Python-汉字的神经风格转移NeuralstyleTransfer实现
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汉字的神经风格转移(Neural Style Transfer)实现
代码片段和文件信息
属性 大小 日期 时间 名称
----------- --------- ---------- ----- ----
目录 0 2017-04-07 08:29 Rewrite-master
文件 28 2017-04-07 08:29 Rewrite-master.gitignore
文件 35140 2017-04-07 08:29 Rewrite-masterLICENSE
文件 14305 2017-04-07 08:29 Rewrite-masterREADME.md
目录 0 2017-04-07 08:29 Rewrite-mastercharsets
文件 106446 2017-04-07 08:29 Rewrite-mastercharsetsgbk.txt
文件 11976 2017-04-07 08:29 Rewrite-mastercharsets op_3000_simplified.txt
文件 11976 2017-04-07 08:29 Rewrite-mastercharsets op_3000_traditional.txt
文件 2128 2017-04-07 08:29 Rewrite-masterdataset.py
目录 0 2017-04-07 08:29 Rewrite-masterimages
文件 26916 2017-04-07 08:29 Rewrite-masterimagesarchitecture.png
文件 1486293 2017-04-07 08:29 Rewrite-masterimagesigger_test.png
文件 20260 2017-04-07 08:29 Rewrite-masterimagesox_for_ideas.png
文件 47517 2017-04-07 08:29 Rewrite-masterimagesdifferent_training_size.png
文件 2887427 2017-04-07 08:29 Rewrite-masterimagesmixed_font.gif
文件 93045 2017-04-07 08:29 Rewrite-masterimagespredicted_vs_ground_truth.png
文件 2406995 2017-04-07 08:29 Rewrite-masterimagessingle_font_progress.gif
文件 28320 2017-04-07 08:29 Rewrite-masterimagesstructure.png
文件 3605 2017-04-07 08:29 Rewrite-masterpreprocess.py
文件 54 2017-04-07 08:29 Rewrite-master
equirements.txt
文件 15763 2017-04-07 08:29 Rewrite-master
ewrite.py
文件 901 2017-04-07 08:29 Rewrite-masterutils.py
# -*- coding: utf-8 -*-
import numpy as np
def read_font_data(font unit_scale):
F = np.load(font)
if unit_scale:
return F / 255.
return F
class FontDataProvider(object):
def __init__(self font start end):
self.start = start
self.end = end
self.data = np.copy(font[start: end])
self.cursor = 0
self.length = self.end - self.start
def get_data(self):
return self.data
def next_batch(self batch_size):
if self.cursor >= self.length:
self.cursor = 0
batch_start = self.cursor
batch_end = self.cursor + batch_size
self.cursor += batch_size
return self.data[batch_start: batch_end]
class FontDataManager(object):
def __init__(self src target total split_point unit_scale=True shuffle=False):
src_data = read_font_data(src unit_scale)
target_data = read_font_data(target unit_scale)
if shuffle:
perm = np.arange(src_data.shape[0])
np.random.shuffle(perm)
src_data = src_data[perm]
target_data = target_data[perm]
self.train_source = FontDataProvider(src_data 0 split_point)
self.validation_source = FontDataProvider(src_data split_point total)
self.train_target = FontDataProvider(target_data 0 split_point)
self.validation_target = FontDataProvider(target_data split_point total)
def next_train_batch(self batch_size):
if self.train_source.cursor >= self.train_source.length:
# random shuffle the training examples
# otherwise the model‘s performance fluctuate periodically
perm = np.arange(self.train_source.length)
np.random.shuffle(perm)
self.train_source.data = self.train_source.data[perm]
self.train_target.data = self.train_target.data[perm]
return self.train_source.next_batch(batch_size) self.train_target.next_batch(batch_size)
def get_validation(self):
return self.validation_source.get_data()
self.validation_target.get_data()
属性 大小 日期 时间 名称
----------- --------- ---------- ----- ----
目录 0 2017-04-07 08:29 Rewrite-master
文件 28 2017-04-07 08:29 Rewrite-master.gitignore
文件 35140 2017-04-07 08:29 Rewrite-masterLICENSE
文件 14305 2017-04-07 08:29 Rewrite-masterREADME.md
目录 0 2017-04-07 08:29 Rewrite-mastercharsets
文件 106446 2017-04-07 08:29 Rewrite-mastercharsetsgbk.txt
文件 11976 2017-04-07 08:29 Rewrite-mastercharsets op_3000_simplified.txt
文件 11976 2017-04-07 08:29 Rewrite-mastercharsets op_3000_traditional.txt
文件 2128 2017-04-07 08:29 Rewrite-masterdataset.py
目录 0 2017-04-07 08:29 Rewrite-masterimages
文件 26916 2017-04-07 08:29 Rewrite-masterimagesarchitecture.png
文件 1486293 2017-04-07 08:29 Rewrite-masterimagesigger_test.png
文件 20260 2017-04-07 08:29 Rewrite-masterimagesox_for_ideas.png
文件 47517 2017-04-07 08:29 Rewrite-masterimagesdifferent_training_size.png
文件 2887427 2017-04-07 08:29 Rewrite-masterimagesmixed_font.gif
文件 93045 2017-04-07 08:29 Rewrite-masterimagespredicted_vs_ground_truth.png
文件 2406995 2017-04-07 08:29 Rewrite-masterimagessingle_font_progress.gif
文件 28320 2017-04-07 08:29 Rewrite-masterimagesstructure.png
文件 3605 2017-04-07 08:29 Rewrite-masterpreprocess.py
文件 54 2017-04-07 08:29 Rewrite-master
equirements.txt
文件 15763 2017-04-07 08:29 Rewrite-master
ewrite.py
文件 901 2017-04-07 08:29 Rewrite-masterutils.py
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