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diff --git a/portrait_and_26_photos.pdf b/portrait_and_26_photos.pdf
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diff --git a/portrait_and_26_photos.py b/portrait_and_26_photos.py
new file mode 100644
index 0000000000000000000000000000000000000000..6675eda1b41513d893109715cff69a463396bcbb
--- /dev/null
+++ b/portrait_and_26_photos.py
@@ -0,0 +1,76 @@
+import datasets
+import pandas as pd
+
+_CITATION = """\
+@InProceedings{huggingface:dataset,
+title = {FaceSegmentation},
+author = {TrainingDataPro},
+year = {2023}
+}
+"""
+
+_DESCRIPTION = """\
+An example of a dataset that we've collected for a photo edit App.
+The dataset includes 20 selfies of people (man and women)
+in segmentation masks and their visualisations.
+"""
+_NAME = 'FaceSegmentation'
+
+_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}"
+
+_LICENSE = ""
+
+_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/"
+
+
+class FaceSegmentation(datasets.GeneratorBasedBuilder):
+    """Small sample of image-text pairs"""
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features({
+                'image': datasets.Image(),
+                'mask': datasets.Image(),
+                'id': datasets.Value('string'),
+                'gender': datasets.Value('string'),
+                'age': datasets.Value('int8')
+            }),
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        images = dl_manager.download(f"{_DATA}images.tar.gz")
+        masks = dl_manager.download(f"{_DATA}masks.tar.gz")
+        annotations = dl_manager.download(f"{_DATA}{_NAME}.csv")
+        images = dl_manager.iter_archive(images)
+        masks = dl_manager.iter_archive(masks)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN,
+                                    gen_kwargs={
+                                        "images": images,
+                                        'masks': masks,
+                                        'annotations': annotations
+                                    }),
+        ]
+
+    def _generate_examples(self, images, masks, annotations):
+        annotations_df = pd.read_csv(annotations, sep=';')
+
+        for idx, ((image_path, image),
+                  (mask_path, mask)) in enumerate(zip(images, masks)):
+            yield idx, {
+                "image": {
+                    "path": image_path,
+                    "bytes": image.read()
+                },
+                "mask": {
+                    "path": mask_path,
+                    "bytes": mask.read()
+                },
+                'id': annotations_df['id'].iloc[idx],
+                'gender': annotations_df['gender'].iloc[idx],
+                'age': annotations_df['age'].iloc[idx]
+            }