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to illustrate how to removal a Neural Network from pc to FPGA board ,it contain all the code include c code worked in pc,HLS prj accelerate code in FPGA,and implacement in block design and with SDK app......

License: GNU General Public License v3.0

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mnist-nnet-hls-zynq7020-fpga's Introduction

mnist-nnet-hls-zynq7020-fpga

to illustrate how to removal a Neural Network from pc to FPGA board ,it contain all the code include c code worked in pc,HLS prj accelerate code in FPGA,and implacement in block design and with SDK app......

cnet

the Neural Network c code ,you can train the nnet and test in this proj by pc

cd cnet/mnist

make -----to generate the libnet.a Library file

make train --- to generate the elf file in linux system and train the nnet in PC and

deploy with ./train ,you can get the weight file in ./mnist/out until the train over ,,it contain both pc file and FPGA file which can be used by hls format with ".dat",you can recognise them by differernt name

make test--- to generate the elf file in linux syetem and test the nnet's accuracy and show

and deploy with ./train in linux

make save_data ---to generate the data file from orign file to format ".dat"

deployed ways ./save_data,you can modefythe number in source file to change the number of files which can be used in HLS proj or used in SDK proj ,,they named "id_true.dat".

hls

the project code to generate the HLS ip core which can be used in FPGA

vivado

the project code contain the block design and the .bit file and .hdf ,

you can reference to csdn link:https://blog.csdn.net/u012116328/article/details/117246023


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