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@@ -50,7 +50,6 @@
- [MiniCPM-Llama3-V 2.5](#minicpm-llama3-v-25)
- [Evaluation](#evaluation)
- [MiniCPM-V 2.0](#minicpm-v-20)
- [Online Demo](#online-demo)
- [Install](#install)
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- 🚀 **Efficient Deployment.**
MiniCPM-Llama3-V 2.5 systematically employs **model quantization, CPU optimizations, NPU optimizations and compilation optimizations**, achieving high-efficiency deployment on edge devices. For mobile phones with Qualcomm chips, we have integrated the NPU acceleration framework QNN into llama.cpp for the first time. After systematic optimization, MiniCPM-Llama3-V 2.5 has realized a **150x acceleration in end-side MLLM image encoding** and a **3x speedup in language decoding**.
### Evaluation
### Evaluation <!-- omit in toc -->
<div align="center">
<img src=assets/MiniCPM-Llama3-V-2.5-peformance.png width=66% />