I believe that leastsq() is not threadsafe, and you need to either use a threading.Lock() around your calls to curve_fit() (which might defeat your purpose) or use multiprocessing.
Python: threading + curve_fit: null argument to internal routine
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20-06-2023 - |
سؤال
I have got some problems using the following code, which is supposed to do gaussian fits using threads:
from PIL import Image
import numpy as np
from scipy.optimize import curve_fit
import threading
class myThread (threading.Thread):
def __init__(self, index):
threading.Thread.__init__(self)
self.index = index
def run(self):
for i in np.arange(n_Bild.shape[1]):
curve_fit(self.gauss, x_x, Intensitaet[self.index, ...], p0=(Intensitaet[self.index, i], i, 1, 0))
def gauss(self, x, a, b, c, d):
return a * np.exp(-(x-b) ** 2 / (2 * c ** 2)) + d
Bild = Image.open("test.bmp")
n_Bild = np.asarray(Bild)
Intensitaet = np.zeros((n_Bild.shape[0], n_Bild.shape[1]), dtype=np.uint32)
Intensitaet += n_Bild[..., ..., 0]
Intensitaet += n_Bild[..., ..., 1]
Intensitaet += n_Bild[..., ..., 2]
x_x = np.arange(n_Bild.shape[1]) #Pixel auf "x"-Achse
threads = []
# Create new threads
thread0 = myThread(0)
thread1 = myThread(1)
# Add threads to thread list
threads.append(thread0)
threads.append(thread1)
# Start new Threads
thread0.start()
thread1.start()
# Wait for all threads to complete
for t in threads:
t.join()
print "finished"
If I run my programm I get an error:
SystemError: null argument to internal routine
Exception in thread Thread-2:
Traceback (most recent call last):
File "C:\Anaconda\lib\threading.py", line 808, in __bootstrap_inner
self.run()
File "G:/DropBox/Daten/Dropbox/Uni/Bachelorarbeit/Python/ThreadTest.py", line 12, in run
curve_fit(self.gauss, x_x, Intensitaet[self.index, ...], p0=(Intensitaet[self.index, i], i, 1, 0))
File "C:\Anaconda\lib\site-packages\scipy\optimize\minpack.py", line 533, in curve_fit
res = leastsq(func, p0, args=args, full_output=1, **kw)
File "C:\Anaconda\lib\site-packages\scipy\optimize\minpack.py", line 378, in leastsq
gtol, maxfev, epsfcn, factor, diag)
error: Internal error constructing argument list.#
If I only run one thread instead of two, the programm works fine, but I have no idea what i'm doing wrong. Thanks for your help.
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