Download processors.py from unitxt/data: direct link, hf CLI and curl.
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https://huggingface.co/datasets/unitxt/data/resolve/8598f4b287c411fa90442b3191f7fff6cebcff62/processors.py
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hf download hf://datasets/unitxt/data@8598f4b287c411fa90442b3191f7fff6cebcff62/processors.py
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curl -L -o processors.py https://huggingface.co/datasets/unitxt/data/resolve/8598f4b287c411fa90442b3191f7fff6cebcff62/processors.py
2.77 kB
| import json | |
| import re | |
| from .operator import BaseFieldOperator | |
| class ToString(BaseFieldOperator): | |
| def process(self, instance): | |
| return str(instance) | |
| class ToStringStripped(BaseFieldOperator): | |
| def process(self, instance): | |
| return str(instance).strip() | |
| class ToListByComma(BaseFieldOperator): | |
| def process(self, instance): | |
| return [x.strip() for x in instance.split(",")] | |
| class RegexParser(BaseFieldOperator): | |
| """A processor that uses regex in order to parse a string.""" | |
| regex: str | |
| termination_regex: str = None | |
| def process(self, text): | |
| if self.termination_regex is not None and re.fullmatch( | |
| self.termination_regex, text | |
| ): | |
| return [] | |
| return re.findall(self.regex, text) | |
| class LoadJson(BaseFieldOperator): | |
| def process(self, text): | |
| try: | |
| return json.loads(text) | |
| except json.JSONDecodeError: | |
| return [] | |
| class ListToEmptyEntitiesTuples(BaseFieldOperator): | |
| def process(self, lst): | |
| try: | |
| return [(str(item), "") for item in lst] | |
| except json.JSONDecodeError: | |
| return [] | |
| class DictOfListsToPairs(BaseFieldOperator): | |
| position_key_before_value: bool = True | |
| def process(self, obj): | |
| try: | |
| result = [] | |
| for key, values in obj.items(): | |
| for value in values: | |
| assert isinstance(value, str) | |
| pair = ( | |
| (key, value) if self.position_key_before_value else (value, key) | |
| ) | |
| result.append(pair) | |
| return result | |
| except: | |
| return [] | |
| class TakeFirstNonEmptyLine(BaseFieldOperator): | |
| def process(self, instance): | |
| splitted = str(instance).strip().split("\n") | |
| if len(splitted) == 0: | |
| return "" | |
| return splitted[0].strip() | |
| class LowerCaseTillPunc(BaseFieldOperator): | |
| def process(self, instance): | |
| non_empty_line = instance.lower() | |
| match = re.search(r"[.,!?;]", non_empty_line) | |
| if match: | |
| # Extract text up to the first punctuation | |
| non_empty_line = non_empty_line[: match.start()] | |
| return non_empty_line | |
| class FirstCharacter(BaseFieldOperator): | |
| def process(self, instance): | |
| match = re.search(r"\s*(\w)", instance) | |
| if match: | |
| return match.groups(0)[0] | |
| return "" | |
| class StringOrNotString(BaseFieldOperator): | |
| string: str | |
| def process(self, instance): | |
| if "not " + self.string.lower() in instance.lower(): | |
| return "not " + self.string.lower() | |
| if self.string.lower() in instance.lower(): | |
| return self.string.lower() | |
| return instance | |