Fixing typos (#11137)

* Fixing typos

* Update build_image_dataset.py

* Update build_image_dataset.py

Author: sushreebarsa

research/delf/delf/python/training/build_image_dataset.py

@@ -266,7 +266,7 @@ def _write_tfrecord(output_prefix, image_paths, file_ids, labels):
   if output_prefix == _TEST_SPLIT:
     labels = [None] * len(image_paths)
   if not len(image_paths) == len(file_ids) == len(labels):
-    raise ValueError('length of image_paths, file_ids, labels shoud be the' +
+    raise ValueError('length of image_paths, file_ids, labels should be the' +
                      ' same. But they are %d, %d, %d, respectively' %
                      (len(image_paths), len(file_ids), len(labels)))
 
@@ -319,7 +319,7 @@ def _shuffle_by_columns(np_array, random_state):
 
 def _build_train_and_validation_splits(image_paths, file_ids, labels,
                                        validation_split_size, seed):
-  """Create TRAIN and VALIDATION splits containg all labels in equal proportion.
+  """Create TRAIN and VALIDATION splits containing all labels in equal proportion.
 
   Args:
     image_paths: list of paths to the image files in the train dataset.

research/delf/delf/python/training/model/delf_model.py

@@ -198,7 +198,7 @@ def global_and_local_forward_pass(self, images, training=True):
 
     Args:
       images: Tensor containing the dataset on which to run the forward pass.
-      training: Indicator of wether the forward pass is running in training mode
+      training: Indicator of whether the forward pass is running in training mode
         or not.
 
     Returns: