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@ -1,3 +1,4 @@
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from functools import partial
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import numpy as np
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import numpy as np
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import cv2
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import cv2
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from scipy.signal import find_peaks
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from scipy.signal import find_peaks
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@ -1570,19 +1571,15 @@ def separate_lines_new2(img_path, thetha, num_col, slope_region, plotter=None):
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# plt.show()
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# plt.show()
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return img_patch_ineterst_revised
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return img_patch_ineterst_revised
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def do_image_rotation(queue_of_all_params,angels_per_process, img_resized, sigma_des):
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def do_image_rotation(angle, img, sigma_des):
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angels_per_each_subprocess = []
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print(f"rotating image by {angle}")
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for mv in range(len(angels_per_process)):
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img_rot = rotate_image(img, angle)
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print(f"rotating image by {angels_per_process[mv]}")
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img_rot[img_rot!=0] = 1
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img_rot=rotate_image(img_resized,angels_per_process[mv])
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img_rot[img_rot!=0]=1
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try:
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try:
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var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
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var = find_num_col_deskew(img_rot, sigma_des, 20.3)
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except:
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except:
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var_spectrum=0
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var = 0
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angels_per_each_subprocess.append(var_spectrum)
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return var
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queue_of_all_params.put([angels_per_each_subprocess])
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def return_deskew_slop(img_patch_org, sigma_des,n_tot_angles=100, main_page=False, plotter=None):
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def return_deskew_slop(img_patch_org, sigma_des,n_tot_angles=100, main_page=False, plotter=None):
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num_cores = cpu_count()
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num_cores = cpu_count()
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@ -1613,376 +1610,51 @@ def return_deskew_slop(img_patch_org, sigma_des,n_tot_angles=100, main_page=Fals
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#plt.imshow(img_resized)
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#plt.imshow(img_resized)
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#plt.show()
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#plt.show()
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if main_page and img_patch_org.shape[1]>img_patch_org.shape[0]:
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if main_page and img_patch_org.shape[1] > img_patch_org.shape[0]:
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#plt.imshow(img_resized)
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#plt.imshow(img_resized)
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#plt.show()
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#plt.show()
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angels=np.array([-45, 0 , 45 , 90 , ])#np.linspace(-12,12,100)#np.array([0 , 45 , 90 , -45])
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angles = np.array([-45, 0, 45, 90,])
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angle = get_smallest_skew(img_resized, sigma_des, angles, num_cores=num_cores, plotter=plotter)
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queue_of_all_params = Queue()
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processes = []
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nh = np.linspace(0, len(angels), num_cores + 1)
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for i in range(num_cores):
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angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
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processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
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for i in range(num_cores):
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processes[i].start()
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var_res=[]
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for i in range(num_cores):
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list_all_par = queue_of_all_params.get(True)
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angles_for_subprocess = list_all_par[0]
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for j in range(len(angles_for_subprocess)):
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var_res.append(angles_for_subprocess[j])
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for i in range(num_cores):
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processes[i].join()
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###for rot in angels:
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###img_rot=rotate_image(img_resized,rot)
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####plt.imshow(img_rot)
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####plt.show()
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###img_rot[img_rot!=0]=1
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####neg_peaks,var_spectrum=self.find_num_col_deskew(img_rot,sigma_des,20.3 )
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####print(var_spectrum,'var_spectrum')
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###try:
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###var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
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#####print(rot,var_spectrum,'var_spectrum')
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###except:
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###var_spectrum=0
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###var_res.append(var_spectrum)
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angles = np.linspace(angle - 22.5, angle + 22.5, n_tot_angles)
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angle = get_smallest_skew(img_resized, sigma_des, angles, num_cores=num_cores, plotter=plotter)
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elif main_page:
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try:
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var_res=np.array(var_res)
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ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
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except:
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ang_int=0
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angels=np.linspace(ang_int-22.5,ang_int+22.5,n_tot_angles)
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queue_of_all_params = Queue()
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processes = []
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nh = np.linspace(0, len(angels), num_cores + 1)
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for i in range(num_cores):
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angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
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processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
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for i in range(num_cores):
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processes[i].start()
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var_res=[]
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for i in range(num_cores):
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list_all_par = queue_of_all_params.get(True)
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angles_for_subprocess = list_all_par[0]
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for j in range(len(angles_for_subprocess)):
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var_res.append(angles_for_subprocess[j])
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for i in range(num_cores):
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processes[i].join()
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##var_res=[]
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##for rot in angels:
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##img_rot=rotate_image(img_resized,rot)
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####plt.imshow(img_rot)
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####plt.show()
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##img_rot[img_rot!=0]=1
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##try:
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##var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
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##except:
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##var_spectrum=0
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##var_res.append(var_spectrum)
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try:
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var_res=np.array(var_res)
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ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
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except:
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ang_int=0
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elif main_page and img_patch_org.shape[1]<=img_patch_org.shape[0]:
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#plt.imshow(img_resized)
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#plt.imshow(img_resized)
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#plt.show()
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#plt.show()
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angels=np.linspace(-12,12,n_tot_angles)#np.array([0 , 45 , 90 , -45])
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angles = np.linspace(-12, 12, n_tot_angles)#np.array([0 , 45 , 90 , -45])
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angle = get_smallest_skew(img_resized, sigma_des, angles, num_cores=num_cores, plotter=plotter)
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queue_of_all_params = Queue()
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processes = []
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nh = np.linspace(0, len(angels), num_cores + 1)
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for i in range(num_cores):
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angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
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processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
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for i in range(num_cores):
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processes[i].start()
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var_res=[]
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for i in range(num_cores):
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list_all_par = queue_of_all_params.get(True)
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angles_for_subprocess = list_all_par[0]
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for j in range(len(angles_for_subprocess)):
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var_res.append(angles_for_subprocess[j])
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for i in range(num_cores):
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processes[i].join()
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##var_res=[]
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##for rot in angels:
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##img_rot=rotate_image(img_resized,rot)
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###plt.imshow(img_rot)
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###plt.show()
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##img_rot[img_rot!=0]=1
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###neg_peaks,var_spectrum=self.find_num_col_deskew(img_rot,sigma_des,20.3 )
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###print(var_spectrum,'var_spectrum')
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##try:
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##var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
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##except:
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##var_spectrum=0
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##var_res.append(var_spectrum)
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if plotter:
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plotter.save_plot_of_rotation_angle(angels, var_res)
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try:
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var_res=np.array(var_res)
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ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
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except:
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ang_int=0
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early_slope_edge=11
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early_slope_edge=11
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if abs(ang_int)>early_slope_edge and ang_int<0:
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if abs(angle) > early_slope_edge:
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angels=np.linspace(-90,-12,n_tot_angles)
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if angle < 0:
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angles = np.linspace(-90, -12, n_tot_angles)
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queue_of_all_params = Queue()
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processes = []
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nh = np.linspace(0, len(angels), num_cores + 1)
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for i in range(num_cores):
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angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
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processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
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for i in range(num_cores):
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processes[i].start()
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var_res=[]
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for i in range(num_cores):
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list_all_par = queue_of_all_params.get(True)
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angles_for_subprocess = list_all_par[0]
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for j in range(len(angles_for_subprocess)):
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var_res.append(angles_for_subprocess[j])
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for i in range(num_cores):
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processes[i].join()
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##var_res=[]
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##for rot in angels:
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##img_rot=rotate_image(img_resized,rot)
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####plt.imshow(img_rot)
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####plt.show()
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##img_rot[img_rot!=0]=1
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##try:
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##var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
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##except:
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##var_spectrum=0
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##var_res.append(var_spectrum)
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try:
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var_res=np.array(var_res)
|
|
|
|
|
|
|
|
ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
|
|
|
|
|
|
|
|
except:
|
|
|
|
|
|
|
|
ang_int=0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
elif abs(ang_int)>early_slope_edge and ang_int>0:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
angels=np.linspace(90,12,n_tot_angles)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
queue_of_all_params = Queue()
|
|
|
|
|
|
|
|
processes = []
|
|
|
|
|
|
|
|
nh = np.linspace(0, len(angels), num_cores + 1)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
|
|
|
|
|
|
|
|
processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].start()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
var_res=[]
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
list_all_par = queue_of_all_params.get(True)
|
|
|
|
|
|
|
|
angles_for_subprocess = list_all_par[0]
|
|
|
|
|
|
|
|
for j in range(len(angles_for_subprocess)):
|
|
|
|
|
|
|
|
var_res.append(angles_for_subprocess[j])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].join()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
###var_res=[]
|
|
|
|
|
|
|
|
###for rot in angels:
|
|
|
|
|
|
|
|
###img_rot=rotate_image(img_resized,rot)
|
|
|
|
|
|
|
|
#####plt.imshow(img_rot)
|
|
|
|
|
|
|
|
#####plt.show()
|
|
|
|
|
|
|
|
###img_rot[img_rot!=0]=1
|
|
|
|
|
|
|
|
###try:
|
|
|
|
|
|
|
|
###var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
|
|
|
|
|
|
|
|
####print(indexer,'indexer')
|
|
|
|
|
|
|
|
###except:
|
|
|
|
|
|
|
|
###var_spectrum=0
|
|
|
|
|
|
|
|
###var_res.append(var_spectrum)
|
|
|
|
|
|
|
|
try:
|
|
|
|
|
|
|
|
var_res=np.array(var_res)
|
|
|
|
|
|
|
|
ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
|
|
|
|
|
|
|
|
except:
|
|
|
|
|
|
|
|
ang_int=0
|
|
|
|
|
|
|
|
else:
|
|
|
|
else:
|
|
|
|
angels=np.linspace(-25,25,int(n_tot_angles/2.)+10)
|
|
|
|
angles = np.linspace(90, 12, n_tot_angles)
|
|
|
|
indexer=0
|
|
|
|
angle = get_smallest_skew(img_resized, sigma_des, angles, num_cores=num_cores, plotter=plotter)
|
|
|
|
|
|
|
|
|
|
|
|
queue_of_all_params = Queue()
|
|
|
|
|
|
|
|
processes = []
|
|
|
|
|
|
|
|
nh = np.linspace(0, len(angels), num_cores + 1)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
|
|
|
|
|
|
|
|
processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].start()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
var_res=[]
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
list_all_par = queue_of_all_params.get(True)
|
|
|
|
|
|
|
|
angles_for_subprocess = list_all_par[0]
|
|
|
|
|
|
|
|
for j in range(len(angles_for_subprocess)):
|
|
|
|
|
|
|
|
var_res.append(angles_for_subprocess[j])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].join()
|
|
|
|
|
|
|
|
####var_res=[]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
####for rot in angels:
|
|
|
|
|
|
|
|
####img_rot=rotate_image(img_resized,rot)
|
|
|
|
|
|
|
|
#####plt.imshow(img_rot)
|
|
|
|
|
|
|
|
#####plt.show()
|
|
|
|
|
|
|
|
####img_rot[img_rot!=0]=1
|
|
|
|
|
|
|
|
#####neg_peaks,var_spectrum=self.find_num_col_deskew(img_rot,sigma_des,20.3 )
|
|
|
|
|
|
|
|
#####print(var_spectrum,'var_spectrum')
|
|
|
|
|
|
|
|
####try:
|
|
|
|
|
|
|
|
####var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
|
|
|
|
|
|
|
|
####except:
|
|
|
|
|
|
|
|
####var_spectrum=0
|
|
|
|
|
|
|
|
####var_res.append(var_spectrum)
|
|
|
|
|
|
|
|
try:
|
|
|
|
|
|
|
|
var_res=np.array(var_res)
|
|
|
|
|
|
|
|
ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
|
|
|
|
|
|
|
|
except:
|
|
|
|
|
|
|
|
ang_int=0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
#plt.plot(var_res)
|
|
|
|
else:
|
|
|
|
#plt.show()
|
|
|
|
angles = np.linspace(-25, 25, int(0.5 * n_tot_angles) + 10)
|
|
|
|
##plt.plot(mom3_res)
|
|
|
|
angle = get_smallest_skew(img_resized, sigma_des, angles, num_cores=num_cores, plotter=plotter)
|
|
|
|
##plt.show()
|
|
|
|
|
|
|
|
#print(ang_int,'ang_int111')
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
early_slope_edge=22
|
|
|
|
early_slope_edge=22
|
|
|
|
if abs(ang_int)>early_slope_edge and ang_int<0:
|
|
|
|
if abs(angle) > early_slope_edge:
|
|
|
|
|
|
|
|
if angle < 0:
|
|
|
|
angels=np.linspace(-90,-25,int(n_tot_angles/2.)+10)
|
|
|
|
angles = np.linspace(-90, -25, int(0.5 * n_tot_angles) + 10)
|
|
|
|
|
|
|
|
else:
|
|
|
|
queue_of_all_params = Queue()
|
|
|
|
angles = np.linspace(90, 25, int(0.5 * n_tot_angles) + 10)
|
|
|
|
processes = []
|
|
|
|
angle = get_smallest_skew(img_resized, sigma_des, angles, num_cores=num_cores, plotter=plotter)
|
|
|
|
nh = np.linspace(0, len(angels), num_cores + 1)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
|
|
|
|
|
|
|
|
processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].start()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
var_res=[]
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
list_all_par = queue_of_all_params.get(True)
|
|
|
|
|
|
|
|
angles_for_subprocess = list_all_par[0]
|
|
|
|
|
|
|
|
for j in range(len(angles_for_subprocess)):
|
|
|
|
|
|
|
|
var_res.append(angles_for_subprocess[j])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].join()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
###var_res=[]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
###for rot in angels:
|
|
|
|
|
|
|
|
###img_rot=rotate_image(img_resized,rot)
|
|
|
|
|
|
|
|
#####plt.imshow(img_rot)
|
|
|
|
|
|
|
|
#####plt.show()
|
|
|
|
|
|
|
|
###img_rot[img_rot!=0]=1
|
|
|
|
|
|
|
|
###try:
|
|
|
|
|
|
|
|
###var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
|
|
|
|
|
|
|
|
###except:
|
|
|
|
|
|
|
|
###var_spectrum=0
|
|
|
|
|
|
|
|
###var_res.append(var_spectrum)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
try:
|
|
|
|
|
|
|
|
var_res=np.array(var_res)
|
|
|
|
|
|
|
|
ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
|
|
|
|
|
|
|
|
except:
|
|
|
|
|
|
|
|
ang_int=0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
elif abs(ang_int)>early_slope_edge and ang_int>0:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
angels=np.linspace(90,25,int(n_tot_angles/2.)+10)
|
|
|
|
|
|
|
|
indexer=0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
queue_of_all_params = Queue()
|
|
|
|
|
|
|
|
processes = []
|
|
|
|
|
|
|
|
nh = np.linspace(0, len(angels), num_cores + 1)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
angels_per_process = angels[int(nh[i]) : int(nh[i + 1])]
|
|
|
|
|
|
|
|
processes.append(Process(target=do_image_rotation, args=(queue_of_all_params, angels_per_process, img_resized, sigma_des)))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].start()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
var_res=[]
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
list_all_par = queue_of_all_params.get(True)
|
|
|
|
|
|
|
|
angles_for_subprocess = list_all_par[0]
|
|
|
|
|
|
|
|
for j in range(len(angles_for_subprocess)):
|
|
|
|
|
|
|
|
var_res.append(angles_for_subprocess[j])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
for i in range(num_cores):
|
|
|
|
|
|
|
|
processes[i].join()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
###var_res=[]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
###for rot in angels:
|
|
|
|
return angle
|
|
|
|
###img_rot=rotate_image(img_resized,rot)
|
|
|
|
|
|
|
|
#####plt.imshow(img_rot)
|
|
|
|
|
|
|
|
#####plt.show()
|
|
|
|
|
|
|
|
###img_rot[img_rot!=0]=1
|
|
|
|
|
|
|
|
###try:
|
|
|
|
|
|
|
|
###var_spectrum=find_num_col_deskew(img_rot,sigma_des,20.3 )
|
|
|
|
|
|
|
|
####print(indexer,'indexer')
|
|
|
|
|
|
|
|
###except:
|
|
|
|
|
|
|
|
###var_spectrum=0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
###var_res.append(var_spectrum)
|
|
|
|
def get_smallest_skew(img, sigma_des, angles, num_cores=1, plotter=None):
|
|
|
|
|
|
|
|
with Pool(processes=num_cores) as pool:
|
|
|
|
|
|
|
|
results = pool.map(partial(do_image_rotation, img=img, sigma_des=sigma_des), angles)
|
|
|
|
|
|
|
|
if plotter:
|
|
|
|
|
|
|
|
plotter.save_plot_of_rotation_angle(angles, results)
|
|
|
|
try:
|
|
|
|
try:
|
|
|
|
var_res=np.array(var_res)
|
|
|
|
var_res = np.array(results)
|
|
|
|
ang_int=angels[np.argmax(var_res)]#angels_sorted[arg_final]#angels[arg_sort_early[arg_sort[arg_final]]]#angels[arg_fin]
|
|
|
|
angle = angles[np.argmax(var_res)]
|
|
|
|
except:
|
|
|
|
except:
|
|
|
|
ang_int=0
|
|
|
|
angle = 0
|
|
|
|
|
|
|
|
return angle
|
|
|
|
return ang_int
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|