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cdtools/examples/simple_ptycho.py
T

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Python

from __future__ import division, print_function, absolute_import
import CDTools
from CDTools.tools import cmath
from CDTools.tools.plotting import *
import h5py
import torch as t
import numpy as np
from matplotlib import pyplot as plt
import pickle
filename = 'example_data/AuBalls_700ms_30nmStep_3_6SS_filter.cxi'
with h5py.File(filename,'r') as f:
dataset = CDTools.datasets.Ptycho_2D_Dataset.from_cxi(f)
model = CDTools.models.SimplePtycho.from_dataset(dataset)
for i, loss in enumerate(model.Adam_optimize(10, dataset)):
print(i, loss)
for i, loss in enumerate(model.Adam_optimize(10, dataset, lr=0.001)):
print(i, loss)
model.inspect(update=False)
model.compare(dataset)
#with open('test_results.pickle', 'wb') as f:
# pickle.dump(model.save_results(),f)
plt.show()