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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 = '../../Downloads/114429_p.cxi'
#filename = '../../../Projects/CSX_3_19/cxis/processed/114429_p.cxi'
#filename = '../../../Projects/CSX_3_19/cxis/processed/115145_p.cxi'
filename = '../../../Downloads/AuBalls_700ms_30nmStep_3_3SS_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)
# Uncomment these to use on the CPU
# default is CPU with 32-bit floats
model.to(device='cuda')
#dataset.to(device='cuda')
dataset.get_as(device='cuda')
for loss in model.Adam_optimize(1, dataset):
print(loss)
#with open('test_results.pickle', 'wb') as f:
# pickle.dump(model.save_results(),f)
model.inspect()
plt.show()