# app/services/query_expansion_service.py

import logging
from typing import List
import torch
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
import csv
import re
import os
from typing import Dict
import re # <-- NEW IMPORT for regular expressions
# --- Core App Imports ---
from app.core import state
from app.core.config import settings

logger = logging.getLogger(__name__)



def replace_abbreviations(query_text: str) -> str:
    """
    Expands a predefined set of abbreviations.
    Specifically, "AA" is only replaced if "Arrangement" is not already in the query.
    """
    # 1. Define all replacement rules.
    replacements = {
        'tph': 'Payment Hub',
        'aa': 'Arrangement'
        # Add other unconditional replacements here.
    }

    # 2. Check if the word "Arrangement" is already in the query (case-insensitive).
    #    We use a regex with \b to ensure we match the whole word.
    if re.search(r'\bArrangement\b', query_text, re.IGNORECASE):
        # If "Arrangement" is found, we don't want to replace "AA".
        # So, we remove the 'aa' rule from our dictionary for this run.
        del replacements['aa']

    # 3. If there are no rules left to apply, return the original query.
    if not replacements:
        return query_text

    # 4. Build the regex pattern ONLY with the rules that are still active.
    pattern = re.compile(
        r'\b(' + '|'.join(replacements.keys()) + r')\b', 
        re.IGNORECASE
    )

    # 5. The replacer function remains the same.
    def get_replacement(match):
        return replacements[match.group(0).lower()]

    # 6. Perform the substitution and return the result.
    return pattern.sub(get_replacement, query_text)