当运行官方的toad.quality()时，无法得到结果，并抛出报错

解决方法

首先检查toad版本：我的是toad == 0.0.64，python3.6版本
只需更换python版本为3.8，然后重新安装toad即可：pip install toad

问题解析

toad=0.1.0时不会出问题，但是python3.6无法更新到0.1.0，python3.8可以(python3.7未尝试)

toad github地址：https://github.com/amphibian-dev/toad
toad 文档：https://toad.readthedocs.io/en/stable/tutorial.html
toad pypi地址：https://pypi.org/project/toad/

完整报错

Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
Traceback (most recent call last):
OSError: [Errno 9] Bad file descriptorFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Fatal Python error: PyCOND_WAIT(gil_cond) failed
Thread 0x00007000059e5000 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 172 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Thread 0x00007000054e2000 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 138 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Thread 0x0000700004fdf000 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pTraceback (most recent call last):
ydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/py  File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
thon3.6/threading.py", line 916 in OSError: [Errno 9] Bad file descriptor
_bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Current thread 0x0000700004adc000 (most recent call first):File "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 299 in waitFile "/opt/anaconda3/envs/baogao/lib/python3.6/queue.py", line 173 in getFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 367 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Thread 0x000000010e2fae00 (most recent call first):File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/fork_exec.py", line 22 in close_fdsFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/fork_exec.py", line 45 in fork_execFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/popen_loky_posix.py", line 157 in _launchFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/popen_loky_posix.py", line 52 in __init__File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/process.py", line 39 in _PopenFile "/opt/anaconda3/envs/baogao/lib/python3.6/multiprocessing/process.py", line 105 in startFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py", line 1100 in _adjust_process_countFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py", line 1109 in _ensure_executor_runningFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py", line 1135 in submitFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/reusable_executor.py", line 178 in submitFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/_parallel_backends.py", line 531 in apply_asyncFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 779 in _dispatchFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 861 in dispatch_one_batchFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 1043 in __call__File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/toad/stats.py", line 399 in qualityFile "<ipython-input-1-effea143780f>", line 1 in <module>File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3343 in run_codeFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3263 in run_ast_nodesFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3072 in run_cell_asyncFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/async_helpers.py", line 68 in _pseudo_sync_runnerFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2895 in _run_cellFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2867 in run_cellFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_ipython_console_011.py", line 482 in add_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_ipython_code_executor.py", line 41 in do_add_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_code_executor.py", line 108 in add_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_console_integration.py", line 106 in ipython_exec_codeFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_console_integration.py", line 195 in console_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 1837 in do_itFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 866 in process_internal_commandsFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1161 in _do_wait_suspendFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1147 in do_wait_suspendFile "/Users/xq/Desktop/data/pycharm_pro/trend_cluster/test/finance_toad/learn_base.py", line 32 in <module>File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_imps/_pydev_execfile.py", line 18 in execfileFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1483 in _execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1476 in runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 2164 in mainFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 2173 in <module>
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Fatal Python error: PyCOND_WAIT(gil_cond) failed
Thread 0x00007000059e5000 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 172 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Thread 0x00007000054e2000 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 138 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Thread 0x0000700004fdf000 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292 in _on_runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 218 in runFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Current thread 0x0000700004adc000 (most recent call first):File "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 299 in waitFile "/opt/anaconda3/envs/baogao/lib/python3.6/queue.py", line 173 in getFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 367 in _on_runFile "/Applications/PyCharm.aTraceback (most recent call last):
pp/Contents/plugins/python/helpers/pydev/_pydevd_bundle/p  File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
ydevd_comm.py", line 218 in runFile "/opt/anaOSError: [Errno 9] Bad file descriptor
conda3/envs/baogao/lib/python3.6/threading.py", line 916 in _bootstrap_innerFile "/opt/anaconda3/envs/baogao/lib/python3.6/threading.py", line 884 in _bootstrapFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 811 in __call__
Thread 0x000000010e2fae00 (most recent call first):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd_tracing.py", line 248 in set_trace_to_threadsFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 524 in enable_tracingFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1778 in _locked_settraceFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1697 in settraceFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1909 in settrace_forkedFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 74 in _on_forked_processFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_monkey.py", line 638 in new_forkFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/fork_exec.py", line 43 in fork_execFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/popen_loky_posix.py", line 157 in _launchFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/popen_loky_posix.py", line 52 in __init__File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/backend/process.py", line 39 in _PopenFile "/opt/anaconda3/envs/baogao/lib/python3.6/multiprocessing/process.py", line 105 in startFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py", line 1100 in _adjust_process_countFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py", line 1109 in _ensure_executor_runningFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py", line 1135 in submitFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/externals/loky/reusable_executor.py", line 178 in submitFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/_parallel_backends.py", line 531 in apply_asyncFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 779 in _dispatchFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 861 in dispatch_one_batchFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 1043 in __call__File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/toad/stats.py", line 399 in qualityFile "<ipython-input-1-effea143780f>", line 1 in <module>File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3343 in run_codeFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3263 in run_ast_nodesFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3072 in run_cell_asyncFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/async_helpers.py", line 68 in _pseudo_sync_runnerFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2895 in _run_cellFile "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2867 in run_cellFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_ipython_console_011.py", line 482 in add_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_ipython_code_executor.py", line 41 in do_add_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_bundle/pydev_code_executor.py", line 108 in add_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_console_integration.py", line 106 in ipython_exec_codeFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_console_integration.py", line 195 in console_execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 1837 in do_itFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 866 in process_internal_commandsFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1161 in _do_wait_suspendFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1147 in do_wait_suspendFile "/Users/xq/Desktop/data/pycharm_pro/trend_cluster/test/finance_toad/learn_base.py", line 32 in <module>File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydev_imps/_pydev_execfile.py", line 18 in execfileFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1483 in _execFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 1476 in runFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 2164 in mainFile "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/pydevd.py", line 2173 in <module>
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/Applications/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_comm.py", line 292, in _on_runr = self.sock.recv(1024)
OSError: [Errno 9] Bad file descriptor
Traceback (most recent call last):File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 3343, in run_codeexec(code_obj, self.user_global_ns, self.user_ns)File "<ipython-input-1-effea143780f>", line 1, in <module>toad.quality(total_df,'y_label')File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/toad/stats.py", line 399, in qualityrows = pool(jobs)File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 1056, in __call__self.retrieve()File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/parallel.py", line 935, in retrieveself._output.extend(job.get(timeout=self.timeout))File "/opt/anaconda3/envs/baogao/lib/python3.6/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_resultreturn future.result(timeout=timeout)File "/opt/anaconda3/envs/baogao/lib/python3.6/concurrent/futures/_base.py", line 432, in resultreturn self.__get_result()File "/opt/anaconda3/envs/baogao/lib/python3.6/concurrent/futures/_base.py", line 384, in __get_resultraise self._exception
joblib.externals.loky.process_executor.TerminatedWorkerError: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.
The exit codes of the workers are {SIGABRT(-6)}

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解决python toad包报错joblib.externals.loky.process_executor.TerminatedWorkerError

解决方法

问题解析

完整报错

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