Update renovation.py

renovation.py

@@ -1,4 +1,5 @@
 import os
+import glob
 
 import datasets
 from datasets.tasks import ImageClassification
@@ -29,8 +30,6 @@ _URLS = {
 
 _NAMES = ["cheap", "average", "expensive"]
 
-import glob
-
 class Renovations(datasets.GeneratorBasedBuilder):
     """Renovations house images dataset."""
 
@@ -56,19 +55,19 @@ class Renovations(datasets.GeneratorBasedBuilder):
             datasets.SplitGenerator(
                 name=datasets.Split.TRAIN,
                 gen_kwargs={
-                    "files": glob.glob(data_files["cheap"] + '/**/*.jpeg', recursive=True),
+                    "files": glob.glob(data_files["cheap"] + '/*.jpeg', recursive=True),
                 },
             ),
             datasets.SplitGenerator(
                 name=datasets.Split.VALIDATION,
                 gen_kwargs={
-                    "files": glob.glob(data_files["average"] + '/**/*.jpeg', recursive=True),
+                    "files": glob.glob(data_files["average"] + '/*.jpeg', recursive=True),
                 },
             ),
             datasets.SplitGenerator(
                 name=datasets.Split.TEST,
                 gen_kwargs={
-                    "files": glob.glob(data_files["expensive"] + '/**/*.jpeg', recursive=True),
+                    "files": glob.glob(data_files["expensive"] + '/*.jpeg', recursive=True),
                 },
             ),
         ]
@@ -77,13 +76,10 @@ class Renovations(datasets.GeneratorBasedBuilder):
         print(f"Processing {len(files)} files:")
         for i, path in enumerate(files):
             print(f"Processing file {i}: {path}")
-            label = os.path.basename(os.path.dirname(os.path.dirname(path))).lower()
+            label = os.path.basename(os.path.dirname(path)).lower()
             print(f"Label: {label}")
             yield i, {
                 "image_file_path": path,
                 "image": path,
                 "labels": label,
             }
-
-
-