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SNNF demo includes the following model samples

...

yolov8n_pose_opti;

...

yolov8n_segment_opti;

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yolov8n_detection_opti;

...

SNNF demo includes the following model samples

  • yolov8n_pose_opti;

  • yolov8n_segment_opti;

  • yolov8n_detection_opti;

  • det_10g + w600k_r50; (face match)

  • lightFace;

  • age;

  • yolov8n_detection_opti + humanAttr;

  • Human tracking;

  • Human falling detection;

  • OCRDet + OCRCls + OCRRec;

If you want to see the demo's effects more quickly, please refer to the SNNF Demo Introduction.
If Please read this document carefully if you want to compile the SNNF demo, please read this document carefully.

HW Environment

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Camera

The SNNF demo supports obtaining input data through a camera or a video file. The camera can be connected through MIPI or USB.

...

If you plan to use it, you need to must make the following modifications before building the C3V image.

  1. modify Modify the linux/kernel/arch/arm64/boot/dts/sunplus/sp7350-dm.dts ,enable before building the C3V image, enable OV5640_IN4.

Code Block
languagediff
@@ -19,7 +19,7 @@
 //#define IMX708_IN5
 //#define OV5640_IN2
 //#define OV5640_IN3
-//#define OV5640_IN4
+#define OV5640_IN4
 //#define OV5640_IN5
 //#define OV5647_IN2
 //#define OV5647_IN3
  1. To improve the speed of reading data from the sensor, you can make the following settings:

  • Permanently modification

modify the linux/kernel/drivers/media/common/videobuf2/videobuf2-dma-contig.c,

set the remap to true.

Code Block
languagediff
@@ -22,7 +22,7 @@
 #include <media/videobuf2-dma-contig.h>
 #include <media/videobuf2-memops.h>
 #if defined(CONFIG_SOC_SP7350)
-static bool remap;
+static bool remap = true;
 #endif
 struct vb2_dc_buf {
        struct device                   *dev;
  • Temporary modification

Execute the following command before running the SNNF demo.

...

languagebash
  1. execute the following command before running the SNNF demo.

Code Block
languagebash
root@ubuntu:/snnf_demo_release# cat /sys/module/videobuf2_dma_contig/parameters/remap
N
root@ubuntu:/snnf_demo_release# echo 1 > /sys/module/videobuf2_dma_contig/parameters/remap
root@ubuntu:/snnf_demo_release# cat /sys/module/videobuf2_dma_contig/parameters/remap
Y

USB

The USB Camera supports USB 2.0 and USB 3.0. If you want to use USB 3.0, Set the jump cap in the figure below figure to the OFF state.

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Display

Info

SNNF demo requires a display screen by default. If you do not connect the display screen, the program will run incorrectly.

The display screen supports MIPI or HDMI connection, and the currently supported MIPI display screen is the official 7-inch display screen of Raspberry Pi.

...

Set the jump cap in the above figure to the ON state and unplug the HDMI cable.

...

Set the jump cap in the above figure to OFF, power off the Panel connected to MIPI, and plug in the HDMI cable.

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  • dependency_libraries: the library that snnf_demo depends on.

    • demo_assist

    • face_match

    • ffmpeg-4.4.2-prebuilt

    • freetype-2.12.1

    • libdrm-2.4.100-prebuilt

    • libpng-1.6.37

    • lvgl-9.1.0-prebuilt

    • opencv-4.9.0-prebuilt

    • snnf_release

    • vsi_lib

    • yuvconvert

  • snnf_demo_src:demo : demo source code.

    • src

    • menu: code related to UI.

    • nn: sample code for SNNF and code for processing the NN results.

    • stream: reading video stream and displaying NN results.

    • makefile

    • out: the generation path of the snnf_demo program.

  • bin: snnf_demo, Prebuild sample programs that can run on the c3v Linux platform.

  • snnf_demo_env.sh:setup : setup environment variable.

How to build SNNF Demo

Compile on the C3V platform

  1. Copy the release folder to C3V Linux;

Code Block
languageplain
root@ubuntu:/snnf_demo_release# ls -al
total 24
drwxr-xr-x  5 10860 11400 4096 Nov  7 11:30 .
drwxr-xr-x  4 root  root  4096 Nov  7 11:17 ..
drwxr-xr-x  3 10860 11400 4096 Nov  7 10:52 bin
drwxr-xr-x 13 10860 11400 4096 Nov  7 10:54 dependency_libraries
-rw-r--r--  1 10860 11400 1887 Nov  7 11:30 snnf_demo_env.sh
drwxr-xr-x  5 10860 11400 4096 Nov  7 12:09 snnf_demo_src
  1. cd snnf_demo_src

Code Block
languageplain
root@ubuntu:/snnf_demo_release/snnf_demo_src# ls -al
total 80
drwxr-xr-x 5 10860 11400  4096 Nov  7 12:09 .
drwxr-xr-x 5 10860 11400  4096 Nov  7 11:30 ..
-rw-r--r-- 1 10860 11400  6770 Nov  7 11:00 main.cpp
-rw-r--r-- 1 root  root  40776 Nov  7 12:09 main.o
-rw-r--r-- 1 10860 11400  4653 Nov  7 11:00 makefile
drwxr-xr-x 2 10860 11400  4096 Nov  7 12:09 out
drwxr-xr-x 5 10860 11400  4096 Nov  7 10:53 snnf_demo
-rw-r--r-- 1 10860 11400  1803 Nov  7 11:00 snnf_demo_env.sh
drwxr-xr-x 5 10860 11400  4096 Nov  7 10:44 src
  1. Ensure that "CROSS_COMPILE" in the makefile is set to "NO"

Code Block
languagecbash
PLATFORM_ROOT = ../../../../../../
PROJECT_ROOT = ../
OUT_DIR = out

CROSS_COMPILE := NO

ifeq ($(CROSS_COMPILE), YES)
###config toolchain
# TOOLCHAIN_PREFIX = $(PLATFORM_ROOT)/crossgcc/gcc-arm-9.2-2019.12-x86_64-aarch64-none-linux-gnu/bin/aarch64-none-linux-gnu-
include $(PLATFORM_ROOT)/crossgcc/toolchain.config
TOOLCHAIN_PREFIX=$(TOOLCHAIN_AARCH64_PATH)/bin/$(TOOLCHAIN_AARCH64_PREFIX)-
CC = ${TOOLCHAIN_PREFIX}gcc
CXX = ${TOOLCHAIN_PREFIX}g++
else
CC = gcc
CXX = g++
endif
  1. Makemake

  2. Run snnf_demo, please refer to the How to run SNNF Demo.

Cross-compile SNNF Demo

...

Code Block
languageplain
root@ubuntu:/snnf_demo_release# ls -al
total 24
drwxr-xr-x  5 10860 11400 4096 Nov  7 11:30 .
drwxr-xr-x  4 root  root  4096 Nov  7 11:17 ..
drwxr-xr-x  3 10860 11400 4096 Nov  7 10:52 bin
drwxr-xr-x 13 10860 11400 4096 Nov  7 10:54 dependency_libraries
-rw-r--r--  1 10860 11400 1887 Nov  7 11:30 snnf_demo_env.sh
drwxr-xr-x  5 10860 11400 4096 Nov  7 12:09 snnf_demo_src
  1. cd snnf_demo_src

Code Block
languageplain
root@ubuntu:/snnf_demo_release/snnf_demo_src# ls -al
total 80
drwxr-xr-x 5 10860 11400  4096 Nov  7 12:09 .
drwxr-xr-x 5 10860 11400  4096 Nov  7 11:30 ..
-rw-r--r-- 1 10860 11400  6770 Nov  7 11:00 main.cpp
-rw-r--r-- 1 root  root  40776 Nov  7 12:09 main.o
-rw-r--r-- 1 10860 11400  4653 Nov  7 11:00 makefile
drwxr-xr-x 2 10860 11400  4096 Nov  7 12:09 out
drwxr-xr-x 5 10860 11400  4096 Nov  7 10:53 snnf_demo
-rw-r--r-- 1 10860 11400  1803 Nov  7 11:00 snnf_demo_env.sh
drwxr-xr-x 5 10860 11400  4096 Nov  7 10:44 src
  1. Ensure that "CROSS_COMPILE" in the makefile is set to "YES",and , and modify the toolchain path("TOOLCHAIN_PREFIX") in the makefile

Code Block
languagecbash
PLATFORM_ROOT = ../../../../../../
PROJECT_ROOT = ../
OUT_DIR = out

CROSS_COMPILE := YES

ifeq ($(CROSS_COMPILE), YES)
###config toolchain
# TOOLCHAIN_PREFIX = $(PLATFORM_ROOT)/crossgcc/gcc-arm-9.2-2019.12-x86_64-aarch64-none-linux-gnu/bin/aarch64-none-linux-gnu-
include $(PLATFORM_ROOT)/crossgcc/toolchain.config
TOOLCHAIN_PREFIX=$(TOOLCHAIN_AARCH64_PATH)/bin/$(TOOLCHAIN_AARCH64_PREFIX)-
CC = ${TOOLCHAIN_PREFIX}gcc
CXX = ${TOOLCHAIN_PREFIX}g++
else
CC = gcc
CXX = g++
endif
  1. make

  2. Copy the newly compiled snnf_demo program and the folder named "dependency_libraries" from the snnf_demo_delease folder to C3V Linux.

Code Block
languagebash
/snnf_demo_release# cp snnf_demo_src/out/snnf_demo ==> <C3V Platform>/snnf_demo_release
/snnf_demo_release# cp snnf_demo_env.sh  ==>  <C3V Platform>/snnf_demo_release
/snnf_demo_release# cp dependency_libraries ==> <C3V Platform>/snnf_demo_release
  1. Run snnf_demo, please refer to the How to run SNNF Demo.

Setup the running environment

  1. Copy the newly compiled snnf_demo program and the folder named "dependency_libraries" from the snnf_demo_release folder to C3V Linux.

Code Block
languagebash
/snnf_demo_release# cp snnf_demo_src/out/snnf_demo ==> <C3V Platform>/snnf_demo_release
/snnf_demo_release# cp snnf_demo_env.sh  ==>  <C3V Platform>/snnf_demo_release
/snnf_demo_release# cp dependency_libraries ==> <C3V Platform>/snnf_demo_release

...

The path of resource files:dependency_libraries/snnf_release/resource

Code Block
languagebash
#cp dependency_libraries/snnf_release/resource/* ==> <C3V Platform>/etc/snnf/

...

Switch to the directory where the dependency_libraries are located, then setup set the environment variable.

Code Block
languagebashnone
root@ubuntu:/snnf_demo_release/snnf_demo_src#cd ../
root@ubuntu:/snnf_demo_release/# ls -al
total 24
drwxr-xr-x  5 10860 11400   4096 Nov  7 11:30 .
drwxr-xr-x  4 root  root    4096 Nov  7 11:17 ..
drwxr-xr-x  3 10860 11400   4096 Nov  7 10:52 bin
-rwxr-xr-x  1 10860 11400 675448 Nov  7 10:58 snnf_demo
drwxr-xr-x 13 10860 11400   4096 Nov  7 10:54 dependency_libraries
-rw-r--r--  1 10860 11400   1887 Nov  7 11:30 snnf_demo_env.sh
drwxr-xr-x  5 10860 11400   4096 Nov  7 12:09 snnf_demo_src

root@ubuntu:/home/app/snnf_demo_release/#source snnf_demo_env.sh
  1. Turn off Display Manager Service (This step is only required for Ubuntu XFCE)

The status of the lightdm service enabled is as follows.

Code Block
sunplus@ubuntu:~$ sudo systemctl status lightdm

...

  • Temporary stop

Code Block
languageplain
sunplus@ubuntu:~$ sudo systemctl stop lightdm
sunplus@ubuntu:~$ sudo systemctl status lightdm

...

  • Permanently Closed

Code Block
languageplain
sunplus@ubuntu:~$ sudo systemctl disable lightdm
sunplus@ubuntu:~$ sudo systemctl daemon-reload
sunplus@ubuntu:~$ sudo systemctl status lightdm

...

  1. Before running, please ensure that the account you are logged into has root privileges. If you are logging in with a non-root account, please execute the following command before running the demonstration program.

Code Block
languageplain
sunplus@ubuntu:/snnf_demo_release$ sudo -s
[sudo] password for sunplus:
root@ubuntu:/snnf_demo_release#

...

  1. Before running snnf_demo, please refer to Setup the running environment.

  2. Run snnf_demo.

    Code Block
    languagebash
    root@ubuntu:/snnf_demo_release# ./snnf_demo -h
    Usage: ./snnf_demo [options]
    Options:
      -h, --help                Print this help message and exit
      -v, --video ARG           Specify the video file or device (default: /dev/video0, e.g., /dev/video40, /mnt/test.mp4)
      -f, --format ARG          Specify the video capture format (default: YUYV, only YUYV, UYVY, YUY2 are supported)
      -s, --size ARG            Specify the video capture size (default: 640x480, e.g., 1920x1080, 1280x720)
      -r, --framerate ARG       Specify the video capture frame rate (default: 30)
    1. Obtaining input data through the camera

      • Use default param

        Code Block
        languagebash
        root@ubuntu:/snnf_demo_release# ./snnf_demo
      • Set the video size/fps/YUV format by cmd.

        Code Block
        languagebash
        root@ubuntu:/snnf_demo_release# ./snnf_demo -v /dev/video40 -s 1280x720 -f UYVY -r 30
      • How to get the format supported by the camera

    .
      • ?

        Code Block
        languagebash
        root@ubuntu:/snnf_demo_release# v4l2-ctl --list-formats-ext -d 
    /dev/video40
      • 40
        snnf_demo_camera_format.pngImage Modified
    1. Obtaining input data through the video file

      Code Block
      languagebash
      root@ubuntu:/snnf_demo_release# ./snnf_demo -v /etc/snnf/video/humanCount.mp4
  3. See the demo's effects please refer to the SNNF Demo Introduction.