PaddleOCR/StyleText/engine/corpus_generators.py

67 lines
2.4 KiB
Python

# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import random
from utils.logging import get_logger
class FileCorpus(object):
def __init__(self, config):
self.logger = get_logger()
self.logger.info("using FileCorpus")
self.char_list = " 0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz"
corpus_file = config["CorpusGenerator"]["corpus_file"]
self.language = config["CorpusGenerator"]["language"]
with open(corpus_file, 'r') as f:
corpus_raw = f.read()
self.corpus_list = corpus_raw.split("\n")[:-1]
assert len(self.corpus_list) > 0
random.shuffle(self.corpus_list)
self.index = 0
def generate(self, corpus_length=0):
if self.index >= len(self.corpus_list):
self.index = 0
random.shuffle(self.corpus_list)
corpus = self.corpus_list[self.index]
if corpus_length != 0:
corpus = corpus[0:corpus_length]
if corpus_length > len(corpus):
self.logger.warning("generated corpus is shorter than expected.")
self.index += 1
return self.language, corpus
class EnNumCorpus(object):
def __init__(self, config):
self.logger = get_logger()
self.logger.info("using NumberCorpus")
self.num_list = "0123456789"
self.en_char_list = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz"
self.height = config["Global"]["image_height"]
self.max_width = config["Global"]["image_width"]
def generate(self, corpus_length=0):
corpus = ""
if corpus_length == 0:
corpus_length = random.randint(5, 15)
for i in range(corpus_length):
if random.random() < 0.2:
corpus += "{}".format(random.choice(self.en_char_list))
else:
corpus += "{}".format(random.choice(self.num_list))
return "en", corpus