forked from killua/TakwayPlatform
194 lines
5.6 KiB
Python
194 lines
5.6 KiB
Python
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import re
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import json
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import numpy as np
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def get_hparams_from_file(config_path):
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with open(config_path, "r", encoding="utf-8") as f:
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data = f.read()
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config = json.loads(data)
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hparams = HParams(**config)
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return hparams
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class HParams:
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def __init__(self, **kwargs):
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for k, v in kwargs.items():
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if type(v) == dict:
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v = HParams(**v)
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self[k] = v
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def keys(self):
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return self.__dict__.keys()
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def items(self):
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return self.__dict__.items()
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def values(self):
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return self.__dict__.values()
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def __len__(self):
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return len(self.__dict__)
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def __getitem__(self, key):
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return getattr(self, key)
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def __setitem__(self, key, value):
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return setattr(self, key, value)
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def __contains__(self, key):
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return key in self.__dict__
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def __repr__(self):
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return self.__dict__.__repr__()
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def string_to_bits(string, pad_len=8):
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# Convert each character to its ASCII value
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ascii_values = [ord(char) for char in string]
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# Convert ASCII values to binary representation
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binary_values = [bin(value)[2:].zfill(8) for value in ascii_values]
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# Convert binary strings to integer arrays
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bit_arrays = [[int(bit) for bit in binary] for binary in binary_values]
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# Convert list of arrays to NumPy array
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numpy_array = np.array(bit_arrays)
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numpy_array_full = np.zeros((pad_len, 8), dtype=numpy_array.dtype)
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numpy_array_full[:, 2] = 1
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max_len = min(pad_len, len(numpy_array))
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numpy_array_full[:max_len] = numpy_array[:max_len]
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return numpy_array_full
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def bits_to_string(bits_array):
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# Convert each row of the array to a binary string
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binary_values = [''.join(str(bit) for bit in row) for row in bits_array]
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# Convert binary strings to ASCII values
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ascii_values = [int(binary, 2) for binary in binary_values]
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# Convert ASCII values to characters
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output_string = ''.join(chr(value) for value in ascii_values)
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return output_string
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def split_sentence(text, min_len=10, language_str='[EN]'):
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if language_str in ['EN']:
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sentences = split_sentences_latin(text, min_len=min_len)
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else:
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sentences = split_sentences_zh(text, min_len=min_len)
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return sentences
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def split_sentences_latin(text, min_len=10):
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"""Split Long sentences into list of short ones
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Args:
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str: Input sentences.
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Returns:
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List[str]: list of output sentences.
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"""
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# deal with dirty sentences
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text = re.sub('[。!?;]', '.', text)
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text = re.sub('[,]', ',', text)
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text = re.sub('[“”]', '"', text)
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text = re.sub('[‘’]', "'", text)
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text = re.sub(r"[\<\>\(\)\[\]\"\«\»]+", "", text)
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text = re.sub('[\n\t ]+', ' ', text)
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text = re.sub('([,.!?;])', r'\1 $#!', text)
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# split
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sentences = [s.strip() for s in text.split('$#!')]
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if len(sentences[-1]) == 0: del sentences[-1]
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new_sentences = []
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new_sent = []
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count_len = 0
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for ind, sent in enumerate(sentences):
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# print(sent)
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new_sent.append(sent)
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count_len += len(sent.split(" "))
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if count_len > min_len or ind == len(sentences) - 1:
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count_len = 0
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new_sentences.append(' '.join(new_sent))
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new_sent = []
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return merge_short_sentences_latin(new_sentences)
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def merge_short_sentences_latin(sens):
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"""Avoid short sentences by merging them with the following sentence.
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Args:
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List[str]: list of input sentences.
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Returns:
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List[str]: list of output sentences.
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"""
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sens_out = []
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for s in sens:
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# If the previous sentence is too short, merge them with
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# the current sentence.
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if len(sens_out) > 0 and len(sens_out[-1].split(" ")) <= 2:
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sens_out[-1] = sens_out[-1] + " " + s
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else:
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sens_out.append(s)
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try:
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if len(sens_out[-1].split(" ")) <= 2:
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sens_out[-2] = sens_out[-2] + " " + sens_out[-1]
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sens_out.pop(-1)
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except:
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pass
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return sens_out
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def split_sentences_zh(text, min_len=10):
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text = re.sub('[。!?;]', '.', text)
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text = re.sub('[,]', ',', text)
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# 将文本中的换行符、空格和制表符替换为空格
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text = re.sub('[\n\t ]+', ' ', text)
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# 在标点符号后添加一个空格
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text = re.sub('([,.!?;])', r'\1 $#!', text)
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# 分隔句子并去除前后空格
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# sentences = [s.strip() for s in re.split('(。|!|?|;)', text)]
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sentences = [s.strip() for s in text.split('$#!')]
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if len(sentences[-1]) == 0: del sentences[-1]
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new_sentences = []
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new_sent = []
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count_len = 0
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for ind, sent in enumerate(sentences):
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new_sent.append(sent)
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count_len += len(sent)
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if count_len > min_len or ind == len(sentences) - 1:
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count_len = 0
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new_sentences.append(' '.join(new_sent))
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new_sent = []
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return merge_short_sentences_zh(new_sentences)
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def merge_short_sentences_zh(sens):
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# return sens
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"""Avoid short sentences by merging them with the following sentence.
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Args:
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List[str]: list of input sentences.
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Returns:
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List[str]: list of output sentences.
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"""
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sens_out = []
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for s in sens:
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# If the previous sentense is too short, merge them with
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# the current sentence.
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if len(sens_out) > 0 and len(sens_out[-1]) <= 2:
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sens_out[-1] = sens_out[-1] + " " + s
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else:
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sens_out.append(s)
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try:
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if len(sens_out[-1]) <= 2:
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sens_out[-2] = sens_out[-2] + " " + sens_out[-1]
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sens_out.pop(-1)
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except:
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pass
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return sens_out
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