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,
+ }
+