import re import emoji from PIL import Image from backend import config from backend.utils import get_roi, clean_text, are_strings_similar, blur_image, is_blank, is_english, is_valid_english, destroy_text_roi from backend.model_handler import model_handler def is_unreadable_tagline(htag, tag): clean_htag = clean_text(htag) clean_tag = clean_text(tag) return not are_strings_similar(clean_htag, clean_tag) def is_hyperlink_tagline(tag): substrings = ['www', '.com', 'http'] return any(sub in tag for sub in substrings) def is_price_tagline(tag): exclude_keywords = ["crore", "thousand", "million", "billion", "trillion"] exclude_pattern = r'(₹\.?\s?\d+\s*(lac|lacs|lakh|lakhs|cr|k))|(\brs\.?\s?\d+\s*(lac|lacs|lakh|lakhs|cr|k))|(\$\.?\s?\d+\s*(lac|lacs|lakh|lakhs|cr|k))' price_pattern = r'(₹\s?\d+)|(\brs\.?\s?\d+)|(\$\s?\d+)|(र\d+)' if any(keyword in tag for keyword in exclude_keywords): return False if re.search(exclude_pattern, tag): return False return bool(re.search(price_pattern, tag)) def is_multiple_emoji(emoji_text): words = emoji_text.split() last_word = words[-1] return last_word not in ['0', '1'] def is_incomplete_tagline(tag, is_eng): tag = emoji.replace_emoji(tag, '') tag = tag.strip() if tag.endswith(('...', '..')): return True if not is_eng and tag.endswith(('.')): return True return False def tagline(image_path): results = { "Empty/Illegible/Black Tagline": 0, "Multiple Taglines": 0, "Incomplete Tagline": 0, "Hyperlink": 0, "Price Tag": 0, "Excessive Emojis": 0 } image = get_roi(image_path, *config.TAG) himage = blur_image(image, 0.3) easytag = model_handler.easyocr_ocr(image).lower().strip() unr = model_handler.easyocr_ocr(himage).lower().strip() if is_blank(easytag) or is_blank(unr): results["Empty/Illegible/Black Tagline"] = 1 return results is_eng = is_english(easytag) if not is_eng: results["Empty/Illegible/Black Tagline"] = 0 tag = easytag else: Tag = model_handler.intern(image, config.PTAG, 25).strip() tag = Tag.lower() htag = model_handler.intern(himage, config.PTAG, 25).lower().strip() if is_unreadable_tagline(htag, tag): results["Empty/Illegible/Black Tagline"] = 1 results["Incomplete Tagline"] = 1 if is_incomplete_tagline(tag, is_eng) else 0 results["Hyperlink"] = 1 if is_hyperlink_tagline(tag) else 0 results["Price Tag"] = 1 if is_price_tagline(tag) else 0 imagedt = get_roi(image_path, *config.DTAG) dtag = model_handler.easyocr_ocr(imagedt).strip() results["Multiple Taglines"] = 0 if is_blank(dtag) else 1 emoji_resp = model_handler.intern(image, config.PEMO, 100) results["Excessive Emojis"] = 1 if is_multiple_emoji(emoji_resp) else 0 return results def cta(image_path): image = get_roi(image_path, *config.CTA) cta_text = model_handler.intern(image, config.PTAG, 5).strip() veng = is_valid_english(cta_text) eng = is_english(cta_text) if '.' in cta_text or '..' in cta_text or '...' in cta_text: return {"Bad CTA": 1} if any(emoji.is_emoji(c) for c in cta_text): return {"Bad CTA": 1} clean_cta_text = clean_text(cta_text) # print(len(clean_cta_text)) # Removed print if eng and len(clean_cta_text) <= 2: return {"Bad CTA": 1} if len(clean_cta_text) > 15: return {"Bad CTA": 1} return {"Bad CTA": 0} def tnc(image_path): image = get_roi(image_path, *config.TNC) tnc_text = model_handler.easyocr_ocr(image) clean_tnc = clean_text(tnc_text) return {"Terms & Conditions": 0 if is_blank(clean_tnc) else 1} def tooMuchText(image_path): DRIB = (0.04, 0.625, 1.0, 0.677) DUP = (0, 0, 1.0, 0.25) DBEL = (0, 0.85, 1.0, 1) image = Image.open(image_path).convert('RGB') image = destroy_text_roi(image, *DRIB) image = destroy_text_roi(image, *DUP) image = destroy_text_roi(image, *DBEL) bd = model_handler.easyocr_ocr(image).lower().strip() return {"Too Much Text": 1 if len(bd) > 55 else 0}