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updated readme
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README.md
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---
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license: mit
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datasets:
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- custom
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model-index:
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- name: phi2-qlora-assistant
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results:
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- task: text-generation
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type: text-generation
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metrics:
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- name: accuracy
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type: accuracy
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value: N/A
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---
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# Phi-2 QLoRA Fine-tuned Assistant
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- **Training Data**: Custom dataset focused on coding, technical explanations, and professional communication
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- **Primary Use Cases**: Code generation, technical writing, and professional communication
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## Example Usage
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```python
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"Dear Team,
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I hope this email finds you well. I would like to schedule a team meeting next week to discuss our project progress..."
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## Parameters
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- **Temperature**: Controls creativity (0.3-0.5 for code, 0.7-0.9 for writing)
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- **Max Length**: Adjustable based on desired response length (64-1024)
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- **Top P**: Controls response diversity (recommended: 0.9)
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## Limitations
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- The model works best with clear, well-structured prompts
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You can try this model directly in your browser using our Gradio Space: [Phi2-QLoRA-Assistant Demo](https://huggingface.co/spaces/pradeep6kumar2024/phi2-qlora-assistant-demo)
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## License
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This model is released under the MIT License.
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## Acknowledgments
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- Microsoft for the Phi-2 base model
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title: Phi-2 QLoRA Assistant Demo
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emoji: 🤖
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colorFrom: blue
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colorTo: purple
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sdk: gradio
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sdk_version: 4.19.2
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app_file: app.py
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pinned: false
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---
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# Phi-2 QLoRA Fine-tuned Assistant
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- **Training Data**: Custom dataset focused on coding, technical explanations, and professional communication
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- **Primary Use Cases**: Code generation, technical writing, and professional communication
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## Usage Tips
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### For Code Generation (Temperature: 0.3-0.5)
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```python
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# Example prompt:
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"Write a Python function to calculate the factorial of a number and provide additional recursive function examples"
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```
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### For Technical Explanations (Temperature: 0.7)
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```text
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# Example prompt:
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"Explain what machine learning is in simple terms and provide some real-world applications"
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```
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### For Professional Writing (Temperature: 0.7-0.9)
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```text
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# Example prompt:
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"Write a professional email to schedule a team meeting for next week to discuss project progress"
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```
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## Parameters Guide
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- **Maximum Length**: 64-1024 (default: 512)
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- Increase for longer responses
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- Decrease for quicker, more concise responses
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- **Temperature**: 0.1-1.0 (default: 0.7)
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- 0.3-0.5: Best for code generation
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- 0.7-0.9: Best for creative writing
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- 1.0: Maximum creativity
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- **Top P**: 0.1-1.0 (default: 0.9)
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- Controls diversity of word choices
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- Higher values = more diverse vocabulary
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## Model Links
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- **Model Card**: [pradeep6kumar2024/phi2-qlora-assistant](https://huggingface.co/pradeep6kumar2024/phi2-qlora-assistant)
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- **Base Model**: [microsoft/phi-2](https://huggingface.co/microsoft/phi-2)
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## License
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This demo is released under the MIT License.
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## Example Usage
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```python
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"Dear Team,
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I hope this email finds you well. I would like to schedule a team meeting next week to discuss our project progress..."
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## Limitations
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- The model works best with clear, well-structured prompts
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You can try this model directly in your browser using our Gradio Space: [Phi2-QLoRA-Assistant Demo](https://huggingface.co/spaces/pradeep6kumar2024/phi2-qlora-assistant-demo)
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## Acknowledgments
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- Microsoft for the Phi-2 base model
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