Added parts of per vowel accetuation
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@ -34,8 +34,8 @@
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@ -127,8 +127,11 @@
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<find>u</find>
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<find>shuffle_inputs</find>
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<find>num_all_vowels</find>
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<find>create_and_save_inputs</find>
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<find>load_shuffle_vector</find>
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<find>create_and_save_inputs</find>
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<find>load_extended_inputs</find>
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<find>create_and_save_shuffle_vector</find>
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@ -168,6 +171,7 @@
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@ -215,7 +219,6 @@
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@ -936,24 +939,44 @@
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@ -974,43 +997,23 @@
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105
prepare_data.py
105
prepare_data.py
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@ -6,6 +6,7 @@ import numpy as np
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import h5py
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import gc
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import StringIO
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import copy
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def save_inputs(file_name, X, y):
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h5f = h5py.File(file_name, 'w')
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@ -45,11 +46,11 @@ def load_inputs(file_name):
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h5f.close()
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return X, y
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def load_extended_inputs(file_name):
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def load_extended_inputs(file_name, obtain_range):
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h5f = h5py.File(file_name,'r')
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X = h5f['X'][:]
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y = h5f['y'][:]
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X_pure = h5f['X_pure'][:]
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X = h5f['X'][obtain_range[0]:obtain_range[1]]
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y = h5f['y'][obtain_range[0]:obtain_range[1]]
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X_pure = h5f['X_pure'][obtain_range[0]:obtain_range[1]]
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h5f.close()
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return X, y, X_pure
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@ -410,35 +411,105 @@ def generate_full_vowel_matrix_inputs(name, split_number):
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h5f.close()
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def generate_arrays_from_file(path, batch_size):
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h5f = h5py.File(path, 'r')
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X = h5f['X'][:]
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y = h5f['y'][:]
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X_pure = h5f['X_pure'][:]
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yield (X, y, X_pure)
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# while 1:
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# f = open(path)
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# for line in f:
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# # create Numpy arrays of input data
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# # and labels, from each line in the file
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# x, y = process_line(line)
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# yield (x, y)
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# # f.close()
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h5f.close()
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def shuffle_full_vowel_inputs(name, orderd_name, parts):
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# internal_representations/inputs/X_ordered_part
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dictionary, max_word, max_num_vowels, content, vowels, accetuated_vowels = create_dict()
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num_all_vowels = count_vowels(content, vowels)
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# s = np.arange(num_all_vowels)
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# np.random.shuffle(s)
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num_all_vowels = 12
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s = np.arange(num_all_vowels)
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np.random.shuffle(s)
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# create_and_save_shuffle_vector(name, s)
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s = load_shuffle_vector('internal_representations/inputs/X_shuffled_part_shuffle_vector.h5')
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# s = load_shuffle_vector('internal_representations/inputs/X_shuffled_part_shuffle_vector.h5')
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# try:
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# h5f.close()
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# except Exception, e:
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# pass
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h5f = h5py.File(name, 'w')
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data_X = h5f.create_dataset('X', (num_all_vowels, max_word, len(dictionary)),
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maxshape=(num_all_vowels, max_word, len(dictionary)),
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dtype=np.uint8)
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data_y = h5f.create_dataset('y', (num_all_vowels,),
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maxshape=(num_all_vowels,),
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dtype=np.uint8)
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data_X_pure = h5f.create_dataset('X_pure', (num_all_vowels,),
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maxshape=(num_all_vowels,),
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dtype=np.uint8)
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gc.collect()
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print('Shuffled vector loaded!')
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section_range = [0, (num_all_vowels + 1)/parts]
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for h in range(3, parts+1):
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for h in range(1, parts+1):
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gc.collect()
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new_X = np.zeros((section_range[1], max_word, len(dictionary)))
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new_X_pure = np.zeros(section_range[1])
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new_y = np.zeros(section_range[1])
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new_X = np.zeros((section_range[1] - section_range[0], max_word, len(dictionary)))
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new_X_pure = np.zeros(section_range[1] - section_range[0])
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new_y = np.zeros(section_range[1] - section_range[0])
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targeted_range = [0, (num_all_vowels + 1)/parts]
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for i in range(1, parts+1):
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X, y, X_pure = load_extended_inputs(orderd_name + str(parts) + '.h5')
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X, y, X_pure = load_extended_inputs(orderd_name, targeted_range)
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for j in range(X.shape[0]):
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if s[j] >= section_range[0] and s[j] < section_range[1]:
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new_X[s[j]] = X[j]
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new_y[s[j]] = y[j]
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new_X_pure[s[j]] = X_pure[j]
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# print targeted_range[0]
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# print targeted_range[1]
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# print s[j]
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if s[j + targeted_range[0]] >= section_range[0] and s[j + targeted_range[0]] < section_range[1]:
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# print 's[j] ' + str(s[j + targeted_range[0]]) + ' section_range[0] ' + str(section_range[0]) + ' section_range[1] ' + str(section_range[1])
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new_X[s[j + targeted_range[0]] - section_range[0]] = X[j]
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new_y[s[j + targeted_range[0]] - section_range[0]] = y[j]
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new_X_pure[s[j + targeted_range[0]] - section_range[0]] = X_pure[j]
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targeted_range[0] = targeted_range[1]
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if targeted_range[1] + (num_all_vowels + 1) / parts < num_all_vowels:
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targeted_range[1] += (num_all_vowels + 1) / parts
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else:
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targeted_range[1] = num_all_vowels
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del X, y, X_pure
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print('CREATED ' + str(h) + '. PART OF SHUFFLED MATRIX')
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create_and_save_inputs(name, str(h), new_X, new_y, new_X_pure)
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# create_and_save_inputs(name, str(h), new_X, new_y, new_X_pure)
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# a =
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# print (a.shape)
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# print s
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# for el in np.array(new_X):
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# print el
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# print 'new_X ' + str(new_X) + ' section_range[0] ' + str(section_range[0]) + ' section_range[1] ' + str(section_range[1])
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# print new_X.shape
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# print type(new_X)
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data_X[section_range[0]:section_range[1]] = new_X
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data_y[section_range[0]:section_range[1]] = new_y
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data_X_pure[section_range[0]:section_range[1]] = new_X_pure
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section_range[0] = section_range[1]
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if section_range[1] + (num_all_vowels + 1)/parts < num_all_vowels:
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section_range[1] += (num_all_vowels + 1)/parts
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else:
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section_range[1] = num_all_vowels
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del new_X, new_X_pure, new_y
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h5f.close()
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