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大小: 6.45MB文件類型: .zip金幣: 2下載: 0 次發布日期: 2023-11-18
- 語言: Python
- 標簽:
資源簡介
漢字的神經風格轉移(Neural Style Transfer)實現

代碼片段和文件信息
#?-*-?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()
?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????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-master\LICENSE
?????文件???????14305??2017-04-07?08:29??Rewrite-master\README.md
?????目錄???????????0??2017-04-07?08:29??Rewrite-master\charsets\
?????文件??????106446??2017-04-07?08:29??Rewrite-master\charsets\gbk.txt
?????文件???????11976??2017-04-07?08:29??Rewrite-master\charsets\top_3000_simplified.txt
?????文件???????11976??2017-04-07?08:29??Rewrite-master\charsets\top_3000_traditional.txt
?????文件????????2128??2017-04-07?08:29??Rewrite-master\dataset.py
?????目錄???????????0??2017-04-07?08:29??Rewrite-master\images\
?????文件???????26916??2017-04-07?08:29??Rewrite-master\images\architecture.png
?????文件?????1486293??2017-04-07?08:29??Rewrite-master\images\bigger_test.png
?????文件???????20260??2017-04-07?08:29??Rewrite-master\images\box_for_ideas.png
?????文件???????47517??2017-04-07?08:29??Rewrite-master\images\different_training_size.png
?????文件?????2887427??2017-04-07?08:29??Rewrite-master\images\mixed_font.gif
?????文件???????93045??2017-04-07?08:29??Rewrite-master\images\predicted_vs_ground_truth.png
?????文件?????2406995??2017-04-07?08:29??Rewrite-master\images\single_font_progress.gif
?????文件???????28320??2017-04-07?08:29??Rewrite-master\images\structure.png
?????文件????????3605??2017-04-07?08:29??Rewrite-master\preprocess.py
?????文件??????????54??2017-04-07?08:29??Rewrite-master\requirements.txt
?????文件???????15763??2017-04-07?08:29??Rewrite-master\rewrite.py
?????文件?????????901??2017-04-07?08:29??Rewrite-master\utils.py
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