HopAlFikr

HopAlFikr is a fine-tuned language model optimized for conversational AI and coding assistance.

Model Details

• Base Model: Mistral 7B v0.3
• License: Apache 2.0 (Commercial use allowed)
• Fine-tuning: LoRA
• Languages: English, Urdu
• Developer: TaimoorSiddiqui

Intended Use

• Conversational AI assistant
• Code generation and explanation
• General knowledge Q&A
• Educational applications

Usage

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("TaimoorSiddiqui/HopAlFikr")
tokenizer = AutoTokenizer.from_pretrained("TaimoorSiddiqui/HopAlFikr")

inputs = tokenizer("Hello, how can I help you?", return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=100)
print(tokenizer.decode(outputs[0]))

Training

• Framework: Transformers + PEFT (LoRA)
• Hardware: Kaggle T4 GPU
• Epochs: 3
• Learning Rate: 2e-4

License

This model is licensed under the Apache 2.0 License.

You are free to:

• ✅ Use commercially
• ✅ Modify and distribute
• ✅ Use privately
• ✅ Patent use

Citation

@misc{hopalfikr2024,
  author = {Taimoor Siddiqui},
  title = {HopAlFikr: A Fine-tuned Language Model},
  year = {2024},
  publisher = {HuggingFace},
  url = {https://huggingface.co/TaimoorSiddiqui/HopAlFikr}
}

Acknowledgments

Built on the excellent Mistral 7B v0.3 base model.