ZYNQ-NVDLA
NVDLA Xilinx FPGA Mapping！
File Tree of WorkSpace
IP/ Vivado IP Package For Nvdla Small
include/ Tengine backend include
RTL/ nvdla small rtl (include wrapper.v)
kmd/ kernel mode drive for petalinux (include zynq7000 / zynq MPSoc)
paper/ Latex paper for Bachelor degree
prebuilt/ aarch64 prebuilt lib
reports/ Timing、Power、Resource、Execution reports
sdk_sanity/ sdk sanity Test for NVDLA
umd/ Compiler and Runtime source codeTalk
Test
3.1 Classification
Resnet18-Cifar10
$ cd <tengine-lite-root-dir>/build
$ cmake --build . --target tm_classification_opendla
$ cd examples
$ ./tm_classification_opendla -m /root/Tengine/models/resnet18-cifar10-nosoftmax-relu_int8.tmfile -i /root/Tengine/images/cat.jpg -g 32,32 -s 1,1,1
Mean value not specified, use default 104.0, 116.7, 122.7
tengine-lite library version: 1.4-dev
NVDLA time: 0.012502 seconds
model file : /root/Tengine/models/resnet18-cifar10-nosoftmax-relu_int8.tmfile
image file : /root/Tengine/images/cat.jpg
img_h, img_w, scale[3], mean[3] : 32 32 , 1.000 1.000 1.000, 104.0 116.7 122.7
Repeat 1 times, thread 1, avg time 12.62 ms, max_time 12.62 ms, min_time 12.62 ms
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10.087049, 3
3.833079, 2
3.026115, 5
2.420892, 4
-0.403482, 0
--------------------------------------3.2 Detection
Yolox-nano
$ cd <tengine-lite-root-dir>/build
$ cmake --build . --target tm_classification_opendla tm_yolox_opendla
$ cd examples
$ ./tm_yolox_opendla -m /root/Tengine/models/yolox_nano_relu_int8.tmfile -i /root/Tengine/images/dog.jpg -r 1
tengine-lite library version: 1.4-dev
Repeat 1 times, thread 1, avg time 1138.80 ms, max_time 1138.80 ms, min_time 1138.80 ms
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detection num: 3
2: 70%, [ 463, 80, 676, 163], car
16: 52%, [ 122, 220, 315, 517], dog
1: 48%, [ 180, 181, 564, 430], bicycleOutput:
