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| import json | |
| import logging | |
| import re | |
| from bs4 import BeautifulSoup | |
| from collections import defaultdict | |
| from typing import Dict, List | |
| # TODO: review the functions here | |
| def extract_all_tagged_phrases(text: str) -> Dict[str, List[str]]: | |
| soup = BeautifulSoup(text, "html.parser") | |
| tagged_phrases = defaultdict(list) | |
| for tag in soup.find_all(True): | |
| if tag.name: | |
| # Clean and process the text | |
| full_text = " ".join(tag.stripped_strings) | |
| full_text = re.sub(r"\s+", " ", full_text.strip()) | |
| full_text = re.sub(r'(?<!\\)\\(?!["\\])', r"\\\\", full_text) | |
| full_text = full_text.replace('"', '\\"') | |
| if full_text: # Only add non-empty strings | |
| tagged_phrases[tag.name].append(full_text) | |
| # Remove duplicates while preserving order | |
| return { | |
| tag: list(dict.fromkeys(phrases)) for tag, phrases in tagged_phrases.items() | |
| } | |
| def extract_prediction(schema: dict, prediction: str, kind: str = "json") -> dict: | |
| pred = {} | |
| if kind == "json": | |
| json_match = re.search(r"\{[\s\S]+\}", prediction) | |
| if json_match: | |
| json_str = json_match.group(0) | |
| json_str = re.sub(r"(\w+)-\$?\\?(\w+)\$?", r"\1-\2", json_str) | |
| json_str = json_str.replace('\\"', '"') | |
| json_str = re.sub(r'}\s*"', '}, "', json_str) | |
| json_str = re.sub(r']\s*"', '], "', json_str) | |
| try: | |
| pred = json.loads(json_str) | |
| except json.JSONDecodeError as e: | |
| logging.warning(f"Failed to parse JSON: {json_str}") | |
| logging.warning(f"Error: {str(e)}") | |
| try: | |
| json_str = re.sub(r",\s*([}\]])", r"\1", json_str) | |
| json_str = re.sub(r"(?<![\w'])'|'(?![\w'])", '"', json_str) | |
| pred = json.loads(json_str) | |
| except json.JSONDecodeError: | |
| logging.error( | |
| f"Failed to parse JSON even after attempted fixes: {json_str}" | |
| ) | |
| elif kind == "readable": | |
| match = re.findall( | |
| rf'^({"|".join(list(schema.keys()))}): (.+)$', | |
| prediction, | |
| flags=re.MULTILINE, | |
| ) | |
| pred = {tag: values.split(", ") for tag, values in match} | |
| else: | |
| raise ValueError(f"Invalid kind: {kind}") | |
| return pred | |