Mathematica Asked by Ouroboroski on February 3, 2021
I have recently started using the Wolfram Client Library (WCL) for Python in my Linux machine in order to automate running a Mathematica notebook many times.
I have an Anaconda environment wolfram_env
where I installed the WCL and automated the Mathematica notebook by creating a function that I call many times, let’s say from script_1.py
. For illustration purposes, my function has this structure:
from wolframclient.evaluation import WolframLanguageSession
from wolframclient.language import wlexpr
def run_notebook():
session = WolframLanguageSession('/usr/local/Wolfram/Mathematica/12.1/Executables/WolframKernel')
session.evaluate(wlexpr('n = 3'))
session.terminate()
When calling this from script_1.py
I have no problems and everything works as expected. However, I want to run this same run_notebook()
function from script_2.py
because my actual run_notebook()
function has an import so I am feeding it other data.
When running run_notebook()
from script_2.py
I get the following error:
Socket exception: Socket operation aborted.
Failed to start.
Traceback (most recent call last):
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/kernelcontroller.py", line 435, in _kernel_start
response = self.kernel_socket_in.recv_abortable(
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/zmqsocket.py", line 50, in recv_abortable
raise SocketAborted("Socket operation aborted.")
wolframclient.evaluation.kernel.zmqsocket.SocketAborted: Socket operation aborted.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/localsession.py", line 157, in start
raise e
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/localsession.py", line 152, in start
future.result(timeout=timeout)
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/concurrent/futures/_base.py", line 439, in result
return self.__get_result()
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/concurrent/futures/_base.py", line 388, in __get_result
raise self._exception
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/kernelcontroller.py", line 527, in run
self._safe_kernel_start()
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/kernelcontroller.py", line 366, in _safe_kernel_start
raise e
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/kernelcontroller.py", line 360, in _safe_kernel_start
self._kernel_start()
File "/home/me/anaconda3/envs/wolfram_env/lib/python3.8/site-packages/wolframclient/evaluation/kernel/kernelcontroller.py", line 455, in _kernel_start
raise WolframKernelException(
wolframclient.exception.WolframKernelException: Failed to communicate with kernel: /usr/local/Wolfram/Mathematica/12.1/Executables/WolframKernel.
python-BaseException
If I debug script_2.py
and type session
inside the run_notebook()
function after the first line, I get the following description of the session
variable:
<WolframLanguageSession: <WolframKernelController[wolfram-kernel-1 ❌], "/usr/local/Wolfram/Mathematica/12.1/Executables/WolframKernel">>
When doing the same from script_1.py
it shows:
<WolframLanguageSession: <WolframKernelController[wolfram-kernel-1 ✅], "/usr/local/Wolfram/Mathematica/12.1/Executables/WolframKernel", pid:10321, kernel sockets: (in:tcp://127.0.0.1:34411, out:tcp://127.0.0.1:37803)>>
It seems to me that this second connection cannot be started but I have no clue why. I have tried restarting the computer and running from script_2.py
directly to ensure no other kernel was active before.
In summary, I am able to establish a connection with the Kernel from the console in Pycharm and from script_1.py
but not from script_2.py
.
Any help would be very much appreciated.
I tried to reproduce you issue but could not. You're not providing the second script, it I wrote the simplest possible one I could think of and ran it:
script1.py:
from wolframclient.evaluation import WolframLanguageSession
from wolframclient.language import wlexpr
def run_notebook():
session = WolframLanguageSession('/Applications/Mathematica12.1.app/Contents/MacOS/WolframKernel')
print(session.evaluate(wlexpr('n = 3')))
session.terminate()
and script2.py:
import script1
script1.run_notebook()
I ran the script using: $ python3 script2.py
, granted that:
python3 --version
Python 3.8.5
You code is not using with
statement, so if for some reason it is interrupted before the terminate()
call, it'll spawn an orphan kernel.
Here is a simple command to look up kernels spawned by the WCL:
ps -eaf | grep "WolframKernel.*SlaveKernelPrivateStart" | grep -v grep
Answered by Dorian B. on February 3, 2021
After digging around in the debugger I found the connection was not being established because a specific line of code was being run previously in script_2.py
. The line causing the error was:
replicas = np.array([np.array([np.corrcoef(ts_replica.T) for ts_replica in ts_replicas_gb_batch]) for ts_replicas_gb_batch in ts_replicas_batches])
where ts_replicas_batches
is an np.array
of shape (1000, 99, 22, 100). This line was producing a RuntimeWarning in the np.corrcoef
function.
At this stage, I am unsure why this causes kernel connection error. Could be due to the runtime error or some other reason. I will investigate further and try to produce a minimal working example to post here and on the GitHub issues section.
Answered by Ouroboroski on February 3, 2021
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