Update app.py

app.py

@@ -12,9 +12,9 @@ from PIL import Image
 import tempfile
 from inference import split_image_from_dataframe
 from datetime import datetime
-from predict_vit import extract_features, predict_similarity, compare_features, extract_features_cp
+from predict import extract_features, predict_similarity, compare_features, extract_features_cp
+
 
-from predict_copy import extract_features_with_augmentation, extract_features_with_augmentation_cp
 
 
 import rasterio
@@ -70,7 +70,7 @@ uploaded_image = st.file_uploader("Upload a panoramic image", type=['png', 'jpeg
 def extract_treespecies_features(folder_path):
     image_files = [os.path.join(folder_path, f) for f in os.listdir(folder_path) if f.endswith(('png', 'jpg', 'jpeg', '.JPG'))]
 
-    species_feature_list = [{"feature": extract_features_with_augmentation(file), "file_name": file} for file in image_files]
+    species_feature_list = [{"feature": extract_features(file), "file_name": file} for file in image_files]
     return species_feature_list
 
 
@@ -83,7 +83,7 @@ def perform_inference(cropped_images, species_feature_list, img_df):
     st.success("Setting up BM25 Retriever:")
     for img_idx, item in enumerate(cropped_images):
         image = item["image"]
-        feature_cp = extract_features_with_augmentation_cp(image)
+            feature_cp = extract_features(image)
         row_results = []
         species_result = []
         emoji = []