Update main.py

main.py

@@ -35,35 +35,4 @@ def calculate_cosine_similarity(sentence1:str, sentence2:str):
     cosine_sim = util.cos_sim(embeddings[0], embeddings[1])
     # return str(cosine_sim[0])
     return round(cosine_sim.item(), 3)
-    
-
-
-
-# Example usage:
-# sentence_a = "The cat sat on the mat."
-# sentence_b = "A feline rested on the rug."
-# similarity = calculate_cosine_similarity(sentence_a, sentence_b)
-
-# if similarity is not None:
-#     print(f"Cosine similarity between sentence_a and sentence_b: {similarity}")
-
-# sentence_c = "This is a completely different sentence."
-# similarity_ac = calculate_cosine_similarity(sentence_a, sentence_c)
-
-# if similarity_ac is not None:
-#     print(
-#         f"Cosine similarity between sentence_a and sentence_c: {similarity_ac}")
-
-
-# # Using a different model (you'll need to install it if you haven't already):
-# similarity_different_model = calculate_cosine_similarity(
-#     sentence_a, sentence_b, model_name="all-MiniLM-L6-v2")
-# if similarity_different_model is not None:
-#     print(f"Cosine similarity (different model): {similarity_different_model}")
-
-# # Example of error handling if model name is wrong
-# similarity_error = calculate_cosine_similarity(
-#     sentence_a, sentence_b, model_name="wrong-model-name")
-
-# if similarity_error is not None:
-#     print(f"Cosine similarity (wrong model name): {similarity_error}")
+