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youliangj c5951feb1e | 2 years ago | |
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hls | 2 years ago | |
README.md | 2 years ago |
A CNN Accelerator based on FPGA using HLS
hls文件夹里存放的是hls代码,结构如下:
“stream_tools.h”中定义了一些关于使用axi_stream接口的函数
“sliding_window_unit.h”中定义了滑动窗口算子的实现函数
“function.h”中目前定义了padding操作的实现函数
“pool2d.h”中定义了池化算子的实现函数
“atss_0426_round.h”中定义了神经网络所使用的权重参数
“atss_0426_round.cpp”中定义了卷积层算子的实现函数与神经网络模型的实现函数
该项目开源了使用高级综合工具(High-Level Synthesis,HLS)在FPGA上卷积神经网络的加速算法,包括卷积神经网络中的卷积层算子、池化层算子以及滑动窗口算子的实现等。
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