class CustomTokenizer:
    def __init__(self, pretrained_tokenizer_path, cache_dir):
        self.tokenizer = AutoTokenizer.from_pretrained(pretrained_tokenizer_path,
            cache_dir= cache_dir,
            trust_remote_code = True
        )

        new_tokens = ['<num>', '<url>', '<mail>']
        self.tokenizer.add_tokens(new_tokens)

        # Define regex patterns for numbers and URLs
        self.number_pattern = re.compile(r'\b\d+\.?\d*\b')
        self.url_pattern = re.compile(r'(https?:\/\/(?:www\.|(?!www))[a-zA-Z0-9][a-zA-Z0-9-]+[a-zA-Z0-9]\.[^\s]{2,}|www\.[a-zA-Z0-9][a-zA-Z0-9-]+[a-zA-Z0-9]\.[^\s]{2,}|https?:\/\/(?:www\.|(?!www))[a-zA-Z0-9]+\.[^\s]{2,}|www\.[a-zA-Z0-9]+\.[^\s]{2,})')
        self.mail_pattern = re.compile(r'[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}')

        self.replacement_symbols = {
            "url": '<url>',#'Ħ',
            "num": '<num>',#'IJ',
            "mail": '<mail>',#'Ĵ',
        }

    def preprocess(self, text):
        text = self.number_pattern.sub(self.replacement_symbols["num"], text)
        text = self.url_pattern.sub(self.replacement_symbols["url"], text)
        text = self.mail_pattern.sub(self.replacement_symbols["mail"], text)

        return text

    def __getattr__(self, attr):
        # Delegate attribute access to the underlying tokenizer to retain all its methods
        return getattr(self.tokenizer, attr)

    def __call__(self, text, **kwargs):
        preprocessed_text = self.preprocess(text)
        return self.tokenizer(preprocessed_text, **kwargs)