参照 macOS Sierra (10.12.3)编译Caffe 编译成功 Caffe 后,开始尝试使用 Caffe 的 Python 接口，执行如下命令：
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$ make pycaffe |
编译一切成功，但是当执行
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import caffe |
的时候，程序崩溃，提示如下内容：
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Segmentation fault: 11 |
具体的崩溃信息可以从错误信息中看到如下信息：
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1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 |
Process: Python [15242] Path: /usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/Resources/Python.app/Contents/MacOS/Python Identifier: Python Version: 2.7.13 (2.7.13) Code Type: X86-64 (Native) Parent Process: bash [3757] Responsible: Python [15242] User ID: 501 Date/Time: 2017-04-05 16:18:26.852 +0800 OS Version: Mac OS X 10.12.4 (16E195) Report Version: 12 Anonymous UUID: 954B2081-28A7-7BD8-4328-849C7162E837 Time Awake Since Boot: 23000 seconds System Integrity Protection: enabled Crashed Thread: 0 Dispatch queue: com.apple.main-thread Exception Type: EXC_BAD_ACCESS (SIGSEGV) Exception Codes: KERN_INVALID_ADDRESS at 0x0000000000000000 Exception Note: EXC_CORPSE_NOTIFY Termination Signal: Segmentation fault: 11 Termination Reason: Namespace SIGNAL, Code 0xb Terminating Process: exc handler [0] VM Regions Near 0: --> __TEXT 000000010ba29000-000000010ba2b000 [ 8K] r-x/rwx SM=COW /usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/Resources/Python.app/Contents/MacOS/Python Thread 0 Crashed:: Dispatch queue: com.apple.main-thread 0 org.python.python 0x000000010d780e6f PyInt_FromLong + 33 1 _caffe.so 0x000000010c7d7378 boost::python::detail::keywords<1ul>& boost::python::detail::keywords<1ul>::operator=<int>(int const&) + 24 2 _caffe.so 0x000000010c7d37ce caffe::init_module__caffe() + 558 3 libboost_python.dylib 0x000000010d702f5e boost::python::handle_exception_impl(boost::function0<void>) + 78 4 libboost_python.dylib 0x000000010d703ee9 boost::python::detail::init_module(char const*, void (*)()) + 121 5 org.python.python 0x000000010bacea86 _PyImport_LoadDynamicModule + 140 6 org.python.python 0x000000010bacd782 import_submodule + 267 7 org.python.python 0x000000010bacd348 load_next + 280 8 org.python.python 0x000000010bacc50f PyImport_ImportModuleLevel + 1133 9 org.python.python 0x000000010baae33e builtin___import__ + 135 10 org.python.python 0x000000010ba39921 PyObject_Call + 99 11 org.python.python 0x000000010babce37 PyEval_CallObjectWithKeywords + 165 12 org.python.python 0x000000010bab8051 PyEval_EvalFrameEx + 20765 13 org.python.python 0x000000010bab2d3e PyEval_EvalCodeEx + 1617 14 org.python.python 0x000000010bab26e7 PyEval_EvalCode + 48 15 org.python.python 0x000000010bacaff0 PyImport_ExecCodeModuleEx + 241 16 org.python.python 0x000000010bacdd1d load_source_module + 1095 17 org.python.python 0x000000010bacd782 import_submodule + 267 18 org.python.python 0x000000010bacd348 load_next + 280 19 org.python.python 0x000000010bacc50f PyImport_ImportModuleLevel + 1133 20 org.python.python 0x000000010baae33e builtin___import__ + 135 21 org.python.python 0x000000010ba39921 PyObject_Call + 99 22 org.python.python 0x000000010babce37 PyEval_CallObjectWithKeywords + 165 23 org.python.python 0x000000010bab8051 PyEval_EvalFrameEx + 20765 24 org.python.python 0x000000010bab2d3e PyEval_EvalCodeEx + 1617 25 org.python.python 0x000000010bab26e7 PyEval_EvalCode + 48 26 org.python.python 0x000000010bacaff0 PyImport_ExecCodeModuleEx + 241 27 org.python.python 0x000000010bacdd1d load_source_module + 1095 28 org.python.python 0x000000010bacdfa5 load_package + 303 29 org.python.python 0x000000010bacd782 import_submodule + 267 30 org.python.python 0x000000010bacd348 load_next + 280 31 org.python.python 0x000000010bacc50f PyImport_ImportModuleLevel + 1133 32 org.python.python 0x000000010baae33e builtin___import__ + 135 33 org.python.python 0x000000010ba39921 PyObject_Call + 99 34 org.python.python 0x000000010babce37 PyEval_CallObjectWithKeywords + 165 35 org.python.python 0x000000010bab8051 PyEval_EvalFrameEx + 20765 36 org.python.python 0x000000010bab2d3e PyEval_EvalCodeEx + 1617 37 org.python.python 0x000000010bab26e7 PyEval_EvalCode + 48 38 org.python.python 0x000000010bad6068 run_mod + 53 39 org.python.python 0x000000010bad610b PyRun_FileExFlags + 133 40 org.python.python 0x000000010bad5c5c PyRun_SimpleFileExFlags + 702 41 org.python.python 0x000000010bae7442 Py_Main + 3094 42 libdyld.dylib 0x00007fffbcf1d235 start + 1 Thread 0 crashed with X86 Thread State (64-bit): rax: 0x000000010d8840d0 rbx: 0x0000000000000000 rcx: 0x0000000000000000 rdx: 0x000000010ba80d10 rdi: 0x0000000000000000 rsi: 0x00007fff541d5260 rbp: 0x00007fff541d47f0 rsp: 0x00007fff541d47e0 r8: 0x000000010c7c02b8 r9: 0x98dae79f5b86c26f r10: 0x0000000000000000 r11: 0xffffffffff0a4763 r12: 0x000000010c7be2b8 r13: 0x0000000000000000 r14: 0x00007fff541d52b0 r15: 0x00007fff541d5520 rip: 0x000000010d780e6f rfl: 0x0000000000010287 cr2: 0x0000000000000000 Logical CPU: 0 Error Code: 0x00000006 Trap Number: 14 Binary Images: 0x10ba29000 - 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0x7fffbce45ff7 libcache.dylib (79) <093A4DAB-8385-3D47-A350-E20CB7CCF7BF> /usr/lib/system/libcache.dylib 0x7fffbce46000 - 0x7fffbce50fff libcommonCrypto.dylib (60092.50.5) <BE8380C5-C09D-3F48-A502-AEBB58231067> /usr/lib/system/libcommonCrypto.dylib 0x7fffbce51000 - 0x7fffbce58fff libcompiler_rt.dylib (62) <55D47421-772A-32AB-B529-1A46C2F43B4D> /usr/lib/system/libcompiler_rt.dylib 0x7fffbce59000 - 0x7fffbce61fff libcopyfile.dylib (138) <819BEA3C-DF11-3E3D-A1A1-5A51C5BF1961> /usr/lib/system/libcopyfile.dylib 0x7fffbce62000 - 0x7fffbcee5fdf libcorecrypto.dylib (442.50.19) <8A39EE06-121C-3731-A9E9-35847064B3EE> /usr/lib/system/libcorecrypto.dylib 0x7fffbcee6000 - 0x7fffbcf17fff libdispatch.dylib (703.50.37) <D122E712-9593-31CA-BAC4-4A54410BF4A0> /usr/lib/system/libdispatch.dylib 0x7fffbcf18000 - 0x7fffbcf1dffb libdyld.dylib (433.5) <129D3B44-FB21-3750-9A68-48B5C3DC632B> /usr/lib/system/libdyld.dylib 0x7fffbcf1e000 - 0x7fffbcf1effb libkeymgr.dylib (28) <7AA011A9-DC21-3488-BF73-3B5B14D1FDD6> /usr/lib/system/libkeymgr.dylib 0x7fffbcf1f000 - 0x7fffbcf2bffb libkxld.dylib (3789.51.2) <0BD544C8-A376-3F91-8426-564B4F7FE7E6> /usr/lib/system/libkxld.dylib 0x7fffbcf2c000 - 0x7fffbcf2cfff liblaunch.dylib (972.50.27) <037D198D-9B02-3EF9-A8E9-6F43EA555A9E> /usr/lib/system/liblaunch.dylib 0x7fffbcf2d000 - 0x7fffbcf32ff3 libmacho.dylib (898) <17D5D855-F6C3-3B04-B680-E9BF02EF8AED> /usr/lib/system/libmacho.dylib 0x7fffbcf33000 - 0x7fffbcf35ff3 libquarantine.dylib (85.50.1) <7B32EA91-AB8B-32A4-8E52-9D3ED46CAC8E> /usr/lib/system/libquarantine.dylib 0x7fffbcf36000 - 0x7fffbcf37ffb libremovefile.dylib (45) <38D4CB9C-10CD-30D3-8B7B-A515EC75FE85> /usr/lib/system/libremovefile.dylib 0x7fffbcf38000 - 0x7fffbcf50ff7 libsystem_asl.dylib (349.50.5) <096E4228-3B7C-30A6-8B13-EC909A64499A> /usr/lib/system/libsystem_asl.dylib 0x7fffbcf51000 - 0x7fffbcf51ff7 libsystem_blocks.dylib (67) <10DC5404-73AB-35B3-A277-A8AFECB476EB> /usr/lib/system/libsystem_blocks.dylib 0x7fffbcf52000 - 0x7fffbcfdffef libsystem_c.dylib (1158.50.2) <B03F8915-1E9B-3C84-AED5-68E2E0031630> /usr/lib/system/libsystem_c.dylib 0x7fffbcfe0000 - 0x7fffbcfe3ffb libsystem_configuration.dylib (888.51.2) <872C8A42-0871-3424-830B-84E587A75D27> /usr/lib/system/libsystem_configuration.dylib 0x7fffbcfe4000 - 0x7fffbcfe7fff libsystem_coreservices.dylib (41.4) <FD0915E8-9C43-3FCB-94E0-33C45DF028CD> /usr/lib/system/libsystem_coreservices.dylib 0x7fffbcfe8000 - 0x7fffbd000fff libsystem_coretls.dylib (121.50.4) <EC6FCF07-DCFB-3A03-9CC9-6DD3709974C6> /usr/lib/system/libsystem_coretls.dylib 0x7fffbd001000 - 0x7fffbd007fff libsystem_dnssd.dylib (765.50.9) <FF02A197-7CEF-3684-8155-E5E225051E44> /usr/lib/system/libsystem_dnssd.dylib 0x7fffbd008000 - 0x7fffbd031ff7 libsystem_info.dylib (503.50.4) <611DB84C-BF70-3F92-8702-B9F28A900920> /usr/lib/system/libsystem_info.dylib 0x7fffbd032000 - 0x7fffbd054ff7 libsystem_kernel.dylib (3789.51.2) <FC51D7B0-8292-3F6A-9231-64340B237EB7> /usr/lib/system/libsystem_kernel.dylib 0x7fffbd055000 - 0x7fffbd09cfe7 libsystem_m.dylib (3121.6) <A790C9A5-DD24-32F5-8FD7-33BFCE79AC87> /usr/lib/system/libsystem_m.dylib 0x7fffbd09d000 - 0x7fffbd0bbff7 libsystem_malloc.dylib (116.50.8) <48D1BBA3-914E-3C65-AF70-C33B4A1B5233> /usr/lib/system/libsystem_malloc.dylib 0x7fffbd0bc000 - 0x7fffbd115ffb libsystem_network.dylib (856.50.56) <FDE14243-4328-3EFD-824C-C0D314D7B540> /usr/lib/system/libsystem_network.dylib 0x7fffbd116000 - 0x7fffbd11fff3 libsystem_networkextension.dylib (563.50.32) <D5381DA9-529C-3588-BE16-A2245DE93423> /usr/lib/system/libsystem_networkextension.dylib 0x7fffbd120000 - 0x7fffbd129ff3 libsystem_notify.dylib (165.20.1) <B8160190-A069-3B3A-BDF6-2AA408221FAE> /usr/lib/system/libsystem_notify.dylib 0x7fffbd12a000 - 0x7fffbd132fe7 libsystem_platform.dylib (126.50.8) <5940EAB7-84D6-34DC-9B38-111648B2B589> /usr/lib/system/libsystem_platform.dylib 0x7fffbd133000 - 0x7fffbd13dff7 libsystem_pthread.dylib (218.51.1) <62A84A68-431D-3B54-A7B6-31367CCF2884> /usr/lib/system/libsystem_pthread.dylib 0x7fffbd13e000 - 0x7fffbd141ff7 libsystem_sandbox.dylib (592.50.47) <87A2327D-B7A1-3E4C-A85D-D3D9484003DB> /usr/lib/system/libsystem_sandbox.dylib 0x7fffbd142000 - 0x7fffbd143ff3 libsystem_secinit.dylib (24.50.4) <F78B847B-3565-3E4B-98A6-F7AD40392E2D> /usr/lib/system/libsystem_secinit.dylib 0x7fffbd144000 - 0x7fffbd14bffb libsystem_symptoms.dylib (532.50.47) <9CF6A47C-8343-3E85-9C27-A8D98E726A8B> /usr/lib/system/libsystem_symptoms.dylib 0x7fffbd14c000 - 0x7fffbd15fff7 libsystem_trace.dylib (518.51.1) <E1D540D8-CC88-3901-92BA-FC4B802FE0E8> /usr/lib/system/libsystem_trace.dylib 0x7fffbd160000 - 0x7fffbd165ffb libunwind.dylib (35.3) <3D50D8A8-C460-334D-A519-2DA841102C6B> /usr/lib/system/libunwind.dylib 0x7fffbd166000 - 0x7fffbd18fff7 libxpc.dylib (972.50.27) <ABC45890-DA23-3A4A-B50B-1384BD4CBBDF> /usr/lib/system/libxpc.dylib External Modification Summary: Calls made by other processes targeting this process: task_for_pid: 0 thread_create: 0 thread_set_state: 0 Calls made by this process: task_for_pid: 0 thread_create: 0 thread_set_state: 0 Calls made by all processes on this machine: task_for_pid: 13548 thread_create: 0 thread_set_state: 0 VM Region Summary: ReadOnly portion of Libraries: Total=280.9M resident=0K(0%) swapped_out_or_unallocated=280.9M(100%) Writable regions: Total=64.6M written=0K(0%) resident=0K(0%) swapped_out=0K(0%) unallocated=64.6M(100%) VIRTUAL REGION REGION TYPE SIZE COUNT (non-coalesced) =========== ======= ======= Kernel Alloc Once 8K 2 MALLOC 37.5M 17 MALLOC guard page 32K 7 SBRK (reserved) 4096K 2 reserved VM address space (unallocated) STACK GUARD 56.0M 2 Stack 8192K 2 VM_ALLOCATE 13.8M 18 __DATA 23.6M 294 __IMAGE 528K 2 __LINKEDIT 120.6M 64 __TEXT 160.3M 282 __UNICODE 556K 2 shared memory 12K 4 =========== ======= ======= TOTAL 424.8M 685 TOTAL, minus reserved VM space 420.8M 685 Model: MacBookPro11,3, BootROM MBP112.0138.B25, 4 processors, Intel Core i7, 2.5 GHz, 16 GB, SMC 2.19f12 Graphics: Intel Iris Pro, Intel Iris Pro, Built-In Graphics: NVIDIA GeForce GT 750M, NVIDIA GeForce GT 750M, PCIe, 2048 MB Memory Module: BANK 0/DIMM0, 8 GB, DDR3, 1600 MHz, 0x80AD, 0x484D54343147533641465238412D50422020 Memory Module: BANK 1/DIMM0, 8 GB, DDR3, 1600 MHz, 0x80AD, 0x484D54343147533641465238412D50422020 AirPort: spairport_wireless_card_type_airport_extreme (0x14E4, 0x134), Broadcom BCM43xx 1.0 (7.21.171.124.1a2) Bluetooth: Version 5.0.4f18, 3 services, 27 devices, 1 incoming serial ports Network Service: Wi-Fi, AirPort, en0 Serial ATA Device: APPLE SSD SM0512F, 500.28 GB USB Device: USB 3.0 Bus USB Device: Apple Internal Keyboard / Trackpad USB Device: BRCM20702 Hub USB Device: Bluetooth USB Host Controller Thunderbolt Bus: MacBook Pro, Apple Inc., 17.1 |
这个问题纠结良久，百思不得其解。后来通过Google找到问题的原因，原因在于，由于macOS Sierra是自带Python的，但是他自带的版本并没有包含Pip，同时，就算手工安装上Pip，在安装第三方包的时候，某些包也会由于权限问题，导致安装失败，因此比较方便的解决方法其实就是使用HomeBrew重新安装一个Python来绕过系统默认的Python的种种限制。但是这样带来一个问题，那就是在编译Caffe的时候，我们链接的是系统自带的Python动态库，但是运行时候，却使用了HomeBrew安装的Python，这就导致了程序运行时候的混乱，导致程序崩溃。
解决方法为，指定链接的Python库为我们使用HomeBrew安装的版本即可，如下：
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1 |
$ vim Makefile.config |
找到如下语句：
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PYTHON_LIB := /usr/lib |
修改为（如果你的版本是2.7.13的话，其他版本请根据实际情况修改）：
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PYTHON_LIB := /usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib |
然后重新编译代码
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$ make clean $ make $ make pycaffe $ make distribute |
测试代码如下：
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import sys,os #设置当前目录 caffe_root = '/Users/Source/caffe/distribute/' sys.path.append(caffe_root + 'python') sys.path.append(caffe_root + 'lib') import caffe |
执行如下命令：
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#指定需要加载的动态库的位置，否则会找不到链接地址 $ export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/Users/Source/caffe/distribute/lib #执行脚本 $ python pycaffe_test.py |
执行正常即可说明编译没问题了。