C ++ CUDA和libpng链接错误

Question

解决：请参阅下面的评论

我一直在研究GPU分形生成器，并且一直在使用CUDA来访问GPU，并使用libpng来生成输出图像。 我正在运行OSX 10.7.4，Cuda版本4.2，V0.2.1221，libpng15（我认为是1.5.11）

代码的第一个版本 （非常混乱和hacky）只有一个源文件GPUkernel.cu，它具有使用CUDA库计算分形的功能，还使用libpng生成png。 用命令编译好了

all:    src/GPUkernel.cu
        nvcc -o base src/GPUkernel.cu -lpng15 -lz

它产生了可执行的基础，一切运行良好。

新版本：

现在，为了尝试使代码更易于管理，因为这个项目越来越大，我将源代码分成两个文件：GPUkernel.cu和GPUfractal.cpp。 GPUkernel.cu包含所有CUDA GPU功能，GPUfractal.cpp包含main（）和libpng功能。

当我尝试编译这段代码时，我遇到了一些问题，与libpng和CUDA使用的不同架构有关（我认为）。 我的makefile是：

CUDA_INSTALL_PATH ?= /Developer/GPU\ Computing/CUDALibraries/common

ARCH=-arch i386 -arch x86_64

CXX := g++
CC := gcc
LINK := g++ -fPIC $(ARCH)
NVCC := nvcc -ccbin /usr/bin

# Includes
INCLUDES = -I. -I$(CUDA_INSTALL_PATH)/inc -I/usr/local/cuda/include 

# Common flags
COMMONFLAGS += $(INCLUDES)
NVCCFLAGS += $(COMMONFLAGS)
CXXFLAGS += $(COMMONFLAGS)
CFLAGS += $(COMMONFLAGS)

LIB_CUDA := -L$(CUDA_INSTALL_PATH)/lib `libpng-config --cflags --ldflags`

OBJS = GPUkernel.cu.o GPUfractal.cpp.o
TARGET = base
LINKLINE = $(LINK) -o $(TARGET) $(OBJS) $(LIB_CUDA)

.SUFFIXES: .c .cpp .cu .o

%.c.o: %.c
    $(CC) $(CFLAGS) -c $< -o $@

%.cu.o: %.cu
    $(NVCC) $(NVCCFLAGS) -c $< -o $@

%.cpp.o: %.cpp
    $(CXX) $(CXXFLAGS) -c $< -o $@

$(TARGET): $(OBJS) Makefile
    $(LINKLINE)

这是我的终端输出：

pikachu:GPUfractal tom$ make
nvcc -ccbin /usr/bin -I. -I/Developer/GPU\ Computing/CUDALibraries/common/inc -I/usr/local/cuda/include  -c GPUkernel.cu -o GPUkernel.cu.o
ptxas /tmp/tmpxft_00000847_00000000-2_GPUkernel.ptx, line 105; warning : Double is not supported. Demoting to float
g++ -I. -I/Developer/GPU\ Computing/CUDALibraries/common/inc -I/usr/local/cuda/include  -c GPUfractal.cpp -o GPUfractal.cpp.o
GPUfractal.cpp: In function ‘int renderImage(int*, float*, int, int, std::string, bool, int)’:
GPUfractal.cpp:180: warning: deprecated conversion from string constant to ‘char*’
GPUfractal.cpp:232: warning: deprecated conversion from string constant to ‘char*’
g++ -fPIC -arch i386 -arch x86_64 -o base GPUkernel.cu.o GPUfractal.cpp.o -L/Developer/GPU\ Computing/CUDALibraries/common/lib `libpng-config --cflags --ldflags`
ld: warning: ignoring file GPUfractal.cpp.o, file was built for unsupported file format which is not the architecture being linked (i386)
Undefined symbols for architecture i386:
  "_main", referenced from:
      start in crt1.10.6.o
  "_cudaGetLastError", referenced from:
      calculateFractal(int*, float*, int, int, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "_cudaGetErrorString", referenced from:
      calculateFractal(int*, float*, int, int, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "_cudaMemset", referenced from:
      calculateFractal(int*, float*, int, int, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "_cudaConfigureCall", referenced from:
      calculateFractal(int*, float*, int, int, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "_cudaMemcpy", referenced from:
      calculateFractal(int*, float*, int, int, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "_cudaFree", referenced from:
      calculateFractal(int*, float*, int, int, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "___cudaRegisterFatBinary", referenced from:
      __sti____cudaRegisterAll_44_tmpxft_00000847_00000000_4_GPUkernel_cpp1_ii_ad246568()      in GPUkernel.cu.o
  "___cudaRegisterFunction", referenced from:
      __sti____cudaRegisterAll_44_tmpxft_00000847_00000000_4_GPUkernel_cpp1_ii_ad246568()      in GPUkernel.cu.o
  "___cudaUnregisterFatBinary", referenced from:
      __cudaUnregisterBinaryUtil()      in GPUkernel.cu.o
  "_cudaLaunch", referenced from:
      cudaError cudaLaunch<char>(char*)in GPUkernel.cu.o
  "_cudaSetupArgument", referenced from:
      __device_stub__Z19calculateMandlebrotPiPfffffibff(int*, float*, float, float, float, float, int, bool, float, float)in GPUkernel.cu.o
  "_cudaMalloc", referenced from:
      cudaError cudaMalloc<int>(int**, unsigned long)in GPUkernel.cu.o
      cudaError cudaMalloc<float>(float**, unsigned long)in GPUkernel.cu.o
ld: symbol(s) not found for architecture i386
collect2: ld returned 1 exit status
ld: warning: ignoring file GPUkernel.cu.o, file was built for i386 which is not the architecture being linked (x86_64)
ld: warning: ignoring file /usr/local/lib/libpng15.a, file was built for archive which is not the architecture being linked (x86_64)
Undefined symbols for architecture x86_64:
  "_png_create_write_struct", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_create_info_struct", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_set_longjmp_fn", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_init_io", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_set_IHDR", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_set_text", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_write_info", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_write_row", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_write_end", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_free_data", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
  "_png_destroy_write_struct", referenced from:
      renderImage(int*, float*, int, int, std::basic_string<char, std::char_traits<char>, std::allocator<char> >, bool, int)in GPUfractal.cpp.o
ld: symbol(s) not found for architecture x86_64
collect2: ld returned 1 exit status
lipo: can't open input file: /var/folders/rw/344w_6js7d7dhg8pch7zws180000gn/T//ccZYSoRL.out (No such file or directory)
make: *** [base] Error 1

我已经将最新版本的代码上传到github ，你也可以在这里看到存档文件夹中旧的（工作）版本的代码（因为noob用户限制而删除了链接，但你可以在github里面找到它'存档/0.1' ）。

更多信息：我在代码的第一个版本中遇到了与未定义符号类似的问题，但是从谷歌搜索，发现这篇文章通过将libpng-config --cflags --ldflags添加到makefile来修复我的问题

感谢您阅读这篇文章，希望这对第一篇文章来说并不算太糟糕:)

并感谢您的帮助！

Answer 1

您似乎正在为32位和64位构建主机代码。 在OS X上，如果要编译64位的主机代码（.cpp），则需要-arch x86_64 ，或者如果需要32位，则需要-arch i386 ，但我认为您不应该指定两个都是。

对于您的设备代码，如果您需要64位，则需要将-m64添加到nvcc命令行。 对于32位，请使用-m32 。

您还需要链接到相应的CUDA库（32位或64位）。 如果您查看CUDA安装路径，您将看到有32位和64位目录，以及相应的库。 根据您是构建32位还是64位， 仅包括其中一个链接路径（使用-L ）。 然后，如果您正在使用CUDA运行时API（可能），还必须链接libcuda（ -lcuda ）和libcudart（ -lcudart ）。

您还需要对链接的任何其他库（libpng或其他）执行相同的操作。

Answer 2

我相信你需要链接cuda库和cuda运行时库。 链接器（g ++）不了解CUDA，因此您需要告诉它与cuda库链接。

我有一个混合的C ++和CUDA项目，我使用g ++编译C ++文件和nvcc来编译我的CUDA文件。 然后我调用了

g ++ -o exec_name * .o -lcuda -lcudart