Update renovation.py

renovation.py

@@ -52,56 +52,46 @@ class Renovations(datasets.GeneratorBasedBuilder):
 
     def _split_generators(self, dl_manager):
         data_files = dl_manager.download_and_extract(_URLS)
-        files = glob.glob(data_files["cheap"] + '/*.jpeg', recursive=True) + \
-                glob.glob(data_files["average"] + '/*.jpeg', recursive=True) + \
-                glob.glob(data_files["expensive"] + '/*.jpeg', recursive=True)
-
-        # Shuffle files
-        random.shuffle(files)
-        num_files = len(files)
-        train_files = files[:int(num_files*0.7)]
-        val_files = files[int(num_files*0.7):int(num_files*0.85)]
-        test_files = files[int(num_files*0.85):]
-
         return [
             datasets.SplitGenerator(
                 name=datasets.Split.TRAIN,
                 gen_kwargs={
-                    "files": train_files,
+                    "data_files": data_files,
+                    "split": "train",
                 },
             ),
             datasets.SplitGenerator(
                 name=datasets.Split.VALIDATION,
                 gen_kwargs={
-                    "files": val_files,
+                    "data_files": data_files,
+                    "split": "val",
                 },
             ),
             datasets.SplitGenerator(
                 name=datasets.Split.TEST,
                 gen_kwargs={
-                    "files": test_files,
+                    "data_files": data_files,
+                    "split": "test",
                 },
             ),
         ]
 
-    def _generate_examples(self, files):
-        print(f"Processing {len(files)} files:")
-        for i, path in enumerate(files):
-            print(f"Processing file {i}: {path}")
-            dirname = os.path.dirname(path)
-            print(f"Dirname: {dirname}")
-            parent_dirname = os.path.dirname(dirname)
-            print(f"Parent Dirname: {parent_dirname}")
-            grandparent_dirname = os.path.dirname(parent_dirname)
-            print(f"Grandparent Dirname: {grandparent_dirname}")
-            great_grandparent_dirname = os.path.dirname(grandparent_dirname)
-            print(f"Great Grandparent Dirname: {great_grandparent_dirname}")
+    def _generate_examples(self, data_files, split):
+        for label, path in data_files.items():
+            files = glob.glob(path + '/*.jpeg', recursive=True)
+            random.shuffle(files)
+            num_files = len(files)
+            if split == "train":
+                files = files[:int(num_files*0.7)]
+            elif split == "val":
+                files = files[int(num_files*0.7):int(num_files*0.85)]
+            else:
+                files = files[int(num_files*0.85):]
             
-            label = os.path.basename(great_grandparent_dirname).lower()
-            print(f"Label: {label}")
-            yield i, {
-                "image_file_path": path,
-                "image": path,
-                "labels": label,
-            }
-    
+            for i, file in enumerate(files):
+                yield i, {
+                    "image_file_path": file,
+                    "image": file,
+                    "labels": label,
+                }
+