diff --git a/horovod/horovod.sh b/horovod/horovod.sh
index 410b32012..3404a40c7 100644
--- a/horovod/horovod.sh
+++ b/horovod/horovod.sh
@@ -22,10 +22,10 @@ set -euxo pipefail
 
 readonly DEFAULT_HOROVOD_VERSION="0.21.2"
 readonly DEFAULT_TENSORFLOW_VERSION="2.4.1"
-readonly DEFAULT_PYTORCH_VERSION="1.11.0"
+readonly DEFAULT_PYTORCH_VERSION="1.7.1"
 readonly DEFAULT_TORCHVISION_VERSION="0.8.2"
 readonly DEFAULT_MXNET_VERSION="1.7.0.post1"
-readonly DEFAULT_CUDA_VERSION="11.0"
+readonly DEFAULT_CUDA_VERSION="12.4"
 
 HOROVOD_VERSION="$(/usr/share/google/get_metadata_value attributes/horovod-version || echo ${DEFAULT_HOROVOD_VERSION})"
 readonly HOROVOD_VERSION
diff --git a/horovod/test_horovod.py b/horovod/test_horovod.py
index 511dbade1..8037a38a8 100644
--- a/horovod/test_horovod.py
+++ b/horovod/test_horovod.py
@@ -1,3 +1,5 @@
+import pkg_resources
+
 from absl.testing import absltest
 from absl.testing import parameterized
 
@@ -9,6 +11,7 @@ class HorovodTestCase(DataprocTestCase):
   INIT_ACTIONS = ["horovod/horovod.sh"]
   GPU_INIT_ACTIONS = ["gpu/install_gpu_driver.sh"] + INIT_ACTIONS
   GPU_P100 = "type=nvidia-tesla-p100"
+  GPU_T4 = "type=nvidia-tesla-t4"
 
   TENSORFLOW_TEST_SCRIPT = "scripts/verify_tensorflow.py"
   PYTORCH_TEST_SCRIPT = "scripts/verify_pytorch.py"
@@ -26,6 +29,8 @@ def _submit_spark_job(self, script):
   def test_horovod_cpu(self, configuration, controller):
     if self.getImageOs() == 'rocky':
       self.skipTest("Not supported in Rocky Linux-based images")
+    if self.getImageVersion() > pkg_resources.parse_version("2.0"):
+      self.skipTest("Not supported in Dataproc image version 2.1 and 2.2")
 
     metadata = ""
     if controller == "mpi":
@@ -44,16 +49,18 @@ def test_horovod_cpu(self, configuration, controller):
   def test_horovod_gpu(self, configuration, controller):
     if self.getImageOs() == 'rocky':
       self.skipTest("Not supported in Rocky Linux-based images")
+    if self.getImageVersion() > pkg_resources.parse_version("2.0"):
+      self.skipTest("Not supported in Dataproc image version 2.1 and 2.2")
 
-    metadata = "cuda-version=11.1,cudnn-version=8.0.5.39,gpu-driver-provider=NVIDIA"
+    metadata = "cuda-version=12.4,cudnn-version=9.1.0.70,gpu-driver-provider=NVIDIA"
 
     self.createCluster(
         configuration,
         self.GPU_INIT_ACTIONS,
         timeout_in_minutes=60,
         machine_type="n1-standard-8",
-        master_accelerator=self.GPU_P100,
-        worker_accelerator=self.GPU_P100,
+        master_accelerator=self.GPU_T4,
+        worker_accelerator=self.GPU_T4,
         metadata=metadata)