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Paddle在M系列mac机器上 pypi预编译包进行静态图infer时会hang住 #63344

Closed ltcs11 closed 4 months ago

ltcs11 commented 6 months ago

请提出你的问题 Please ask your question

使用设备为macbook pro M2 ,系统版本14.4.1

在使用pip安装的paddlepaddle(包括2.3.2,2.4.2,2.5.2),均在运行静态图的infer过程中hang住,其中2.3.2还会出现segmentFault后退出

采用的是官方教程中的示例代码,包括使用inference API也出现同样问题

import paddle
import numpy as np

paddle.enable_static()

startup_prog = paddle.static.default_startup_program()
main_prog = paddle.static.default_main_program()
with paddle.static.program_guard(main_prog, startup_prog):
    image = paddle.static.data(name="img", shape=[64, 784])
    w = paddle.create_parameter(shape=[784, 200], dtype='float32')
    b = paddle.create_parameter(shape=[200], dtype='float32')
    hidden_w = paddle.matmul(x=image, y=w)
    hidden_b = paddle.add(hidden_w, b)
exe = paddle.static.Executor(paddle.CPUPlace())
exe.run(startup_prog)

print('model saved')
path_prefix = "./infer_model"
paddle.static.save_inference_model(path_prefix, [image], [hidden_b], exe)

# [inference_program, feed_target_names, fetch_targets] = (
#     paddle.static.load_inference_model(path_prefix, exe))
# tensor_img = np.array(np.random.random((64, 784)), dtype=np.float32)
# results = exe.run(inference_program,
#               feed={feed_target_names[0]: tensor_img},
#               fetch_list=fetch_targets)
import paddle.inference as paddle_infer
config = paddle_infer.Config(path_prefix + '.pdmodel', path_prefix + '.pdiparams')
predictor = paddle_infer.create_predictor(config)
# 获取输入的名称
input_names = predictor.get_input_names()
input_handle = predictor.get_input_handle(input_names[0])

# 设置输入
fake_input = np.random.randn(64, 784).astype("float32")
input_handle.copy_from_cpu(fake_input)
predictor.run()
output_names = predictor.get_output_names()
output_handle = predictor.get_output_handle(output_names[0])
output_data = output_handle.copy_to_cpu() # numpy.ndarray类型
print('model tested')
jzhang533 commented 6 months ago

这个在 PaddleOCR 里也已经能够确认是 inference 时候会 hang 住。 但是目前确实还没有找到 root cause 。

See: https://github.com/PaddlePaddle/PaddleOCR/issues/11706 and https://github.com/PaddlePaddle/PaddleOCR/issues/11079

我一直没能复现这个问题,刚才在我的 Mac M1机器上, paddle v2.6 上,也没能复现这个问题。

DDDivano commented 5 months ago

macbook pro M3 ,使用paddle2.6.1版本,用上述代码也没有复现问题。可以贴一下pip的依赖看看。或者自行升级paddle全部依赖到最新版试一下。

hylarucoder commented 5 months ago

@jzhang533 你的 python 是跑在 rosetta 下面的嘛?

按理来说,应该很容易复现呀,因为我一次都没成功过。

我升级,降级都试过了。

jzhang533 commented 5 months ago

python -mplatform 'platform.platform()' : macOS-12.5.1-arm64-arm-64bit python --version Python 3.9.13

我知道社区一直在汇报这个问题,我也请了百度的 QA 来复现,现在确实是还没能复现。

hylarucoder commented 5 months ago

那确实太神奇了,我的环境是这样的

python -mplatform 'platform.platform()' :
# macOS-14.4.1-arm64-arm-64bit
python --version 
# Python 3.11.9

会不会和 macOS 的版本有关?

我可以辅助缩小定位范围,可以给一些指示嘛

jzhang533 commented 5 months ago

我现在只有这样一个猜测:

https://github.com/PaddlePaddle/PaddleOCR/issues/11706#issuecomment-2048876118

如果你愿意的话,可以尝试升级一下 openblas, 编译一个 paddlepaddle 出来看看。

hylarucoder commented 5 months ago

@jzhang533 ok,我试试。万一有一些不熟悉的地方。我在这个帖子下问题哈。

hylarucoder commented 5 months ago

@jzhang533

在 mac 上执行 make -j$(sysctl -n hw.ncpu) 的时候抛错,我需要在哪里加上 target cpu 呀。

image
hylarucoder commented 5 months ago

HI, @jzhang533 我这边推理 hang 住的时候 CPU 95%,接着用 mac 的 sample 命令行拿了一下call stack,希望对你 debug 有一定帮助。

Analysis of sampling Python (pid 55717) every 1 millisecond
Process:         Python [55717]
Path:            /opt/homebrew/*/Python.framework/Versions/3.11/Resources/Python.app/Contents/MacOS/Python
Load Address:    0x104978000
Identifier:      Python
Version:         ???
Code Type:       ARM64
Platform:        macOS
Parent Process:  zsh [49584]

Date/Time:       2024-05-09 23:45:24.351 +0800
Launch Time:     2024-05-09 23:44:53.525 +0800
OS Version:      macOS 14.4.1 (23E224)
Report Version:  7
Analysis Tool:   /usr/bin/sample

Physical footprint:         754.8M
Physical footprint (peak):  755.0M
Idle exit:                  untracked
----

Call graph:
    4262 Thread_1667636   DispatchQueue_1: com.apple.main-thread  (serial)
    + 4262 start  (in dyld) + 2360  [0x18d7760e0]
    +   4262 Py_BytesMain  (in Python) + 40  [0x105437bb8]
    +     4262 Py_RunMain  (in Python) + 704  [0x105436a7c]
    +       4262 pymain_run_file  (in Python) + 72  [0x10543719c]
    +         4262 pymain_run_file_obj  (in Python) + 220  [0x10543785c]
    +           4262 _PyRun_AnyFileObject  (in Python) + 216  [0x10541a930]
    +             4262 _PyRun_SimpleFileObject  (in Python) + 268  [0x10541af98]
    +               4262 pyrun_file  (in Python) + 148  [0x10541b548]
    +                 4262 run_mod  (in Python) + 112  [0x10541b708]
    +                   4262 run_eval_code_obj  (in Python) + 84  [0x10541b7a4]
    +                     4262 PyEval_EvalCode  (in Python) + 168  [0x1053c419c]
    +                       4262 _PyEval_EvalFrameDefault  (in Python) + 42356  [0x1053cf354]
    +                         4262 _PyObject_MakeTpCall  (in Python) + 128  [0x1052f10b4]
    +                           4262 slot_tp_call  (in Python) + 188  [0x105359ff8]
    +                             4262 _PyObject_FastCallDictTstate  (in Python) + 96  [0x1052f1360]
    +                               4262 _PyEval_Vector  (in Python) + 116  [0x1053d39d8]
    +                                 4262 _PyEval_EvalFrameDefault  (in Python) + 42356  [0x1053cf354]
    +                                   4262 _PyObject_MakeTpCall  (in Python) + 128  [0x1052f10b4]
    +                                     4262 cfunction_call  (in Python) + 60  [0x10533bc34]
    +                                       4262 pybind11::cpp_function::dispatcher(_object*, _object*, _object*)  (in libpaddle.so) + 3620  [0x13b0ee7bc]
    +                                         4262 pybind11::cpp_function::initialize<paddle::pybind::(anonymous namespace)::BindPaddleInferPredictor(pybind11::module_*)::$_21, void, paddle_infer::Predictor&, pybind11::name, pybind11::is_method, pybind11::sibling>(paddle::pybind::(anonymous namespace)::BindPaddleInferPredictor(pybind11::module_*)::$_21&&, void (*)(paddle_infer::Predictor&), pybind11::name const&, pybind11::is_method const&, pybind11::sibling const&)::'lambda'(pybind11::detail::function_call&)::__invoke(pybind11::detail::function_call&)  (in libpaddle.so) + 88  [0x13b4a160c]
    +                                           4262 paddle::AnalysisPredictor::ZeroCopyRun()  (in libpaddle.so) + 320  [0x13b9730f8]
    +                                             4262 paddle::framework::NaiveExecutor::Run()  (in libpaddle.so) + 512  [0x13eb8a038]
    +                                               4262 paddle::framework::OperatorBase::Run(paddle::framework::Scope const&, phi::Place const&)  (in libpaddle.so) + 400  [0x1402a4b5c]
    +                                                 4262 paddle::framework::OperatorWithKernel::RunImpl(paddle::framework::Scope const&, phi::Place const&) const  (in libpaddle.so) + 440  [0x1402aab60]
    +                                                   4262 paddle::framework::OperatorWithKernel::RunImpl(paddle::framework::Scope const&, phi::Place const&, paddle::framework::RuntimeContext*) const  (in libpaddle.so) + 5152  [0x1402ac084]
    +                                                     4262 phi::KernelImpl<void (*)(phi::CPUContext const&, phi::DenseTensor const&, phi::DenseTensor const&, std::vector<int> const&, std::vector<int> const&, std::basic_string<char> const&, std::vector<int> const&, int, std::basic_string<char> const&, phi::DenseTensor*), &void phi::ConvKernel<float, phi::CPUContext>(phi::CPUContext const&, phi::DenseTensor const&, phi::DenseTensor const&, std::vector<int> const&, std::vector<int> const&, std::basic_string<char> const&, std::vector<int> const&, int, std::basic_string<char> const&, phi::DenseTensor*)>::Compute(phi::KernelContext*)  (in libphi.dylib) + 244  [0x120ce93a4]
    +                                                       4262 phi::ConvKernelImpl<float, phi::CPUContext>(phi::CPUContext const&, phi::DenseTensor const&, phi::DenseTensor const&, std::vector<int> const&, std::vector<int> const&, std::basic_string<char> const&, int, std::vector<int> const&, std::basic_string<char> const&, phi::DenseTensor*)  (in libphi.dylib) + 2104  [0x120ce80d4]
    +                                                         4262 phi::funcs::Blas<phi::CPUContext>::MatMul<float>(phi::DenseTensor const&, bool, phi::DenseTensor const&, bool, float, phi::DenseTensor*, float) const  (in libphi.dylib) + 476  [0x120aa1f14]
    +                                                           4262 cblas_sgemm  (in libphi.dylib) + 664  [0x122207480]
    +                                                             4262 sgemm_nn  (in libphi.dylib) + 600  [0x12220b6e4]
    +                                                               4262 _sigtramp  (in libsystem_platform.dylib) + 56  [0x18db2f584]
    +                                                                 4262 google::(anonymous namespace)::FailureSignalHandler(int, __siginfo*, void*)  (in libpaddle.so) + 2040  [0x13b7fb154]
    +                                                                   4262 google::(anonymous namespace)::DumpStackFrameInfo(char const*, void*)  (in libpaddle.so) + 68  [0x13b7fbf10]
    +                                                                     4262 google::SymbolizeAndDemangle(void*, char*, int)  (in libpaddle.so) + 52  [0x13b7f98d4]
    +                                                                       4262 _platform_strlen  (in libsystem_platform.dylib) + 4  [0x18db2c904]
    4262 Thread_1667965
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1667966
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1667967
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1667968
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1667969
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1667970
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1667971
    + 4262 thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]
    +   4262 _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
    +     4262 blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
    +       4262 _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
    +         4262 __psynch_cvwait  (in libsystem_kernel.dylib) + 8  [0x18dac19ec]
    4262 Thread_1668327
      4262 start_wqthread  (in libsystem_pthread.dylib) + 8  [0x18daf9d28]
        4262 _pthread_wqthread  (in libsystem_pthread.dylib) + 364  [0x18dafb058]
          4262 __workq_kernreturn  (in libsystem_kernel.dylib) + 8  [0x18dabfea4]

Total number in stack (recursive counted multiple, when >=5):
        7       __psynch_cvwait  (in libsystem_kernel.dylib) + 0  [0x18dac19e4]
        7       _pthread_cond_wait  (in libsystem_pthread.dylib) + 1228  [0x18daff55c]
        7       _pthread_start  (in libsystem_pthread.dylib) + 136  [0x18dafef94]
        7       blas_thread_server  (in libphi.dylib) + 364  [0x12223e990]
        7       thread_start  (in libsystem_pthread.dylib) + 8  [0x18daf9d34]

Sort by top of stack, same collapsed (when >= 5):
        __psynch_cvwait  (in libsystem_kernel.dylib)        29834
        __workq_kernreturn  (in libsystem_kernel.dylib)        4262
        _platform_strlen  (in libsystem_platform.dylib)        4262

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jzhang533 commented 5 months ago

看你贴的 call stack,基本上能够验证,跟 openblas 有关。因为指向了 openblas 在 arm 上的 sgemm_nn 的实现。 再往后的分析,需要更专业的工程师来做了。

BTW: openblas 项目现在背后没有稳定的团队在维护。 See: https://github.com/OpenMathLib/OpenBLAS/issues/4580#issuecomment-2020300547

hylarucoder commented 5 months ago

@jzhang533 这样啊,这块我就完全的盲区了。想问一下,这种情况是不是 mac 上用 docker 也跑不了 paddle 了呀?

jzhang533 commented 5 months ago

docker 可以试试,我看有人反馈可以成功。

hylarucoder commented 5 months ago

似乎不行。看来我封装一个 docker 镜像的计划也失败了。我准备在 mac 上用 rapidocr,生产环境用 paddleocr。

image
jzhang533 commented 4 months ago

在 mac 上执行 make -j$(sysctl -n hw.ncpu) 的时候抛错,我需要在哪里加上 target cpu 呀。

你尝试在 mac 上编译 paddle 的时候,可以试试用这个脚本,引导你设置环境和使用正确的编译命令。

https://gist.github.com/jzhang533/0b4c9cecb3c9d3adbb6c939cffe9d06b

hylarucoder commented 4 months ago

@jzhang533

脚本 PYTHON_LIBRARY 那边不能直接用,显式指定,运行到cmake --build build -j 12失败了。

我的执行命令为

# instructions on build paddle on your mac M1/M2 silicon.
# please dont use mac built-in python
# to install python
brew install python

# to setup python related environment
export PYTHON_LIBRARY=/opt/homebrew/Cellar/python@3.10/3.10.14/Frameworks/Python.framework/Versions/3.10/lib
export PYTHON_INCLUDE_DIRS=/opt/homebrew/Cellar/python@3.10/3.10.14/Frameworks/Python.framework/Versions/3.10/include/python3.10
export PATH=/opt/homebrew/Cellar/python@3.10/3.10.14/Frameworks/Python.framework/Versions/3.10/bin:$PATH
export LD_LIBRARY_PATH=/opt/homebrew/Cellar/python@3.10/3.10.14/Frameworks/Python.framework/Versions/3.10
export LD_LIBRARY_PATH=/opt/homebrew/Cellar/python@3.10/3.10.14/Frameworks/Python.framework/Versions/3.10

# to use a homebrew installed openblas
brew install openblas
export OPENBLAS_ROOT=/opt/homebrew/opt/openblas/

# compile instructions
cmake -S . -B build -DPY_VERSION=3.10 -DWITH_GPU=OFF -DWITH_TESTING=OFF -DWITH_AVX=OFF -DWITH_ARM=ON -DCMAKE_BUILD_TYPE=Release
cmake --build build -j 12 这里挂掉了。

报错信息为

ld: warning: ignoring duplicate libraries: '../../third_party/install/glog/lib/libglog.a'
ld: archive member '/' not a mach-o file in '/Users/twocucao/Projects/project-library/Paddle/build/third_party/install/xxhash/lib/libxxhash.a'
clang: error: linker command failed with exit code 1 (use -v to see invocation)
make[2]: *** [paddle/phi/libphi.dylib] Error 1
make[1]: *** [paddle/phi/CMakeFiles/phi.dir/all] Error 2
make: *** [all] Error 2

报错的 verbose 信息为

Consolidate compiler generated dependencies of target phi
/Applications/Xcode.app/Contents/Developer/usr/bin/make  -f paddle/phi/CMakeFiles/phi.dir/build.make paddle/phi/CMakeFiles/phi.dir/build
[ 11%] Linking CXX shared library libphi.dylib
cd /Users/twocucao/Projects/project-library/Paddle/build/paddle/phi && /opt/homebrew/Cellar/cmake/3.29.2/bin/cmake -E cmake_link_script CMakeFiles/phi.dir/link.txt --verbose=1
/Applications/Xcode.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/bin/c++ -DCRYPTOPP_ARM_CRC32_AVAILABLE=0 -std=c++17 -Wno-deprecated-register -Werror=format -Werror=inconsistent-missing-override -Werror=braced-scalar-init -Werror=uninitialized -Werror=tautological-constant-out-of-range-compare -Werror=literal-conversion -Werror=pragma-pack -Werror=c++17-extensions  -fPIC -O3 -DNDEBUG -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX14.0.sdk -mmacosx-version-min=14.4 -dynamiclib -Wl,-headerpad_max_install_names -L/opt/homebrew/opt/openblas/lib -o libphi.dylib -install_name @rpath/libphi.dylib CMakeFiles/phi.dir/common/place.cc.o CMakeFiles/phi.dir/common/scalar.cc.o CMakeFiles/phi.dir/common/int_array.cc.o CMakeFiles/phi.dir/common/memory_utils.cc.o CMakeFiles/phi.dir/common/port.cc.o CMakeFiles/phi.dir/api/profiler/device_tracer.cc.o CMakeFiles/phi.dir/api/profiler/profiler.cc.o 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ld: warning: ignoring duplicate libraries: '../../third_party/install/glog/lib/libglog.a'
ld: archive member '/' not a mach-o file in '/Users/twocucao/Projects/project-library/Paddle/build/third_party/install/xxhash/lib/libxxhash.a'
clang: error: linker command failed with exit code 1 (use -v to see invocation)
make[2]: *** [paddle/phi/libphi.dylib] Error 1
make[1]: *** [paddle/phi/CMakeFiles/phi.dir/all] Error 2
make: *** [all] Error 2
jzhang533 commented 4 months ago

可能跟你用的编译器有关。 你用的 gcc 还是 xcode 里的 clang ? 我这里是: clang --version

Apple clang version 13.1.6 (clang-1316.0.21.2.5) Target: arm64-apple-darwin21.6.0 Thread model: posix InstalledDir: /Library/Developer/CommandLineTools/usr/bin

hylarucoder commented 4 months ago

Apple clang version 15.0.0 (clang-1500.0.40.1) Target: arm64-apple-darwin23.4.0 Thread model: posix InstalledDir: /Applications/Xcode.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/bin

jzhang533 commented 4 months ago

换个低版本的 clang 看看。

ref: https://developer.apple.com/forums/thread/741149

hylarucoder commented 4 months ago

@jzhang533 新系统无法降级 xcode 14, clang 最低 15.0.0

jzhang533 commented 4 months ago

试试这个: python -m pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/mac/cpu/develop.html

我把 BLAS 库换成了 Apple Accelerate Framework 。

@hylarucoder

hylarucoder commented 4 months ago

@jzhang533 可以了。 work like magic

抱歉回复晚了。

lemonish commented 4 months ago

试试这个: python -m pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/mac/cpu/develop.html

我把 BLAS 库换成了 Apple Accelerate Framework 。

@hylarucoder

这个是需要重新编译吧

jzhang533 commented 4 months ago

试试这个: python -m pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/mac/cpu/develop.html 我把 BLAS 库换成了 Apple Accelerate Framework 。 @hylarucoder

这个是需要重新编译吧

pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/mac/cpu/develop.html 安装的是每天晚上编译出来的 package。 不需要你自己重新编译。

lemonish commented 4 months ago

试试这个: python -m pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/mac/cpu/develop.html 我把 BLAS 库换成了 Apple Accelerate Framework 。 @hylarucoder

这个是需要重新编译吧

pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/mac/cpu/develop.html 安装的是每天晚上编译出来的 package。 不需要你自己重新编译。 有编译出来 C的动态库吗?