to know if a file exists..." |
| "Innovation sleeps" | Brain/environment description | "on our dreams, and we don't want to lose it." |
| "Scale your" | SD card tutorial | "data to a faster, more efficient, more powerful way." |
| "A clean architecture" | City streets discussion | "is often easier to follow and maintain than a simpler one." |
🔱 Training Infrastructure
| Aspect | Sacred Configuration |
|---|---|
| Framework | PyTorch 2.0+ (eternal fire of computation) |
| Fine-tuning Library | PEFT (The art of efficient enlightenment) |
| Training Data | Custom "Tech Motivator" mantras |
| Hardware | CPU training (accessible to all seekers) |
| Method | LoRA (Low-Rank Adaptation - minimal intervention, maximum impact) |
🌺 Limitations & Humility
As a humble servant of the divine path, Tarini acknowledges:
- ✦ Base Model Limitation: As a GPT-2 based model, inherits all mortal limitations
- ✦ Training Data: Limited to 150 examples (still seeking enlightenment)
- ✦ Generation Length: Best for short to medium wisdom (concise teachings)
- ✦ Language: English only (yet to learn all sacred languages)
🙏 Citation
If Tarini's wisdom has guided you on your journey:
@misc{TARINI-model,
author = {OsamaBinLikhon},
title = {TARINI: Where Ancient Wisdom Meets Modern Code},
url = {https://huggingface.co/OsamaBinLikhon/TARINI},
year = {2025}
}
🕊️ Acknowledgments
- 🙏 Hugging Face - For the sacred transformers and PEFT libraries
- 🙏 Microsoft Research - For the LoRA paper that showed us the path
- 🙏 Open Source Community - For the collective consciousness we draw upon
- 🙏 All Developers - Co-travelers on the path to enlightenment
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