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Leonardo
commited on
Update scripts/text_cleaner_tool.py
Browse files- scripts/text_cleaner_tool.py +81 -124
scripts/text_cleaner_tool.py
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@@ -1,111 +1,62 @@
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from smolagents import Tool
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from typing import Dict,
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import logging
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logger = logging.getLogger(__name__)
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class TextCleanerTool(Tool):
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name = "clean_text"
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description = (
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"Cleans and normalizes text
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)
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inputs = {
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"text": {"type": "string", "description": "The input text to clean"},
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"
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"type": "boolean",
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"description": "Fix broken unicode characters and mojibake",
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"default": True,
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# Removed nullable: True - this parameter doesn't accept None
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},
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"to_ascii": {
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"type": "boolean",
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"description": "Convert non-ASCII characters to their closest ASCII equivalents",
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"default": True,
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},
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"lower": {
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"type": "boolean",
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"description": "Convert text to lowercase",
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"default": True,
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},
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"no_line_breaks": {
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"type": "boolean",
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"description": "Replace line breaks with spaces",
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"default": False,
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},
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"no_urls": {
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"type": "boolean",
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"description": "Replace URLs with a token",
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"default": False,
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},
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"no_emails": {
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"type": "boolean",
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"description": "Replace email addresses with a token",
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"default": False,
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},
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"no_phone_numbers": {
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"type": "boolean",
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"description": "Replace phone numbers with a token",
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"default": False,
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},
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"no_numbers": {
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"type": "boolean",
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"description": "Replace all numbers with a token",
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"default": False,
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},
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"no_digits": {
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"type": "boolean",
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"description": "Replace all digits with 0",
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"default": False,
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},
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"no_currency_symbols": {
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"type": "boolean",
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"description": "Replace currency symbols with a token",
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"default": False,
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},
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"no_punct": {
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"type": "boolean",
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"description": "Remove all punctuation",
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"default": False,
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},
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"no_emoji": {
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"type": "boolean",
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"description": "Remove all emoji characters",
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"default": False,
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},
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"lang": {
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"type": "string",
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"description": "Language code for special handling ('en' or 'de' supported)",
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"default": "en",
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},
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"custom_replacements": {
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"type": "object",
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"description":
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"optional": True,
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},
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}
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output_type = "string"
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def forward(
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text
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if not text:
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return ""
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@@ -116,47 +67,53 @@ class TextCleanerTool(Tool):
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logger.error(f"Failed to convert input to string: {e}")
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return f"Error: Could not process input of type {type(text)}"
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try:
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# Import cleantext
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from cleantext import clean
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# Directly use the clean function with replacement parameters
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cleaned_text = clean(
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text,
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fix_unicode=fix_unicode,
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to_ascii=to_ascii,
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lower=lower,
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no_line_breaks=no_line_breaks,
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no_urls=no_urls,
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no_emails=no_emails,
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no_phone_numbers=no_phone_numbers,
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no_numbers=no_numbers,
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no_digits=no_digits,
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no_currency_symbols=no_currency_symbols,
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no_punct=no_punct,
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no_emoji=no_emoji,
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lang=lang,
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replace_with_url="<URL>",
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replace_with_email="<EMAIL>",
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replace_with_phone_number="<PHONE>",
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replace_with_number="<NUMBER>",
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replace_with_digit="0",
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replace_with_currency_symbol="<CUR>",
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replace_with_punct="",
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)
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# Apply any custom replacements
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if custom_replacements:
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for old, new in custom_replacements.items():
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cleaned_text = cleaned_text.replace(old, new)
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return cleaned_text
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except ImportError:
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logger.error(
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"cleantext package not installed. Install with: pip install clean-text"
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)
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return "Error: Required dependency 'clean-text' is not installed."
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except Exception as e:
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logger.error(f"Error cleaning text: {e}")
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return f"Error during text cleaning: {str(e)}"
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from smolagents import Tool
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from typing import Dict, Any, Optional
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import logging
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logger = logging.getLogger(__name__)
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class TextCleanerTool(Tool):
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"""A simplified text cleaner tool that avoids typing issues."""
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name = "clean_text"
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description = (
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"Cleans and normalizes text using the cleantext library. "
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"Example usage: clean_text(text='Your text here', options={'lower': True, 'no_urls': True})"
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)
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inputs = {
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"text": {"type": "string", "description": "The input text to clean"},
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"options": {
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"type": "object",
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"description": (
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"Optional parameters for text cleaning. Available options: "
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"fix_unicode, to_ascii, lower, no_line_breaks, no_urls, no_emails, "
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"no_phone_numbers, no_numbers, no_digits, no_currency_symbols, "
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"no_punct, no_emoji, lang"
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),
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"optional": True,
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"nullable": True,
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},
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}
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output_type = "string"
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def forward(self, text: str, options: Optional[Dict[str, Any]] = None) -> str:
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"""
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Clean text using the cleantext library with flexible options.
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Example API:
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clean("some input",
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fix_unicode=True, # fix various unicode errors
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to_ascii=True, # transliterate to closest ASCII representation
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lower=True, # lowercase text
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no_line_breaks=False, # fully strip line breaks as opposed to only normalizing them
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no_urls=False, # replace all URLs with a special token
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no_emails=False, # replace all email addresses with a special token
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no_phone_numbers=False, # replace all phone numbers with a special token
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no_numbers=False, # replace all numbers with a special token
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no_digits=False, # replace all digits with a special token
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no_currency_symbols=False, # replace all currency symbols with a special token
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no_punct=False, # remove punctuations
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replace_with_punct="", # instead of removing punctuations you may replace them
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replace_with_url="<URL>",
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replace_with_email="<EMAIL>",
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replace_with_phone_number="<PHONE>",
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replace_with_number="<NUMBER>",
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replace_with_digit="0",
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replace_with_currency_symbol="<CUR>",
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lang="en" # set to 'de' for German special handling
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)
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"""
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# Input validation
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if not text:
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return ""
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logger.error(f"Failed to convert input to string: {e}")
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return f"Error: Could not process input of type {type(text)}"
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# Import cleantext safely
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try:
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from cleantext import clean
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except ImportError:
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logger.error(
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"cleantext package not installed. Install with: pip install clean-text"
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)
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return "Error: Required dependency 'clean-text' is not installed."
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# Default replacement tokens
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replacements = {
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"replace_with_url": "<URL>",
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"replace_with_email": "<EMAIL>",
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"replace_with_phone_number": "<PHONE>",
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"replace_with_number": "<NUMBER>",
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"replace_with_digit": "0",
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"replace_with_currency_symbol": "<CUR>",
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"replace_with_punct": "",
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}
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# Default options
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default_options = {
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"fix_unicode": True,
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"to_ascii": True,
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"lower": True,
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"no_line_breaks": False,
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"no_urls": False,
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"no_emails": False,
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"no_phone_numbers": False,
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"no_numbers": False,
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"no_digits": False,
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"no_currency_symbols": False,
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"no_punct": False,
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"no_emoji": False,
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"lang": "en",
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}
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# Merge user options with defaults
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if options:
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default_options.update(options)
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# Merge all parameters
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params = {**default_options, **replacements}
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try:
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# Apply cleantext with parameters
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return clean(text, **params)
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except Exception as e:
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logger.error(f"Error cleaning text: {e}")
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return f"Error during text cleaning: {str(e)}"
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