問題
我有一個 docker 鏡像，它在我的本地機器（Ubuntu 20.04）上構建良好，但在編譯dlib時在共享Linode上失敗。我完全不知道為什么會這樣。
有人知道或知道該怎么做嗎？我認為它與底層硬體有關，但我知道什么......
進一步背景
- Docker 和 Docker Compose 版本在兩個系統上是相同的
- 滿足構建 dlib 的所有要求（由我成功的本地構建證明）
- 我有一個基于的影像
nvidia/cuda:11.0.3-cudnn8-runtime-ubuntu20.04 - 由于我認為 Linode 上缺少 GPU 與此有關，因此我嘗試使用多種方法編譯沒有 GPU 支持的 dlib。沒有作業
- 最后，該影像公開了一個 Django API，該 API 執行了一系列機器學習的作業（例如使用 spacy 或面部識別）。
錯誤資訊
Installing collected packages: dlib
Running setup.py install for dlib: started
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: still running...
Running setup.py install for dlib: finished with status 'error'
ERROR: Command errored out with exit status 1:
command: /home/picwise/.pyenv/versions/3.7.11/bin/python3.7 -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-req-build-owm_69xz/setup.py'"'"'; __file__='"'"'/tmp/pip-req-build-owm_69xz/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /tmp/pip-record-4bup0pba/install-record.txt --single-version-externally-managed --compile --install-headers /home/picwise/.pyenv/versions/3.7.11/include/python3.7m/dlib
cwd: /tmp/pip-req-build-owm_69xz/
Complete output (267 lines):
running install
running build
running build_py
package init file 'tools/python/dlib/__init__.py' not found (or not a regular file)
running build_ext
Building extension for Python 3.7.11 (default, Oct 4 2021, 20:45:45)
Invoking CMake setup: 'cmake /tmp/pip-req-build-owm_69xz/tools/python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=/tmp/pip-req-build-owm_69xz/build/lib.linux-x86_64-3.7 -DPYTHON_EXECUTABLE=/home/picwise/.pyenv/versions/3.7.11/bin/python3.7 -DCMAKE_BUILD_TYPE=Release'
-- The C compiler identification is GNU 9.3.0
-- The CXX compiler identification is GNU 9.3.0
-- Check for working C compiler: /usr/bin/cc
-- Check for working C compiler: /usr/bin/cc -- works
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Detecting C compile features
-- Detecting C compile features - done
-- Check for working CXX compiler: /usr/bin/c
-- Check for working CXX compiler: /usr/bin/c -- works
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- Found PythonInterp: /home/picwise/.pyenv/versions/3.7.11/bin/python3.7 (found version "3.7.11")
-- Found PythonLibs: /home/picwise/.pyenv/versions/3.7.11/lib/libpython3.7m.a
-- Performing Test HAS_CPP14_FLAG
-- Performing Test HAS_CPP14_FLAG - Success
-- pybind11 v2.2.4
-- Using CMake version: 3.16.3
-- Compiling dlib version: 19.22.1
-- SSE4 instructions can be executed by the host processor.
-- AVX instructions can be executed by the host processor.
-- Enabling AVX instructions
-- Looking for pthread.h
-- Looking for pthread.h - found
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD - Failed
-- Looking for pthread_create in pthreads
-- Looking for pthread_create in pthreads - not found
-- Looking for pthread_create in pthread
-- Looking for pthread_create in pthread - found
-- Found Threads: TRUE
-- Could NOT find X11 (missing: X11_X11_INCLUDE_PATH X11_X11_LIB)
*****************************************************************************
*** DLIB GUI SUPPORT DISABLED BECAUSE X11 DEVELOPMENT LIBRARIES NOT FOUND ***
*** Make sure libx11-dev is installed if you want GUI support. ***
*** On Ubuntu run: sudo apt-get install libx11-dev ***
*****************************************************************************
-- Searching for BLAS and LAPACK
-- Searching for BLAS and LAPACK
-- Found PkgConfig: /usr/bin/pkg-config (found version "0.29.1")
-- Checking for module 'cblas'
-- No package 'cblas' found
-- Checking for module 'lapack'
-- No package 'lapack' found
-- Looking for cblas_ddot
-- Looking for cblas_ddot - not found
-- Looking for sys/types.h
-- Looking for sys/types.h - found
-- Looking for stdint.h
-- Looking for stdint.h - found
-- Looking for stddef.h
-- Looking for stddef.h - found
-- Check size of void*
-- Check size of void* - done
*****************************************************************************
*** No BLAS library found so using dlib's built in BLAS. However, if you ***
*** install an optimized BLAS such as OpenBLAS or the Intel MKL your code ***
*** will run faster. On Ubuntu you can install OpenBLAS by executing: ***
*** sudo apt-get install libopenblas-dev liblapack-dev ***
*** Or you can easily install OpenBLAS from source by downloading the ***
*** source tar file from http://www.openblas.net, extracting it, and ***
*** running: ***
*** make; sudo make install ***
*****************************************************************************
CUDA_TOOLKIT_ROOT_DIR not found or specified
-- Could NOT find CUDA (missing: CUDA_TOOLKIT_ROOT_DIR CUDA_NVCC_EXECUTABLE CUDA_INCLUDE_DIRS CUDA_CUDART_LIBRARY) (Required is at least version "7.5")
-- Found CUDA, but CMake was unable to find the cuBLAS libraries that should be part of every basic CUDA install. Your CUDA install is somehow broken or incomplete. Since cuBLAS is required for dlib to use CUDA we won't use CUDA.
-- DID NOT FIND CUDA
-- Disabling CUDA support for dlib. DLIB WILL NOT USE CUDA
-- C 11 activated.
-- Configuring done
-- Generating done
-- Build files have been written to: /tmp/pip-req-build-owm_69xz/build/temp.linux-x86_64-3.7
Invoking CMake build: 'cmake --build . --config Release -- -j1'
Scanning dependencies of target dlib
[ 1%] Building CXX object dlib_build/CMakeFiles/dlib.dir/base64/base64_kernel_1.cpp.o
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[ 7%] Building CXX object dlib_build/CMakeFiles/dlib.dir/tokenizer/tokenizer_kernel_1.cpp.o
[ 7%] Building CXX object dlib_build/CMakeFiles/dlib.dir/unicode/unicode.cpp.o
[ 8%] Building CXX object dlib_build/CMakeFiles/dlib.dir/test_for_odr_violations.cpp.o
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In file included from /tmp/pip-req-build-owm_69xz/dlib/filtering/../matrix.h:11,
from /tmp/pip-req-build-owm_69xz/dlib/filtering/kalman_filter.h:7,
from /tmp/pip-req-build-owm_69xz/dlib/filtering/kalman_filter.cpp:6:
/tmp/pip-req-build-owm_69xz/dlib/filtering/../matrix/matrix_la.h: In function a€?long int dlib::svd4(dlib::svd_u_mode, bool, const dlib::matrix_exp<EXP>&, dlib::matrix<typename EXP::type, uM, uN, MM1, L1>&, dlib::matrix<typename EXP::type, qN, qX, MM2, L1>&, dlib::matrix<typename EXP::type, vM, vN, MM3, L1>&) [with EXP = dlib::matrix_op<dlib::op_trans<dlib::matrix_op<dlib::op_trans<dlib::matrix<double, 1, 2, dlib::memory_manager_stateless_kernel_1<char>, dlib::row_major_layout> > > > >; long int qN = 1; long int qX = 1; long int uM = 1; long int uN = 1; long int vM = 2; long int vN = 1; MM1 = dlib::memory_manager_stateless_kernel_1<char>; MM2 = dlib::memory_manager_stateless_kernel_1<char>; MM3 = dlib::memory_manager_stateless_kernel_1<char>; L1 = dlib::row_major_layout]a€?:
/tmp/pip-req-build-owm_69xz/dlib/filtering/../matrix/matrix_la.h:225:32: warning: iteration 1 invokes undefined behavior [-Waggressive-loop-optimizations]
225 | y = abs(q(i)) abs(e(i));
| ~~~^~~~~~
/tmp/pip-req-build-owm_69xz/dlib/filtering/../matrix/matrix_la.h:163:20: note: within this loop
163 | for (i=0; i<n; i )
| ~^~
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c : fatal error: Killed signal terminated program cc1plus
compilation terminated.
make[2]: *** [CMakeFiles/_dlib_pybind11.dir/build.make:102: CMakeFiles/_dlib_pybind11.dir/src/svm_c_trainer.cpp.o] Error 1
make[1]: *** [CMakeFiles/Makefile2:117: CMakeFiles/_dlib_pybind11.dir/all] Error 2
make: *** [Makefile:84: all] Error 2
Traceback (most recent call last):
File "<string>", line 1, in <module>
File "/tmp/pip-req-build-owm_69xz/setup.py", line 261, in <module>
'Topic :: Software Development',
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/site-packages/setuptools/__init__.py", line 144, in setup
return distutils.core.setup(**attrs)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/core.py", line 148, in setup
dist.run_commands()
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/dist.py", line 966, in run_commands
self.run_command(cmd)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/dist.py", line 985, in run_command
cmd_obj.run()
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/site-packages/setuptools/command/install.py", line 61, in run
return orig.install.run(self)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/command/install.py", line 545, in run
self.run_command('build')
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/dist.py", line 985, in run_command
cmd_obj.run()
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/command/build.py", line 135, in run
self.run_command(cmd_name)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/distutils/dist.py", line 985, in run_command
cmd_obj.run()
File "/tmp/pip-req-build-owm_69xz/setup.py", line 134, in run
self.build_extension(ext)
File "/tmp/pip-req-build-owm_69xz/setup.py", line 174, in build_extension
subprocess.check_call(cmake_build, cwd=build_folder)
File "/home/picwise/.pyenv/versions/3.7.11/lib/python3.7/subprocess.py", line 363, in check_call
raise CalledProcessError(retcode, cmd)
subprocess.CalledProcessError: Command '['cmake', '--build', '.', '--config', 'Release', '--', '-j1']' returned non-zero exit status 2.
----------------------------------------
ERROR: Command errored out with exit status 1: /home/picwise/.pyenv/versions/3.7.11/bin/python3.7 -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-req-build-owm_69xz/setup.py'"'"'; __file__='"'"'/tmp/pip-req-build-owm_69xz/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /tmp/pip-record-4bup0pba/install-record.txt --single-version-externally-managed --compile --install-headers /home/picwise/.pyenv/versions/3.7.11/include/python3.7m/dlib Check the logs for full command output.
at /home.pyenv/versions/3.7.11/lib/python3.7/site-packages/poetry/utils/env.py:1075 in _run
1071a”? output = subprocess.check_output(
1072a”? cmd, stderr=subprocess.STDOUT, **kwargs
1073a”? )
1074a”? except CalledProcessError as e:
a?’ 1075a”? raise EnvCommandError(e, input=input_)
1076a”?
1077a”? return decode(output)
1078a”?
1079a”? def execute(self, bin, *args, **kwargs):
The command '/bin/bash -o pipefail -c poetry install $(test \"$PICWISE_DJANGO_ENVIRONMENT\" == production && echo \"--no-dev\") --no-interaction --no-ansi' returned a non-zero code: 1
uj5u.com熱心網友回復：
我通過將我的 Linode 升級到專用 CPU 計劃解決了這個問題。這樣做后，一切都按預期進行。
對我來說，這個問題已經解決了，但我仍然很好奇為什么這在共享系統上不起作用......如果有人知道，請賜教！
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