Update app/src/main.py

app/src/main.py

@@ -19,10 +19,10 @@ class TrademarkAnalyzer:
         if "HF_HOME" not in os.environ:
             os.environ["HF_HOME"] = "/tmp/huggingface"
 
-        # Initialize sub-modules
+        # Initialize sub-modules (models are lazy-loaded inside each class)
         self.linguistic = LinguisticAnalyzer(descriptive_keywords_path)
         self.embedding = EmbeddingSimilarity()          # uses sentence-transformers
-        self.cross_encoder = CrossEncoderSimilarity()
+        self.cross_encoder = CrossEncoderSimilarity()    # uses cross-encoder
         self.heuristic = DescriptivenessHeuristic(
             self.linguistic,
             self.embedding,
@@ -32,12 +32,10 @@ class TrademarkAnalyzer:
     def analyze(self, mark, goods, goods_class=None):
         """
         Perform full descriptiveness analysis.
-
         Args:
             mark (str): The trademark text.
             goods (str): Description of goods/services.
             goods_class (str, optional): USPTO class (e.g., "30").
-
         Returns:
             dict: Contains descriptive_score, generic_score, reasons, explanation, details.
         """