diff --git a/examples/research_projects/codeparrot/scripts/preprocessing.py b/examples/research_projects/codeparrot/scripts/preprocessing.py
index aecc37223f..f3b9efa9be 100644
--- a/examples/research_projects/codeparrot/scripts/preprocessing.py
+++ b/examples/research_projects/codeparrot/scripts/preprocessing.py
@@ -1,5 +1,4 @@
 import gzip
-import hashlib
 import json
 import multiprocessing
 import os
@@ -11,6 +10,7 @@ from pathlib import Path
 import numpy as np
 from arguments import PreprocessingArguments
 from datasets import load_dataset
+from huggingface_hub.utils import insecure_hashlib
 from minhash_deduplication import deduplicate_dataset
 
 from transformers import AutoTokenizer, HfArgumentParser
@@ -21,7 +21,7 @@ PATTERN = re.compile(r"\s+")
 
 def get_hash(example):
     """Get hash of content field."""
-    return {"hash": hashlib.md5(re.sub(PATTERN, "", example["content"]).encode("utf-8")).hexdigest()}
+    return {"hash": insecure_hashlib.md5(re.sub(PATTERN, "", example["content"]).encode("utf-8")).hexdigest()}
 
 
 def line_stats(example):
diff --git a/examples/research_projects/lxmert/utils.py b/examples/research_projects/lxmert/utils.py
index 2fc6ea2062..c75f523a08 100644
--- a/examples/research_projects/lxmert/utils.py
+++ b/examples/research_projects/lxmert/utils.py
@@ -28,7 +28,6 @@ import tempfile
 from collections import OrderedDict
 from contextlib import contextmanager
 from functools import partial
-from hashlib import sha256
 from io import BytesIO
 from pathlib import Path
 from urllib.parse import urlparse
@@ -39,6 +38,7 @@ import numpy as np
 import requests
 import wget
 from filelock import FileLock
+from huggingface_hub.utils import insecure_hashlib
 from PIL import Image
 from tqdm.auto import tqdm
 from yaml import Loader, dump, load
@@ -402,12 +402,12 @@ def get_from_cache(
 
 def url_to_filename(url, etag=None):
     url_bytes = url.encode("utf-8")
-    url_hash = sha256(url_bytes)
+    url_hash = insecure_hashlib.sha256(url_bytes)
     filename = url_hash.hexdigest()
 
     if etag:
         etag_bytes = etag.encode("utf-8")
-        etag_hash = sha256(etag_bytes)
+        etag_hash = insecure_hashlib.sha256(etag_bytes)
         filename += "." + etag_hash.hexdigest()
 
     if url.endswith(".h5"):
diff --git a/examples/research_projects/visual_bert/utils.py b/examples/research_projects/visual_bert/utils.py
index 2fc6ea2062..c75f523a08 100644
--- a/examples/research_projects/visual_bert/utils.py
+++ b/examples/research_projects/visual_bert/utils.py
@@ -28,7 +28,6 @@ import tempfile
 from collections import OrderedDict
 from contextlib import contextmanager
 from functools import partial
-from hashlib import sha256
 from io import BytesIO
 from pathlib import Path
 from urllib.parse import urlparse
@@ -39,6 +38,7 @@ import numpy as np
 import requests
 import wget
 from filelock import FileLock
+from huggingface_hub.utils import insecure_hashlib
 from PIL import Image
 from tqdm.auto import tqdm
 from yaml import Loader, dump, load
@@ -402,12 +402,12 @@ def get_from_cache(
 
 def url_to_filename(url, etag=None):
     url_bytes = url.encode("utf-8")
-    url_hash = sha256(url_bytes)
+    url_hash = insecure_hashlib.sha256(url_bytes)
     filename = url_hash.hexdigest()
 
     if etag:
         etag_bytes = etag.encode("utf-8")
-        etag_hash = sha256(etag_bytes)
+        etag_hash = insecure_hashlib.sha256(etag_bytes)
         filename += "." + etag_hash.hexdigest()
 
     if url.endswith(".h5"):
diff --git a/setup.py b/setup.py
index 764411dab3..86c8a8a5bf 100644
--- a/setup.py
+++ b/setup.py
@@ -118,7 +118,7 @@ _deps = [
     "fugashi>=1.0",
     "GitPython<3.1.19",
     "hf-doc-builder>=0.3.0",
-    "huggingface-hub>=0.16.4,<1.0",
+    "huggingface-hub>=0.19.3,<1.0",
     "importlib_metadata",
     "ipadic>=1.0.0,<2.0",
     "isort>=5.5.4",
@@ -321,6 +321,7 @@ extras["testing"] = (
         "rjieba",
         "beautifulsoup4",
         "tensorboard",
+        "pydantic",
     )
     + extras["retrieval"]
     + extras["modelcreation"]
diff --git a/src/transformers/dependency_versions_table.py b/src/transformers/dependency_versions_table.py
index d460790c8e..30e902d698 100644
--- a/src/transformers/dependency_versions_table.py
+++ b/src/transformers/dependency_versions_table.py
@@ -25,7 +25,7 @@ deps = {
     "fugashi": "fugashi>=1.0",
     "GitPython": "GitPython<3.1.19",
     "hf-doc-builder": "hf-doc-builder>=0.3.0",
-    "huggingface-hub": "huggingface-hub>=0.16.4,<1.0",
+    "huggingface-hub": "huggingface-hub>=0.19.3,<1.0",
     "importlib_metadata": "importlib_metadata",
     "ipadic": "ipadic>=1.0.0,<2.0",
     "isort": "isort>=5.5.4",
diff --git a/src/transformers/models/whisper/convert_openai_to_hf.py b/src/transformers/models/whisper/convert_openai_to_hf.py
index 0db555c4aa..0d6cdaa958 100755
--- a/src/transformers/models/whisper/convert_openai_to_hf.py
+++ b/src/transformers/models/whisper/convert_openai_to_hf.py
@@ -15,7 +15,6 @@
 # limitations under the License.
 
 import argparse
-import hashlib
 import io
 import json
 import os
@@ -24,6 +23,7 @@ import urllib
 import warnings
 
 import torch
+from huggingface_hub.utils import insecure_hashlib
 from torch import nn
 from tqdm import tqdm
 
@@ -114,7 +114,7 @@ def _download(url: str, root: str) -> io.BytesIO:
 
     if os.path.isfile(download_target):
         model_bytes = open(download_target, "rb").read()
-        if hashlib.sha256(model_bytes).hexdigest() == expected_sha256:
+        if insecure_hashlib.sha256(model_bytes).hexdigest() == expected_sha256:
             return torch.load(io.BytesIO(model_bytes))
         else:
             warnings.warn(f"{download_target} exists, but the SHA256 checksum does not match; re-downloading the file")
@@ -132,7 +132,7 @@ def _download(url: str, root: str) -> io.BytesIO:
                 loop.update(len(buffer))
 
     model_bytes = open(download_target, "rb").read()
-    if hashlib.sha256(model_bytes).hexdigest() != expected_sha256:
+    if insecure_hashlib.sha256(model_bytes).hexdigest() != expected_sha256:
         raise RuntimeError(
             "Model has been downloaded but the SHA256 checksum does not not match. Please retry loading the model."
         )
diff --git a/tests/pipelines/test_pipelines_depth_estimation.py b/tests/pipelines/test_pipelines_depth_estimation.py
index 054574b4fd..009aa1c942 100644
--- a/tests/pipelines/test_pipelines_depth_estimation.py
+++ b/tests/pipelines/test_pipelines_depth_estimation.py
@@ -12,9 +12,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-import hashlib
 import unittest
 
+from huggingface_hub.utils import insecure_hashlib
+
 from transformers import MODEL_FOR_DEPTH_ESTIMATION_MAPPING, is_torch_available, is_vision_available
 from transformers.pipelines import DepthEstimationPipeline, pipeline
 from transformers.testing_utils import (
@@ -44,7 +45,7 @@ else:
 
 
 def hashimage(image: Image) -> str:
-    m = hashlib.md5(image.tobytes())
+    m = insecure_hashlib.md5(image.tobytes())
     return m.hexdigest()
 
 
diff --git a/tests/pipelines/test_pipelines_image_segmentation.py b/tests/pipelines/test_pipelines_image_segmentation.py
index dbc0c0db80..9c5c8fdfd4 100644
--- a/tests/pipelines/test_pipelines_image_segmentation.py
+++ b/tests/pipelines/test_pipelines_image_segmentation.py
@@ -12,7 +12,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-import hashlib
 import tempfile
 import unittest
 from typing import Dict
@@ -21,6 +20,7 @@ import datasets
 import numpy as np
 import requests
 from datasets import load_dataset
+from huggingface_hub.utils import insecure_hashlib
 
 from transformers import (
     MODEL_FOR_IMAGE_SEGMENTATION_MAPPING,
@@ -59,7 +59,7 @@ else:
 
 
 def hashimage(image: Image) -> str:
-    m = hashlib.md5(image.tobytes())
+    m = insecure_hashlib.md5(image.tobytes())
     return m.hexdigest()[:10]
 
 
diff --git a/tests/pipelines/test_pipelines_mask_generation.py b/tests/pipelines/test_pipelines_mask_generation.py
index cf17039065..c9a44a5354 100644
--- a/tests/pipelines/test_pipelines_mask_generation.py
+++ b/tests/pipelines/test_pipelines_mask_generation.py
@@ -12,11 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-import hashlib
 import unittest
 from typing import Dict
 
 import numpy as np
+from huggingface_hub.utils import insecure_hashlib
 
 from transformers import (
     MODEL_FOR_MASK_GENERATION_MAPPING,
@@ -46,7 +46,7 @@ else:
 
 
 def hashimage(image: Image) -> str:
-    m = hashlib.md5(image.tobytes())
+    m = insecure_hashlib.md5(image.tobytes())
     return m.hexdigest()[:10]