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Delete tok.py
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tok.py
DELETED
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import string
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from textsearch import TextSearch
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class Tokenizer:
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def __init__(
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self,
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handle_http=False,
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handle_domains=False,
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numbers=True,
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combine_punctuation=True,
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eol="\n",
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currencies=("$",),
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protected_words=None,
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language="en",
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):
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self.tokenizer = None
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self.handle_http = handle_http
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self.handle_domains = handle_domains
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self.combine_punctuation = combine_punctuation
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self.numbers = numbers
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self.eol = eol
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self.currencies = currencies or []
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self.protected_words = protected_words or []
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self.explain_dict = {}
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self.setup()
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def setup(self):
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self.tokenizer = TextSearch("sensitive", "norm", set(), set())
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self.add_base_cases()
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self.add_currencies()
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self.add_words(self.protected_words)
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if self.handle_http:
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self.tokenizer.add_http_handler(keep_result=True)
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for word in ["http://", "https://", "www."]:
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self.explain_dict[
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word
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] = "regex: when it finds '{}' it will stop after it finds a space.".format(word)
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if self.handle_domains:
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self.add_domain_handler()
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def add_words(self, words):
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words = words.items() if isinstance(words, dict) else words
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if words and isinstance(words, (list, set, tuple)) and isinstance(words[0], str):
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words = [(x, x) for x in words]
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for x, y in words:
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REASON_AS_IS = "protected word: adds word as is, prevents splitting it."
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REASON_UPPER = "protected word: adds word uppercased, prevents splitting it."
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REASON_TITLE = "protected word: adds word titlecased, prevents splitting it."
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self.add(x, y, REASON_AS_IS)
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self.add(x.upper(), y.upper(), REASON_UPPER)
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if y:
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self.add(x[0].upper() + x[1:], y[0].upper() + y[1:], REASON_TITLE)
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def add_domain_handler(self):
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import re
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from tldextract.tldextract import TLD_EXTRACTOR
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valid_re = re.compile("^[a-zA-Z.]+$")
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tlds = ["." + x for x in TLD_EXTRACTOR.tlds if valid_re.match(x)]
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for x in tlds:
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self.add(x, x, "Added by domain handler, keeps the token existing.")
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def add_base_cases(self):
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if self.numbers:
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for x in "0123456789":
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self.keep(x + ",")
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self.keep(x + ".")
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# self.tokenizer.add(" !", " ! ")
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if self.combine_punctuation:
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# combine multiples
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R_COMBINE = "combine punctuation: merges '{}' into '{}' and starts a new sentence."
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for s in "!.?-":
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for i in range(2, 10):
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# one of these is a splitting char
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if i == 1 and s == "-":
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continue
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c = s * i
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e = s * 3 if i > 1 else s
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# end = "$<EOS>$" if i == 1 or s != "-" else " "
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end = " \n" if i == 1 or s != "-" else " "
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self.add(c, " {}{}".format(e, end), R_COMBINE.format(c, e + end))
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for i in range(2, 10):
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# self.tokenizer.add("\n" * i, "$<EOS>$")
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self.add("\n" * i, " \n ", "merges newlines")
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for s in "!.?-\n":
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self.add(s, " " + s + "\n", "Splits on '{}' and creating a new sentence.".format(s))
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self.split("- ")
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self.split("...")
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# does not work
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# self.tokenizer.add_regex_handler(["!?"], "[!]+[?]+[!?]+", True, return_value=" !? ")
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self.split("!?")
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self.split("!?!")
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self.split("!!?")
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self.split("!??")
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self.split("?!!")
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self.split("?!?")
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self.split("??!")
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for x in string.ascii_letters:
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self.keep(" " + x + ".")
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# for x in string.ascii_letters:
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# self.tokenizer.add("\n" + x, "\n" + x)
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for s in ":;,":
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self.split(s, "Splits on '{}' (punctuation)")
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# quotes (make sure we add all the exeptions)
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self.split("'")
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self.split('"')
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def keep(self, x, reason=None):
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""" Whenever it finds x, it will not add whitespace. Prevents direct tokenization. """
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self.tokenizer.add(x, x)
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self.explain_dict[x] = reason or "keep:" + self.keep.__doc__.replace("x", repr(x)).rstrip()
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def split(self, x, reason=None):
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""" Whenever it finds x, it will surround it by whitespace, thus creating a token. """
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self.tokenizer.add(x, " {} ".format(x))
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self.explain_dict[x] = (
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reason or "split:" + self.split.__doc__.replace("x", repr(x)).rstrip()
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)
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def drop(self, x, reason=None):
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""" Whenever it finds x, it will remove it but add a split."""
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self.tokenizer.add(x, " ")
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self.explain_dict[x] = reason or "drop:" + self.drop.__doc__.replace("x", repr(x)).rstrip()
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def strip(self, x, reason=None):
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""" Whenever it finds x, it will remove it without splitting. """
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self.tokenizer.add(x, "")
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self.explain_dict[x] = (
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reason or "strip:" + self.strip.__doc__.replace("x", repr(x)).rstrip()
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)
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def add(self, x, y, reason):
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self.tokenizer.add(x, y)
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self.explain_dict[x] = reason
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def explain(self, char_or_chars):
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keys = [x for x in self.tokenizer._root_dict if char_or_chars in x]
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if not keys:
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return {
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"explanation": "No explanation, meaning there is nothing specified for the input"
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}
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return [
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{"from": x, "to": self.tokenizer._root_dict[x], "explanation": self.explain_dict[x]}
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for x in keys
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]
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def remove(self, x):
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if x in self.tokenizer:
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self.tokenizer.remove(x)
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del self.explain_dict[x]
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def add_currencies(self):
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for currency in self.currencies:
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self.split(currency)
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for num in "0123456789":
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# to prevent the . and , from being treated as punct
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for punc in ",.":
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s = "{currency}{num}{punc}".format(currency=currency, num=num, punc=punc)
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r = " {currency} {num}{punc}".format(currency=currency, num=num, punc=punc)
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self.add(s, r, "protecting currency from being seen as a number.")
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def word_tokenize(self, z, return_entities=False, to_lower=False):
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if return_entities:
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a, b = self.tokenizer.replace(" " + z, return_entities=True)
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return a.split(), b
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res = self.tokenizer.replace(" " + z).split()
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if to_lower:
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res = [x.lower() for x in res]
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return res
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def word_newlined_tokenize(self, z):
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sentences = self.sent_tokenize(z)
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return sum([x + ["\n"] for x in sentences[:-1]], []) + sentences[-1]
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def sent_tokenize(self, z):
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return [x.split() for x in self.tokenizer.replace(z).split("\n") if x.strip()]
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t = Tokenizer(handle_http=True, handle_domains=False)
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word_tokenize = t.word_tokenize
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sent_tokenize = t.sent_tokenize
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