refactor: script

face_masks.py

@@ -94,7 +94,6 @@ class FaceMasks(datasets.GeneratorBasedBuilder):
                                         'photo_2': datasets.Image(),
                                         'photo_3': datasets.Image(),
                                         'photo_4': datasets.Image(),
-                                        'selfie_5': datasets.Image(),
                                         'worker_id': datasets.Value('string'),
                                         'age': datasets.Value('int8'),
                                         'country': datasets.Value('string'),
@@ -121,8 +120,10 @@ class FaceMasks(datasets.GeneratorBasedBuilder):
         annotations_df = pd.read_csv(annotations, sep=',')
         images_data = pd.DataFrame(columns=['Link', 'Image'])
         for idx, image_path in enumerate(images):
-            image = load_image_file(image_path)
-            images_data.loc[idx] = {'Link': image_path, 'Image': image}
+            images_data.loc[idx] = {
+                'Link': '/'.join(image_path.split('/')[-2:]),
+                'Path': image_path
+            }
 
         annotations_df = pd.merge(annotations_df,
                                   images_data,
@@ -133,28 +134,18 @@ class FaceMasks(datasets.GeneratorBasedBuilder):
                 annotations_df['WorkerId'] == worker_id]
             annotation = annotation.sort_values(['Link'])
             data = {
-                f'photo_{row[0]}': row[6] for row in annotation.itertuples()
+                f'photo_{row[5]}': load_image_file(row[7])
+                for row in annotation.itertuples()
             }
 
-            age = annotation.loc[annotation['FName'] ==
-                                 'ID_1']['Age'].values[0]
-            country = annotation.loc[annotation['FName'] ==
-                                     'ID_1']['Country'].values[0]
-            gender = annotation.loc[annotation['FName'] ==
-                                    'ID_1']['Gender'].values[0]
-            set_id = annotation.loc[annotation['FName'] ==
-                                    'ID_1']['SetId'].values[0]
-            user_race = annotation.loc[annotation['FName'] ==
-                                       'ID_1']['UserRace'].values[0]
-            name = annotation.loc[annotation['FName'] ==
-                                  'ID_1']['Name'].values[0]
+            age = annotation.loc[annotation['Type'] == '1']['Age'].values[0]
+            country = annotation.loc[annotation['Type'] ==
+                                     '1']['Country'].values[0]
+            sex = annotation.loc[annotation['Type'] == '1']['Sex'].values[0]
 
             data['user_id'] = worker_id
             data['age'] = age
             data['country'] = country
-            data['gender'] = gender
-            data['set_id'] = set_id
-            data['user_race'] = user_race
-            data['name'] = name
+            data['sex'] = sex
 
             yield idx, data