diff --git a/dlio_benchmark/data_generator/tf_generator.py b/dlio_benchmark/data_generator/tf_generator.py
index b97c71ae..d4db97be 100644
--- a/dlio_benchmark/data_generator/tf_generator.py
+++ b/dlio_benchmark/data_generator/tf_generator.py
@@ -77,6 +77,6 @@ def generate(self):
             filename = os.path.basename(out_path_spec)
             self.storage.create_node(index_folder, exist_ok=True)
             tfrecord_idx = f"{index_folder}/{filename}.idx"
-            if not os.path.isfile(tfrecord_idx):
-                call([tfrecord2idx_script, out_path_spec, tfrecord_idx])
+            if not self.storage.isfile(tfrecord_idx):
+                call([tfrecord2idx_script, out_path_spec, self.storage.get_uri(tfrecord_idx)])
         np.random.seed()
diff --git a/dlio_benchmark/framework/framework.py b/dlio_benchmark/framework/framework.py
index f37a62b9..80a5729c 100644
--- a/dlio_benchmark/framework/framework.py
+++ b/dlio_benchmark/framework/framework.py
@@ -105,3 +105,6 @@ def put_data(self, id, data, offset=None, length=None):
     def get_data(self, id, data, offset=None, length=None):
         return None
 
+    def isfile(self, id):
+        return False
+
diff --git a/dlio_benchmark/framework/tf_framework.py b/dlio_benchmark/framework/tf_framework.py
index 175ddbb9..6566ab39 100644
--- a/dlio_benchmark/framework/tf_framework.py
+++ b/dlio_benchmark/framework/tf_framework.py
@@ -31,6 +31,7 @@
     DataLoaderType
 
 import tensorflow as tf
+import tensorflow_io as tfio
 from tensorflow.python.framework import errors
 
 tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)
@@ -102,7 +103,7 @@ def is_nativeio_available(self):
 
     @dlp.log
     def create_node(self, id, exist_ok=False):
-        tf.io.gfile.mkdir(id)
+        tf.io.gfile.makedirs(id)
         return True
 
     @dlp.log
@@ -140,3 +141,7 @@ def get_data(self, id, data, offset=None, length=None):
         with tf.io.gfile.GFile(id, "r") as fd:
             data = fd.read()
         return data
+
+    @dlp.log
+    def isfile(self, id):
+        return tf.io.gfile.exists(id) and not tf.io.gfile.isdir(id)
diff --git a/dlio_benchmark/storage/file_storage.py b/dlio_benchmark/storage/file_storage.py
index 8b2aa6a6..19208975 100644
--- a/dlio_benchmark/storage/file_storage.py
+++ b/dlio_benchmark/storage/file_storage.py
@@ -99,5 +99,9 @@ def get_data(self, id, data, offset=None, length=None):
             data = fd.read()
         return data
     
+    @dlp.log
+    def isfile(self, id):
+        return os.path.isfile(id)
+
     def get_basename(self, id):
         return os.path.basename(id)
diff --git a/dlio_benchmark/storage/s3_storage.py b/dlio_benchmark/storage/s3_storage.py
index f28c2eaa..1e76bd52 100644
--- a/dlio_benchmark/storage/s3_storage.py
+++ b/dlio_benchmark/storage/s3_storage.py
@@ -72,5 +72,9 @@ def put_data(self, id, data, offset=None, length=None):
     def get_data(self, id, data, offset=None, length=None):
         return super().get_data(self.get_uri(id), data, offset, length)
 
+    @dlp.log
+    def isfile(self, id):
+        return super().isfile(self.get_uri(id))
+
     def get_basename(self, id):
         return os.path.basename(id)
\ No newline at end of file
diff --git a/dlio_benchmark/storage/storage_handler.py b/dlio_benchmark/storage/storage_handler.py
index 44da1db8..3dd084fa 100644
--- a/dlio_benchmark/storage/storage_handler.py
+++ b/dlio_benchmark/storage/storage_handler.py
@@ -123,3 +123,10 @@ def get_data(self, id, data, offset=None, length=None):
             return self.framework.get_data(id, data, offset, length)
         return None
 
+    def isfile(self, id):
+        """
+            This method checks if the given path is a file
+        """
+        if self.is_framework_nativeio_available:
+            return self.framework.isfile(id)
+        return None
diff --git a/requirements.txt b/requirements.txt
index 11c7539c..8eb1a5d3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,7 +12,8 @@ pandas>=1.5.1
 psutil>=5.9.8
 pydftracer==1.0.11
 pytest
-tensorflow>=2.11.0
+tensorflow>=2.13.1
+tensorflow_io>=0.33.0
 torch>=2.2.0
 torchaudio
 torchvision
diff --git a/setup.py b/setup.py
index 7df0cff7..3b694eff 100644
--- a/setup.py
+++ b/setup.py
@@ -21,7 +21,8 @@
 x86_deps = [
     f"hydra-core>={HYDRA_VERSION}",
     "nvidia-dali-cuda120>=1.34.0",
-    "tensorflow>=2.11.0",
+    "tensorflow>=2.13.1",
+    "tensorflow_io>=0.33.0",
     "torch>=2.2.0",
     "torchaudio",
     "torchvision",