| | import json |
| | import re |
| | from difflib import get_close_matches |
| | from typing import Any, Dict |
| |
|
| | from .operators import FieldOperator, InstanceFieldOperator |
| |
|
| |
|
| | class ToString(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | return str(text) |
| |
|
| |
|
| | class ToStringStripped(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | return str(text).strip() |
| |
|
| |
|
| | class Split(FieldOperator): |
| | delimiter: str = " " |
| | strip_every_element: bool = False |
| |
|
| | def process_value(self, text: Any) -> Any: |
| | return [ |
| | x.strip() if self.strip_every_element else x |
| | for x in text.split(self.delimiter) |
| | ] |
| |
|
| |
|
| | class ToListByComma(Split): |
| | delimiter = "," |
| | strip_every_element = True |
| |
|
| |
|
| | class RegexParser(FieldOperator): |
| | """A processor that uses regex in order to parse a string.""" |
| |
|
| | regex: str |
| | termination_regex: str = None |
| |
|
| | def process_value(self, text: Any) -> Any: |
| | if self.termination_regex is not None and re.fullmatch( |
| | self.termination_regex, text |
| | ): |
| | return [] |
| | return re.findall(self.regex, text) |
| |
|
| |
|
| | class LoadJson(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | try: |
| | return json.loads(text) |
| | except json.JSONDecodeError: |
| | return [] |
| |
|
| |
|
| | class ListToEmptyEntitiesTuples(FieldOperator): |
| | def process_value(self, lst: Any) -> Any: |
| | try: |
| | return [(str(item), "") for item in lst] |
| | except json.JSONDecodeError: |
| | return [] |
| |
|
| |
|
| | class DictOfListsToPairs(FieldOperator): |
| | position_key_before_value: bool = True |
| |
|
| | def process_value(self, obj: Any) -> Any: |
| | 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(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | parts = str(text).strip().split("\n") |
| | if len(parts) == 0: |
| | return "" |
| | return parts[0].strip() |
| |
|
| |
|
| | class ConvertToBoolean(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | clean_instance = str(text).strip().lower() |
| | if any(w in clean_instance for w in ["no", "not", "wrong", "false"]): |
| | return "FALSE" |
| | if any(w in clean_instance for w in ["yes", "right", "correct", "true"]): |
| | return "TRUE" |
| | return "OTHER" |
| |
|
| |
|
| | class LowerCaseTillPunc(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | non_empty_line = text.lower() |
| | match = re.search(r"[.,!?;]", non_empty_line) |
| | if match: |
| | |
| | non_empty_line = non_empty_line[: match.start()] |
| | return non_empty_line |
| |
|
| |
|
| | class LowerCase(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | return text.lower() |
| |
|
| |
|
| | class Capitalize(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | return text.capitalize() |
| |
|
| |
|
| | class GetStringAfter(FieldOperator): |
| | substring: str |
| |
|
| | def process_value(self, text: Any) -> Any: |
| | return text.split(self.substring, 1)[-1].strip() |
| |
|
| |
|
| | class MatchClosestOption(InstanceFieldOperator): |
| | options_field: str = "options" |
| |
|
| | def process_instance_value(self, value: Any, instance: Dict[str, Any]): |
| | options = instance["task_data"][self.options_field] |
| | return get_close_matches(value, options, n=1, cutoff=0.0)[0] |
| |
|
| |
|
| | def process_instance_value(self, value, instance): |
| | options = instance[self.options_field] |
| | |
| | closest_match = get_close_matches(value, options, n=1, cutoff=0) |
| | return closest_match[0] if closest_match else None |
| |
|
| |
|
| | class Substring(FieldOperator): |
| | begin: int = 0 |
| | end: int = None |
| |
|
| | def process_value(self, text: Any) -> Any: |
| | if self.end is None: |
| | return text[self.begin :] |
| | return text[self.begin : self.end] |
| |
|
| |
|
| | class FirstCharacter(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | match = re.search(r"\s*(\w)", text) |
| | if match: |
| | return match.groups(0)[0] |
| | return "" |
| |
|
| |
|
| | class TakeFirstWord(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | match = re.search(r"([-]*[0-9]+(\.([0-9]+))*)|([\w]+)", text) |
| | if match: |
| | return text[match.start() : match.end()] |
| | return "" |
| |
|
| |
|
| | class YesNoToInt(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | if text == "yes": |
| | return "1" |
| | if text == "no": |
| | return "0" |
| | return text |
| |
|
| |
|
| | class YesToOneElseZero(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | if text == "yes": |
| | return "1" |
| | return "0" |
| |
|
| |
|
| | class StrToFloatFormat(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | try: |
| | return str(float(text)) |
| | except Exception: |
| | return str(text) |
| |
|
| |
|
| | class ToYesOrNone(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | if text == "yes": |
| | return "yes" |
| | return "none" |
| |
|
| |
|
| | class StanceToProCon(FieldOperator): |
| | def process_value(self, text: Any) -> Any: |
| | if text == "positive": |
| | return "PRO" |
| | if text in ["negative", "suggestion"]: |
| | return "CON" |
| | return "none" |
| |
|
| |
|
| | class StringOrNotString(FieldOperator): |
| | string: str |
| |
|
| | def process_value(self, text: Any) -> Any: |
| | if "not " + self.string.lower() in text.lower(): |
| | return "not " + self.string.lower() |
| | if self.string.lower() in text.lower(): |
| | return self.string.lower() |
| | return text |
| |
|