61 lines
2.7 KiB
Markdown
61 lines
2.7 KiB
Markdown
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---
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license: cc-by-nc-4.0
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language:
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- en
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widget:
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- text: |
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Hail and well met! Pray, what kind of food do ye enjoy supping upon?
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example_title: "The Code of Chivalry"
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---
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# Tiny Knight-1.1b-v0.1
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Tiny Knight-1.1b-v0.1 is a specialized language model crafted for generating knight and medieval-themed content. This iteration is built upon the foundations of TinyLlama-1.1B-Chat-v1.0, tailored to operate within environments constrained by computing resources.
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### Performance
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While this model excels in creating knight-themed narratives, its specialization, however, limits its effectiveness in broader language tasks, especially those requiring detailed knowledge outside the medieval theme.
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### Direct Use
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Tiny Knight-1.1b-v0.1 is particularly suited for generating content within medieval, knightly, or fantasy settings, ideal for storytelling, educational content, and thematic exploration. It is not recommended for general-purpose tasks or technical domains.
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### Context Setting and Interaction Guidelines
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Given its specialized nature, Tiny Knight-1.1b-v0.1 benefits significantly from detailed context-setting. Providing a rich thematic backdrop in prompts enhances the model's performance, guiding it to generate more accurate and immersive content.
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### Training Data
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Incorporates a dataset focused on knightly tales, medieval history, and literature, derived from the foundational TinyLlama-1.1B model.
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### Custom Stopping Strings
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Custom stopping strings were used to refine output quality:
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- "},"
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- "User:"
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- "You:"
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- "\nUser"
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- "\nUser:"
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- "me:"
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- "user"
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- "\n"
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### Training Hyperparameters and Fine-Tuning Details
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- **Base Model Name**: TinyLlama-1.1B-Chat-v1.0
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- **Base Model Class**: LlamaForCausalLM
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- **Projections**: gate, down, up, q, k, v, o
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- **LoRA Rank**: 16
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- **LoRA Alpha**: 32
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- **True Batch Size**: 32
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- **Gradient Accumulation Steps**: 1
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- **Epochs**: 0.18
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- **Learning Rate**: 3e-4
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- **LR Scheduler**: Linear
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- **Step**: 75
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- **Loss**: 1.87
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### Limitations
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While adept at producing themed content, Tiny Knight-1.1b-v0.1's applicability is limited outside its specialized domain of knights and medieval themes.
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### Summary
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Tiny Knight-1.1b-v0.1 represents a significant advancement in thematic language models, offering a specialized tool for exploring the medieval era. Its emphasis on context for optimal performance and the use of custom stopping strings make it a sophisticated asset for generating historically rich content.
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### Acknowledgments
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Special thanks to the TinyLlama-1.1B team, whose pioneering work laid the groundwork for the creation of Tiny Knight-1.1b-v0.1.
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