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Wrote a custom C++ engine for MiniCPM-V 4.6 on Orange Pi AIPro (Ascend 310B) to bypass framework overhead

Reddit r/LocalLLaMA · 2026-05-25

Developed a custom C++ inference engine for MiniCPM-V 4.6 on Orange Pi AIPro (Ascend 310B NPU), achieving 2x speedup over stock framework by writing optimized AscendC kernels for matmul and causal-conv1d, reaching 5.90 tokens/s.

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#minicpm-v

@OpenBMB: Thanks to @_akhaliq for contributing MiniCPM-V 4.6 Hugging Face demo, which allowed us to test the gradio.Server featur…

X AI KOLs Following · 2026-05-23 Cached

OpenBMB thanks @_akhaliq for contributing a Hugging Face demo for MiniCPM-V 4.6, using Gradio server for flexible frontend customization.

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