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The gradient of the cost function is passed to the minimizer. Piotr Milanowski, November 2011, Warsaw """ from scipy.optimize import fmin_ncg, fmin_bfgs, fmin import numpy as np import matplotlib.pyplot as plt def mix(x1, x2, deg=6): out = np.zeros([len(x1), sum(range(deg+2))]) k = 0 for i in xrange(deg+1): for j in range(i+1): out[:,k] = x1**(i-j)*x2**(j) k += 1 return out class logit(object): """This is a class for a normal two-class logistic regression The hypothesis of this regression is a sigmoid (logistic, logit) function. It returns the probability of the data belonging to the first class. 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See �a�<>`��in*Fn�estim8. jh�ai}�%}�6bs �ie�-d%ccom\PB�si2tfS$ rules�erred9 �% !�r���VM�load_�6'!N#DMMTreeC"Oe�2�%s�ass�3�0 = "ryb" sterH� ALoa c �6��s��!� idx, T enumeC\([�va�2],3f|}0� 82, 3]0J 6Gtv0%�wo�Y spon%�Q)��� iris�[: ��Q�targe�&# Tv<clf =Zc()) ���*�U�M�Ɔ�S(� �idx +� sx��,� .0].min(E1,ax(�9Py 8y_81F828���.�a�x.��]E&n�%"$�4.�.=�!t $_layout(h_w* 5, w 2.5-d� clf.�8(�%ArcA��N�.iRdYlBu �1xlabel(E?Mp>as[a[0]�,&E^,1,�]B�rwasi� an6� e�)-hi�,Af=!��(y�i)��&�e��-X a�c5,�=�i8 �iZ�FG, *G �- !��up�("��n+u $!v���n*t.leg�gloc�dwer�'��A]0,�K� ftL"E�4") plt.show() �ט��7,�6(�r''' Fold the Miura ori crease pattern using psi control --------------------------------------------------- ''' import numpy as np from oricreate.api import \ SimulationTask, SimulationConfig, \ FTV, FTA from oricreate.gu import \ GuConstantLength, GuDofConstraints, GuPsiConstraints, fix def create_cp_factory(): # begin from oricreate.api import MiuraOriCPFactory cp_factory = MiuraOriCPFactory(L_x=30, L_y=21, n_x=2, n_y=2, d_0=3.0, d_1=-3.0) # end return cp_factory if __name__ == '__main__': cpf = create_cp_factory() cp = cpf.formed_object import matplotlib.pyplot as plt fig, ax = plt.subplots() cp.plot_mpl(ax, facets=True) plt.tight_layout() plt.show() # Link the crease factory it with the constraint client gu_constant_length = GuConstantLength() dof_constraints = fix(cpf.N_grid[0, 1], [1]) \ + fix(cpf.N_grid[1, 1], [0, 1, 2]) \ + fix(cpf.N_grid[1, (0, -1)], [2]) gu_dof_constraints = GuDofConstraints(dof_constraints=dof_constraints) psi_max = np.pi / 4.0 diag_psi_constraints = [([(i, 1.0)], 0) for i in cpf.L_d_grid.flatten()] gu_psi_constraints = \ GuPsiConstraints(forming_task=cpf, psi_constraints=diag_psi_constraints + [([(cpf.L_h_grid[1, 1], 1.0)], lambda t: -psi_max * t), ]) sim_config = SimulationConfig(goal_function_type='none', gu={'cl': gu_constant_length, 'dofs': gu_dof_constraints, 'psi': gu_psi_constraints}, acc=1e-5, MAX_ITER=10) sim_task = SimulationTask(previous_task=cpf, config=sim_config, n_steps=5) cp = sim_task.formed_object cp.u[cpf.N_grid[(0, -1), 1], 2] = -1.0 sim_task.u_1 ftv = FTV() #ftv.add(sim_task.sim_history.viz3d['node_numbers'], order=5) ftv.add(sim_task.sim_history.viz3d['cp']) ftv.add(gu_dof_constraints.viz3d['default']) fta = FTA(ftv=ftv) fta.init_view(a=200, e=35, d=50, f=(0, 0, 0), r=0) fta.add_cam_move(a=200, e=34, n=5, d=50, r=0, duration=10, # vot_fn=lambda cmt: np.linspace(0, 1, 4), azimuth_move='damped', elevation_move='damped', distance_move='damped') fta.plot() fta.configure_traits() � """ The following script will apply a 3mm Gaussian filter on all the data spatially and will save each smoothed run into the data folder as 'smoothed_run_i', where 0 <= i <= 7 is the index of the run. """ #Import libraries import numpy as np import scipy import scipy.ndimage from scipy.ndimage.filters import gaussian_filter import nibabel as nb import matplotlib.pyplot as plt import utils.data_loading as dl #All file strings corresponding to BOLD data for subject 4 files = ['../data/task001_run001.bold_dico.nii.gz', '../data/task001_run002.bold_dico.nii.gz', '../data/task001_run003.bold_dico.nii.gz', '../data/task001_run004.bold_dico.nii.gz', '../data/task001_run005.bold_dico.nii.gz', '../data/task001_run006.bold_dico.nii.gz', '../data/task001_run007.bold_dico.nii.gz', '../data/task001_run008.bold_dico.nii.gz'] all_data = [] for index, filename in enumerate(files): new_data = dl.load_data(filename) #load_data function drops first 4 for us num_vols = new_data.shape[-1] if index != 0 and index != 7: new_num_vols = num_vols - 4 new_data = new_data[:,:,:,:new_num_vols] #Drop last 4 volumes for middle runs all_data.append(new_data) #Create an array of all smoothed data for index, run in enumerate(all_data): num_vols = np.shape(run)[-1] run_i_smoothed = [] for time in range(num_vols): smoothed = dl.smooth_gauss(run, 3, time) smoothed.shape = (132, 175, 48, 1) run_i_smoothed.append(smoothed) run_i_smoothed = np.concatenate(run_i_smoothed, axis = 3) np.save('../data/smoothed_run_' + str(index), run_i_smoothed) #save in data folder print('finished run' + str(index)) run_i_smoothed = None #Save memory space ޫLt��# -*- coding: utf-8�I # Copyright 2007-2020 The HyperSpy developers # # This file is part of H .. $=,��ree software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the F�S �p Foundation, either version 3�pLicP$, or # (at� r op7 ) any lat:J�� d inV hope that��will be useful, # but WITHOUT ANY WARRANTY; without eve J�Ximplied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. 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