Memory leak when interfacing between Matlab and python
7 visualizaciones (últimos 30 días)
Mostrar comentarios más antiguos
Hi. I have found a problem when I try to make communication between Matlab and python (using optimisation in matlab). I have built a model in Matlab and tried to use Scipy to optimise the parameters in the model. Therefore, I wrote an objective function in python and use "matlab.engine" to interface between the two. However, I have found that the simulation time in each iteration increases when I call Matlab engine.
With the code below, the simulation time keeps increasing after finishing eacg interation.
eng = matlab.engine.start_matlab()
def opt_pf(x):
y = eng.matlab_model(excel_path, x, nargout=0)
return y
gc.collect()
### Run optimisation
from scipy.optimize import minimize
res = minimize(opt_pf, x0, method='SLSQP', constraints=[eq_cons], options={'ftol': 1e-09, 'disp': True}, bounds=bounds)
I think that the optimizer canno't clear the cache from matlab.engine in each iteration.
9 comentarios
Shisui Uchiha
el 1 de Sept. de 2023
Editada: Walter Roberson
el 24 de Nov. de 2023
Øyvind
el 24 de Nov. de 2023
I have experienced similar issues (Matlab R2023b on Windows).
For me, it seems like the problem is mostly if running in ExecutionMode="OutOfProcess", while "InProcess" is better.
With OutOfProcess execution mode, I see that there is a process called matlabpyhost which ends up using tons of memory (as seen in Task Manager).
So to do this, use something like:
pyenv(ExecutionMode="OutOfProcess")
(Obviously, the InProcess vs OutOfProcess also affects other things, see https://se.mathworks.com/help/matlab/ref/pyenv.html )
Respuestas (3)
Donato
el 16 de Ag. de 2023
I am facing the same problem, we really need some support here.
0 comentarios
Clark
el 28 de Dic. de 2023
Me too! HUGE leaks... Sometimes swelling to 40 GB, when expecting maybe only 2GB
0 comentarios
Ver también
Categorías
Más información sobre Call MATLAB from Python en Help Center y File Exchange.
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!