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Running
on
T4
"""Set of default text cleaners""" | |
# TODO: pick the cleaner for languages dynamically | |
import re | |
# Regular expression matching whitespace: | |
_whitespace_re = re.compile(r"\s+") | |
rep_map = { | |
"οΌ": ",", | |
"οΌ": ",", | |
"οΌ": ",", | |
"γ": ".", | |
"οΌ": "!", | |
"οΌ": "?", | |
"\n": ".", | |
"Β·": ",", | |
"γ": ",", | |
"...": ".", | |
"β¦": ".", | |
"$": ".", | |
"β": "'", | |
"β": "'", | |
"β": "'", | |
"β": "'", | |
"οΌ": "'", | |
"οΌ": "'", | |
"(": "'", | |
")": "'", | |
"γ": "'", | |
"γ": "'", | |
"γ": "'", | |
"γ": "'", | |
"[": "'", | |
"]": "'", | |
"β": "", | |
"ο½": "-", | |
"~": "-", | |
"γ": "'", | |
"γ": "'", | |
} | |
def replace_punctuation(text): | |
pattern = re.compile("|".join(re.escape(p) for p in rep_map.keys())) | |
replaced_text = pattern.sub(lambda x: rep_map[x.group()], text) | |
return replaced_text | |
def lowercase(text): | |
return text.lower() | |
def collapse_whitespace(text): | |
return re.sub(_whitespace_re, " ", text).strip() | |
def remove_punctuation_at_begin(text): | |
return re.sub(r'^[,.!?]+', '', text) | |
def remove_aux_symbols(text): | |
text = re.sub(r"[\<\>\(\)\[\]\"\Β«\Β»\']+", "", text) | |
return text | |
def replace_symbols(text, lang="en"): | |
"""Replace symbols based on the lenguage tag. | |
Args: | |
text: | |
Input text. | |
lang: | |
Lenguage identifier. ex: "en", "fr", "pt", "ca". | |
Returns: | |
The modified text | |
example: | |
input args: | |
text: "si l'avi cau, diguem-ho" | |
lang: "ca" | |
Output: | |
text: "si lavi cau, diguemho" | |
""" | |
text = text.replace(";", ",") | |
text = text.replace("-", " ") if lang != "ca" else text.replace("-", "") | |
text = text.replace(":", ",") | |
if lang == "en": | |
text = text.replace("&", " and ") | |
elif lang == "fr": | |
text = text.replace("&", " et ") | |
elif lang == "pt": | |
text = text.replace("&", " e ") | |
elif lang == "ca": | |
text = text.replace("&", " i ") | |
text = text.replace("'", "") | |
elif lang== "es": | |
text=text.replace("&","y") | |
text = text.replace("'", "") | |
return text | |
def unicleaners(text, cased=False, lang='en'): | |
"""Basic pipeline for Portuguese text. There is no need to expand abbreviation and | |
numbers, phonemizer already does that""" | |
if not cased: | |
text = lowercase(text) | |
text = replace_punctuation(text) | |
text = replace_symbols(text, lang=lang) | |
text = remove_aux_symbols(text) | |
text = remove_punctuation_at_begin(text) | |
text = collapse_whitespace(text) | |
text = re.sub(r'([^\.,!\?\-β¦])$', r'\1.', text) | |
return text | |