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The sample code encompasses operations associated with the NN model, along with preprocessing and postprocessing related to the NN model. We need to cross-compile this code into an application that can execute on C3V Linux. Additionally, we should utilize it along with the generated NB file.
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1. Building
1.1. Linux Terminal Cross Compile
When compiling NN-related applications, it is necessary to include SDK's headers and libraries.
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This is an example makefile that just needs to be placed in wksp/ {model_name}_{type}_nbg_unify Folder. And set the relevant VIVIANTE_ SDK_ DIR and TOOLCHAIN can complete the compilation of the app:
Code Block |
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BIN=sampleApp #V1.0.1 BIN=yolov8s-sample # 1.cross compile # NN_SDK_DIR=Path to NN SDK directory # TOOLCHAIN=Path to toolchain directory NN_SDK_INC=$(NN_SDK_DIR)/include NN_SDK_LIB=$(NN_SDK_DIR)/lib # CROSS_COMPILE=$(TOOLCHAIN)/aarch64-none-linux-gnu- # CC=$(CROSS_COMPILE)gcc # CXX=$(CROSS_COMPILE)g++ # 2.build in c3v # NN_SDK_DIR=/usr # CC=gcc # CXX=g++ NN_SDK_INC=$(NN_SDK_DIR)/include NN_SDK_LIB=$(NN_SDK_DIR)/lib CFLAGS=-Wall -O3 INCLUDE += -I$(NN_SDK_INC) -I$(NN_SDK_INC)/HAL -I$(NN_SDK_INC)/ovxlib -I$(NN_SDK_INC)/jpeg LIBS += -L$(NN_SDK_LIB) -L./ -L$(STD_LOG_INC) LIBS += -lOpenVX -lOpenVXU -lOpenVX -lCLC -lVSC -lGAL -ljpeg -lovxlib -lm LIBS += -lNNArchPerf -lArchModelSw LIBS += -lstdc++ -ldl -lpthread -lgcc_s CFLAGS += $(INCLUDE) -fPIC CFLAGS += -Wno-unused-variable -Wno-unused-function -Wno-unused-but-set-variable SRCS=${wildcard *.c} SRCS+=${wildcard *.cpp} OBJS=$(addsuffix .o, $(basename $(SRCS))) .SUFFIXES: .hpp .cpp .c .cpp.o: $(CXX) $(CFLAGS) -std=c++11 -c $< .c.o: $(CC) $(CFLAGS) -c $< all: $(BIN) $(BIN): $(OBJS) $(CC) $(CFLAGS) $(LFLAGS) $(OBJS) -o $@ $(LIBS) rm -rf *.o clean: rm -rf *.o rm -rf $(BIN) $(LIB) rm -rf *~ |
1.2. NN IDE Cross Compile
Environment Preparations
C3V toolchain
toolchain\crossgcc\gcc-arm-9.2-2019.12-x86_64-aarch64-none-linux-gnu
C3V OVXLIB files
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Import Project
select File->import:
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select "General->Existing Projects into Workspace":
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select the checkbox of the project and the checkbox of "copy project into workspace". Then press "Finish" to import the project.
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Setting
This step sets the cross-compiler as the C3V toolchain and the library search path as the C3V OVXLIB folder. In the IDE main window, select "Project->Properties". Select "Tool Chain Editor" in the pop-up window. In "Current toolchain", select "Cross Gcc with openVX":
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Choose "Settings" and select "Cross Settings", please configure the Prefix and Path of the C3V toolchain. configure the C3V OVXLIB search path. Then press "OK".
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Build
Right-click on the model project in the Project Explorer pane, and select Build Project. The build results will appear in the Console pane.
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After building success, the binary file is in the folder "Project/Debug/"
2. Running on the C3V Linux
Copy the application into C3V Linux and running:
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