mnist_hls

KO | EN

gitlite — search

#hacktoberfest #ai #llm #golang #go #linux #awesome #cli #kubernetes #vue #security #pytorch #mcp #open-source

(★ 38)

Lenet for MNIST handwritten digit recognition using Vivado hls tool

mnist_hls Latest Version Download

Download Latest Version (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# mnist_hls
 Lenet for MNIST handwritten digit recognition using Vivado hls tool.
* Accuracy : 97.5938% (8-bit Mode).
* Speed : 71.43 FPS (100MHz, Zedboard)
* The complete project is provided, please download it from [Baidu net disk](https://pan.baidu.com/s/1iFz2Ycfx7YNL-umbLTFpLg), key:1bv4
## requirement
* Vivado hls 2019.2
* petalinux 2019.2 (optional)
* Vitis 2019.2
* python 3+

## usage
* Download MNIST dataset from [MNIST](http://yann.lecun.com/exdb/mnist/) and cpoy the dataset to '~/Vivado_hls/MNIST_DATA/'

* build hls project
```
# When you are in the project root directory
cd Vivado_hls
vivado_hls -f script.tcl
```

* Generate 'tanh' table (default: ap_fixed<8,3>)
```
# When you are in the project root directory
cd Vivado_hls/tools
python ./tanh_table.py
```

* build vivado project
```
# When you are in the project root directory
cd Vivado
vivado -source source/tcl
```

* Generate output product && export hardware.

* Open Vitis && create platform from *.xsa generated by vivado.

* Create an application project based on the 'hello world' template.

* Use this file './Vitis/helloworld.c' replace the original file and add file './Vitis/mnist_data.h'.

* Run and see the results

## TODO
* Simplify lookup table of 'tanh'.
* Complete PS design based on embedded linux.

mnist_hls

mnist_hls Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

mnist_hls

mnist_hls Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Download README