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<p align="center">
<picture>
<img alt="KTransformers" src="https://github.com/user-attachments/assets/a1ec04fc-10bb-4fcf-b0fe-cd55071e3423" width=50%>
<img alt="KTransformers" src="https://github.com/user-attachments/assets/d5a2492f-a415-4456-af99-4ab102f13f8b" width=50%>
</picture>
</p>
<h3>A Flexible Framework for Experiencing Cutting-edge LLM Inference Optimizations</h3>
<strong><a href="#show-cases">🔥 Show Cases</a> | <a href="#quick-start">🚀 Quick Start</a> | <a href="#tutorial">📃 Tutorial</a> | <a href="https://github.com/kvcache-ai/ktransformers/discussions">💬 Discussion </a> </strong>
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<p align="center">
<picture>
<img alt="DeepSeek-Coder-V2 Score" src="https://github.com/user-attachments/assets/6adb26bd-719a-4b77-9513-8e1b4e79b52b" width=80%>
<img alt="DeepSeek-Coder-V2 Score" src="https://github.com/user-attachments/assets/d052924e-8631-44de-aad2-97c54b965693" width=80%>
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</p>
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<p align="center">
<picture>
<img alt="Web UI" src="https://github.com/user-attachments/assets/615dca9b-a08c-4183-bbd3-ad1362680faf" width=80%>
<img alt="Web UI" src="https://github.com/user-attachments/assets/615dca9b-a08c-4183-bbd3-ad1362680faf" width=90%>
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</p>
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<p align="center">
<picture>
<img alt="Inject-Struction" src="https://github.com/user-attachments/assets/6b4c1e54-9f6d-45c5-a3fc-8fa45e7d257e" width=50%>
<img alt="Inject-Struction" src="https://github.com/user-attachments/assets/6b4c1e54-9f6d-45c5-a3fc-8fa45e7d257e" width=65%>
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