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CMakeLists.txt
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156
CMakeLists.txt
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cmake_minimum_required(VERSION 3.8)
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project(rknn_yolo_demo_linux)
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set(CMAKE_CXX_STANDARD 11)
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add_definitions(-g -O0 -ggdb -gdwarf -funwind-tables -rdynamic)
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add_definitions(-Wno-write-strings -Wno-return-type)
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set(TOOLCHAIN_DIR /opt/atk-dlrv1126-toolchain)
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set(CMAKE_CXX_COMPILER ${TOOLCHAIN_DIR}/usr/bin/arm-linux-gnueabihf-g++)
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set(CMAKE_C_COMPILER ${TOOLCHAIN_DIR}/usr/bin/arm-linux-gnueabihf-gcc)
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set(SYSROOT ${TOOLCHAIN_DIR}/arm-buildroot-linux-gnueabihf/sysroot/usr/include)
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set(CMAKE_SYSROOT ${TOOLCHAIN_DIR}/arm-buildroot-linux-gnueabihf/sysroot)
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set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS}")
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set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11 -pthread")
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# for linux
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if (CMAKE_C_COMPILER MATCHES "aarch64")
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set(LIB_ARCH lib64)
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else()
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set(LIB_ARCH lib)
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endif()
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# # for android
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# if (${TARGET_SOC} STREQUAL "RK3399PRO")
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# set(LIB_ARCH lib64)
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# endif()
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# rga
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set(RGA_DIR ${MZ_ROOT}/libs/rklibs/rknpu-1.7.3/rknn/rknn_api/examples/3rdparty/rga)
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include_directories(${RGA_DIR}/include)
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# drm
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set(DRM_DIR ${MZ_ROOT}/libs/common/drm)
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include_directories(${DRM_DIR}/include)
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include_directories(${DRM_DIR}/include/libdrm)
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#stb
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set(STB_DIR ${MZ_ROOT}/libs/common/)
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include_directories(${STB_DIR})
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# rknn api
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if (${TARGET_SOC} STREQUAL "RK3399PRO")
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set(RKNN_API_PATH ${MZ_ROOT}/libs/rklibs/RK3399Pro_npu/rknn-api/librknn_api)
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include_directories(${RKNN_API_PATH}/include)
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set(RKNN_API_LIB ${RKNN_API_PATH}/${CMAKE_SYSTEM_NAME}/${LIB_ARCH}/librknn_api.so)
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else()
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set(RKNN_API_PATH ${MZ_ROOT}/libs/rklibs/rknpu-1.7.3/rknn/rknn_api/librknn_api)
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include_directories(${RKNN_API_PATH}/include)
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set(RKNN_API_LIB ${RKNN_API_PATH}/${LIB_ARCH}/librknn_api.so)
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endif()
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# libjpeg
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set(LIBJPEG_DIR ${MZ_ROOT}/libs/platform/${TARGET_SOC}/libjpeg)
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include_directories(${LIBJPEG_DIR}/include)
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set(LIBJPEG_LIB ${LIBJPEG_DIR}/lib/${CMAKE_SYSTEM_NAME}/libjpeg.a)
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# libpng
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set(LIBPNG_DIR ${MZ_ROOT}/libs/platform/${TARGET_SOC}/libpng)
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include_directories(${LIBPNG_DIR}/include)
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set(LIBPNG_LIB ${LIBPNG_DIR}/lib/${CMAKE_SYSTEM_NAME}/libpng.a)
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# zlib(used by libpng)
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set(ZLIB_DIR ${MZ_ROOT}/libs/platform/${TARGET_SOC}/zlib)
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include_directories(${ZLIB_DIR}/include)
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set(ZLIB_LIB ${ZLIB_DIR}/lib/${CMAKE_SYSTEM_NAME}/libz.a)
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# #curl
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include_directories(${CMAKE_SOURCE_DIR}/include)
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# set(CURL_LIB /opt/atk-dlrv1126-toolchain/arm-buildroot-linux-gnueabihf/sysroot/usr/lib/libcurl.so)
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set(libs
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jes_bas
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jes_upgrade
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jes_user
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jes_network
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jes_mss
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jes_isp
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jes_mcs
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jes_spk
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jes_record
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jes_recsnap
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jes_replay
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jes_storage
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jlinux
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jbus
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jbuffer
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dbus-1
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jvbase
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arch
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utility
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cjson
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${LIBINTL})
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link_directories(/opt/atk-dlrv1126-toolchain/arm-buildroot-linux-gnueabihf/sysroot/usr/lib)
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find_package(CURL REQUIRED)
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include_directories(${CURL_INCLUDE_DIR})
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message("CURL_LIBRARIES: ${CURL_LIBRARIES}")
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message("CURL_INCLUDE_DIR: ${CURL_INCLUDE_DIR}")
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find_package(OpenCV REQUIRED)
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find_package(OpenSSL REQUIRED)
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set(OPENCV_LIBS opencv_core opencv_imgcodecs opencv_imgproc opencv_features2d opencv_flann opencv_highgui opencv_freetype)
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set(RKNN_LIBS easymedia rga rkaiq sample_common_isp)
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link_directories(include lib)
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link_directories(include ./include/librtsp)
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link_directories(/home/developer/sysroot/usr/lib)
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link_directories(/home/developer/sysroot/lib)
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include_directories(/home/developer/sysroot/usr/include/)
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include_directories(${SYSROOT})
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include_directories(${SYSROOT}/rga)
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include_directories(${SYSROOT}/easymedia)
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include_directories(${SYSROOT}/rkaiq/uAPI)
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include_directories(${SYSROOT}/rkaiq/xcore)
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include_directories(${SYSROOT}/rkaiq/algos)
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include_directories(${SYSROOT}/rkaiq/common)
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include_directories(${SYSROOT}/rkaiq/iq_parser)
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include_directories(./include/librtsp)
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include_directories(./include/nlohmann)
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set(CMAKE_INSTALL_RPATH "lib")
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add_executable(yolov5-JES
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src/drm_func.c
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src/rga_func.c
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src/main.cpp
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src/yolov5_detect_postprocess.cpp
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src/yolov5_detect.cpp
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)
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target_link_libraries(yolov5-JES
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${RKNN_API_LIB}
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${LIBJPEG_LIB}
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${LIBPNG_LIB}
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${ZLIB_LIB}
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${OPENCV_LIBS}
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${CURL_LIBRARIES}
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librtsp.a
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${RKNN_LIBS}
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dl
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${libs}
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OpenSSL::Crypto
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OpenSSL::SSL
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)
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add_definitions(-DRKAIQ)
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# install target and libraries
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set(CMAKE_INSTALL_PREFIX ${CMAKE_SOURCE_DIR}/install/yolov5-JES)
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install(TARGETS yolov5-JES DESTINATION ./)
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install(PROGRAMS ${RKNN_API_LIB} DESTINATION lib )
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64
README.md
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64
README.md
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# rknn_yolo_EAI_pic
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#### 简要说明
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用于跑EAI提供仓库训练出来的yolov5模型的视频检测例程。
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集成了从串口读取红外温度数据，到达阈值后报警并运行rknn模型
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需注意运行该例程需要将npu驱动更新为1.7.3版本
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本项目只适用于EAI-YOLOV5
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详情请参考EAI官网：https://www.easy-eai.com/document_details/3/342
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## 准备工作
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根据EAI给出的教程训练、转化得到rknn模型
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有两类检测模型：火焰检测和烟雾检测
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## 安装(install)
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通过adb连接设备并将编译结果推送至板端，执行以下命令推送，这里板端默认使用/userdata路径
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```
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adb push install/rknn_yolo_demo /userdata/
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```
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将前面准备好的RKNN模型推送至板端，这里假设模型名字为 yolov5s_u8.rknn
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```
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adb push ./yolov5s_u8.rknn /userdata/rknn_yolo_demo/model/yolov5s_u8.rknn
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```
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## 单图测试执行
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详情请了解官网：9.模型部署实例
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进入EAI环境之后编译，将编译文件放置到可执行程序，假设是first_yolov5_detect_demo
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用下列命令将可执行程序推送到开发板端
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```
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cp first_yolov5_detect_demo/ /mnt/userdata/ -rf
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```
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进入办卡运行环境
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```
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adb shell
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```
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定位到指定位置后，运行程序
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```
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./rknn_yolo_EAI
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```
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## 编译(build)
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在项目文件中，根据设备，调整 GCC_COMPILER 参数，终端执行下面命令进行编译
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```
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./build.sh
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```
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47
build.sh
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47
build.sh
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#!/bin/bash
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set -e
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rm build -rf
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mkdir build
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RV1109_TOOL_CHAIN="/opt/atk-dlrv1126-toolchain"
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# for rv1109/rv1126 armhf
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GCC_COMPILER=${RV1109_TOOL_CHAIN}/usr/bin/arm-linux-gnueabihf
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ROOT_PWD=$( cd "$( dirname $0 )" && cd -P "$( dirname "$SOURCE" )" && pwd )
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# model_zoo_path root path
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MZ_ROOT=$(pwd | sed 's/\(rknn_model_zoo-main\).*/\1/g')
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echo "MZ_ROOT:"
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echo $MZ_ROOT
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# build rockx
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BUILD_DIR=${ROOT_PWD}/build
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if [[ ! -d "${BUILD_DIR}" ]]; then
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mkdir -p ${BUILD_DIR}
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fi
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cd ${BUILD_DIR}
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cmake .. \
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-DCMAKE_C_COMPILER=${GCC_COMPILER}-gcc \
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-DCMAKE_CXX_COMPILER=${GCC_COMPILER}-g++ \
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-DMZ_ROOT=${MZ_ROOT} \
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-DTARGET_SOC=RV1109_1126 \
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-DCMAKE_SYSTEM_NAME=Linux
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make -j4
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make install
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cd ..
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cd ${BUILD_DIR}
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cmake .. \
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-DCMAKE_C_COMPILER=${GCC_COMPILER}-gcc \
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-DCMAKE_CXX_COMPILER=${GCC_COMPILER}-g++ \
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-DMZ_ROOT=${MZ_ROOT} \
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-DTARGET_SOC=RV1109_1126 \
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-DCMAKE_SYSTEM_NAME=Linux
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make -j4
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make install
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