first commit for takway.ai
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# Copyright (c) Alibaba, Inc. and its affiliates.
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import string
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import logging
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from typing import Any, List, Union
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def isChinese(ch: str):
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if "\u4e00" <= ch <= "\u9fff" or "\u0030" <= ch <= "\u0039" or ch == "@":
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return True
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return False
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def isAllChinese(word: Union[List[Any], str]):
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word_lists = []
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for i in word:
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cur = i.replace(" ", "")
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cur = cur.replace("</s>", "")
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cur = cur.replace("<s>", "")
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cur = cur.replace("<unk>", "")
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cur = cur.replace("<OOV>", "")
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word_lists.append(cur)
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if len(word_lists) == 0:
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return False
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for ch in word_lists:
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if isChinese(ch) is False:
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return False
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return True
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def isAllAlpha(word: Union[List[Any], str]):
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word_lists = []
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for i in word:
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cur = i.replace(" ", "")
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cur = cur.replace("</s>", "")
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cur = cur.replace("<s>", "")
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cur = cur.replace("<unk>", "")
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cur = cur.replace("<OOV>", "")
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word_lists.append(cur)
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if len(word_lists) == 0:
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return False
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for ch in word_lists:
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if ch.isalpha() is False and ch != "'":
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return False
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elif ch.isalpha() is True and isChinese(ch) is True:
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return False
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return True
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# def abbr_dispose(words: List[Any]) -> List[Any]:
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def abbr_dispose(words: List[Any], time_stamp: List[List] = None) -> List[Any]:
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words_size = len(words)
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word_lists = []
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abbr_begin = []
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abbr_end = []
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last_num = -1
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ts_lists = []
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ts_nums = []
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ts_index = 0
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for num in range(words_size):
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if num <= last_num:
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continue
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if len(words[num]) == 1 and words[num].encode("utf-8").isalpha():
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if (
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num + 1 < words_size
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and words[num + 1] == " "
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and num + 2 < words_size
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and len(words[num + 2]) == 1
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and words[num + 2].encode("utf-8").isalpha()
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):
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# found the begin of abbr
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abbr_begin.append(num)
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num += 2
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abbr_end.append(num)
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# to find the end of abbr
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while True:
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num += 1
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if num < words_size and words[num] == " ":
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num += 1
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if (
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num < words_size
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and len(words[num]) == 1
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and words[num].encode("utf-8").isalpha()
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):
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abbr_end.pop()
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abbr_end.append(num)
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last_num = num
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else:
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break
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else:
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break
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for num in range(words_size):
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if words[num] == " ":
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ts_nums.append(ts_index)
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else:
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ts_nums.append(ts_index)
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ts_index += 1
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last_num = -1
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for num in range(words_size):
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if num <= last_num:
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continue
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if num in abbr_begin:
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if time_stamp is not None:
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begin = time_stamp[ts_nums[num]][0]
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abbr_word = words[num].upper()
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num += 1
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while num < words_size:
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if num in abbr_end:
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abbr_word += words[num].upper()
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last_num = num
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break
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else:
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if words[num].encode("utf-8").isalpha():
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abbr_word += words[num].upper()
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num += 1
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word_lists.append(abbr_word)
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if time_stamp is not None:
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end = time_stamp[ts_nums[num]][1]
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ts_lists.append([begin, end])
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else:
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word_lists.append(words[num])
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if time_stamp is not None and words[num] != " ":
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begin = time_stamp[ts_nums[num]][0]
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end = time_stamp[ts_nums[num]][1]
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ts_lists.append([begin, end])
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begin = end
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if time_stamp is not None:
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return word_lists, ts_lists
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else:
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return word_lists
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def sentence_postprocess(words: List[Any], time_stamp: List[List] = None):
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middle_lists = []
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word_lists = []
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word_item = ""
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ts_lists = []
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# wash words lists
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for i in words:
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word = ""
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if isinstance(i, str):
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word = i
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else:
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word = i.decode("utf-8")
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if word in ["<s>", "</s>", "<unk>", "<OOV>"]:
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continue
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else:
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middle_lists.append(word)
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# all chinese characters
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if isAllChinese(middle_lists):
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for i, ch in enumerate(middle_lists):
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word_lists.append(ch.replace(" ", ""))
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if time_stamp is not None:
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ts_lists = time_stamp
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# all alpha characters
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elif isAllAlpha(middle_lists):
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ts_flag = True
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for i, ch in enumerate(middle_lists):
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if ts_flag and time_stamp is not None:
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begin = time_stamp[i][0]
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end = time_stamp[i][1]
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word = ""
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if "@@" in ch:
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word = ch.replace("@@", "")
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word_item += word
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if time_stamp is not None:
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ts_flag = False
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end = time_stamp[i][1]
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else:
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word_item += ch
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word_lists.append(word_item)
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word_lists.append(" ")
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word_item = ""
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if time_stamp is not None:
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ts_flag = True
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end = time_stamp[i][1]
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ts_lists.append([begin, end])
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begin = end
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# mix characters
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else:
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alpha_blank = False
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ts_flag = True
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begin = -1
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end = -1
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for i, ch in enumerate(middle_lists):
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if ts_flag and time_stamp is not None:
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begin = time_stamp[i][0]
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end = time_stamp[i][1]
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word = ""
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if isAllChinese(ch):
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if alpha_blank is True:
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word_lists.pop()
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word_lists.append(ch)
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alpha_blank = False
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if time_stamp is not None:
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ts_flag = True
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ts_lists.append([begin, end])
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begin = end
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elif "@@" in ch:
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word = ch.replace("@@", "")
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word_item += word
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alpha_blank = False
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if time_stamp is not None:
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ts_flag = False
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end = time_stamp[i][1]
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elif isAllAlpha(ch):
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word_item += ch
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word_lists.append(word_item)
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word_lists.append(" ")
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word_item = ""
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alpha_blank = True
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if time_stamp is not None:
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ts_flag = True
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end = time_stamp[i][1]
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ts_lists.append([begin, end])
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begin = end
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else:
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word_lists.append(ch)
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if time_stamp is not None:
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word_lists, ts_lists = abbr_dispose(word_lists, ts_lists)
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real_word_lists = []
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for ch in word_lists:
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if ch != " ":
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real_word_lists.append(ch)
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sentence = " ".join(real_word_lists).strip()
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return sentence, ts_lists, real_word_lists
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else:
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word_lists = abbr_dispose(word_lists)
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real_word_lists = []
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for ch in word_lists:
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if ch != " ":
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real_word_lists.append(ch)
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sentence = "".join(word_lists).strip()
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return sentence, real_word_lists
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def sentence_postprocess_sentencepiece(words):
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middle_lists = []
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word_lists = []
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word_item = ""
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# wash words lists
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for i in words:
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word = ""
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if isinstance(i, str):
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word = i
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else:
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word = i.decode("utf-8")
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if word in ["<s>", "</s>", "<unk>", "<OOV>"]:
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continue
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else:
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middle_lists.append(word)
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# all alpha characters
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for i, ch in enumerate(middle_lists):
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word = ""
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if "\u2581" in ch and i == 0:
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word_item = ""
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word = ch.replace("\u2581", "")
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word_item += word
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elif "\u2581" in ch and i != 0:
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word_lists.append(word_item)
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word_lists.append(" ")
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word_item = ""
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word = ch.replace("\u2581", "")
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word_item += word
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else:
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word_item += ch
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if word_item is not None:
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word_lists.append(word_item)
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# word_lists = abbr_dispose(word_lists)
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real_word_lists = []
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for ch in word_lists:
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if ch != " ":
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if ch == "i":
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ch = ch.replace("i", "I")
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elif ch == "i'm":
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ch = ch.replace("i'm", "I'm")
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elif ch == "i've":
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ch = ch.replace("i've", "I've")
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elif ch == "i'll":
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ch = ch.replace("i'll", "I'll")
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real_word_lists.append(ch)
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sentence = "".join(word_lists)
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return sentence, real_word_lists
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