Upload processing.py

scripts/processing.py

@@ -2,6 +2,7 @@
 creates an "imagefolder" dataset and pushes it to the Hugging Face Hub.
 """
 
+import re
 import os
 import shutil
 import pickle
@@ -17,6 +18,11 @@ for split in ["train", "val", "test"]:
 
     # drop the duplicate image-question-answer triplets
     data = data.drop_duplicates(ignore_index=True)
+
+    # perform some basic data cleaning/normalization
+    f = lambda x: re.sub(' +', ' ', str(x).lower()).replace(" ?", "?").strip()
+    data["question"] = data["question"].apply(f)
+    data["answer"] = data["answer"].apply(f)
     
     # copy the images using unique file names
     data.insert(0, "file_name", "")
@@ -32,4 +38,3 @@ for split in ["train", "val", "test"]:
 # push the dataset to the hub
 dataset = datasets.load_dataset("imagefolder", data_dir="data/")
 dataset.push_to_hub("flaviagiammarino/path-vqa")
-