diff --git a/tests/test_utils/test_checkpoint/test_checkpoint_1d.py b/tests/test_utils/test_checkpoint/test_checkpoint_1d.py
index ec677ad4e..0717c118b 100644
--- a/tests/test_utils/test_checkpoint/test_checkpoint_1d.py
+++ b/tests/test_utils/test_checkpoint/test_checkpoint_1d.py
@@ -15,6 +15,7 @@ from colossalai.initialize import launch
 from colossalai.logging import disable_existing_loggers
 from colossalai.utils import free_port, is_using_pp
 from colossalai.utils.checkpointing import gather_pipeline_parallel_state_dict, load_checkpoint, save_checkpoint
+from colossalai.testing import rerun_on_exception
 
 
 def build_pipeline(model):
@@ -38,9 +39,7 @@ def check_equal(A, B):
 
 
 def check_checkpoint_1d(rank, world_size, port):
-    config = dict(
-        parallel=dict(pipeline=dict(size=2), tensor=dict(size=4, mode="1d")),
-    )
+    config = dict(parallel=dict(pipeline=dict(size=2), tensor=dict(size=4, mode="1d")),)
 
     disable_existing_loggers()
     launch(config=config, rank=rank, world_size=world_size, host="localhost", port=port, backend="nccl")
@@ -68,6 +67,7 @@ def check_checkpoint_1d(rank, world_size, port):
 
 
 @pytest.mark.dist
+@rerun_on_exception(exception_type=mp.ProcessRaisedException, pattern=".*Address already in use.*")
 def test_checkpoint_1d():
     world_size = 8
     run_func = partial(check_checkpoint_1d, world_size=world_size, port=free_port())
diff --git a/tests/test_utils/test_checkpoint/test_checkpoint_2d.py b/tests/test_utils/test_checkpoint/test_checkpoint_2d.py
index 76b6cecb5..42b39b91e 100644
--- a/tests/test_utils/test_checkpoint/test_checkpoint_2d.py
+++ b/tests/test_utils/test_checkpoint/test_checkpoint_2d.py
@@ -15,6 +15,7 @@ from colossalai.initialize import launch
 from colossalai.logging import disable_existing_loggers
 from colossalai.utils import free_port, get_current_device, is_using_pp
 from colossalai.utils.checkpointing import gather_pipeline_parallel_state_dict, load_checkpoint, save_checkpoint
+from colossalai.testing import rerun_on_exception
 
 
 def build_pipeline(model):
@@ -38,9 +39,7 @@ def check_equal(A, B):
 
 
 def check_checkpoint_2d(rank, world_size, port):
-    config = dict(
-        parallel=dict(pipeline=dict(size=2), tensor=dict(size=4, mode="2d")),
-    )
+    config = dict(parallel=dict(pipeline=dict(size=2), tensor=dict(size=4, mode="2d")),)
 
     disable_existing_loggers()
     launch(config=config, rank=rank, world_size=world_size, host="localhost", port=port, backend="nccl")
@@ -68,6 +67,7 @@ def check_checkpoint_2d(rank, world_size, port):
 
 
 @pytest.mark.dist
+@rerun_on_exception(exception_type=mp.ProcessRaisedException, pattern=".*Address already in use.*")
 def test_checkpoint_2d():
     world_size = 8
     run_func = partial(check_checkpoint_2d, world_size=world_size, port=free_port())
diff --git a/tests/test_utils/test_checkpoint/test_checkpoint_2p5d.py b/tests/test_utils/test_checkpoint/test_checkpoint_2p5d.py
index 22bf8fbbf..7634a9706 100644
--- a/tests/test_utils/test_checkpoint/test_checkpoint_2p5d.py
+++ b/tests/test_utils/test_checkpoint/test_checkpoint_2p5d.py
@@ -15,6 +15,7 @@ from colossalai.initialize import launch
 from colossalai.logging import disable_existing_loggers
 from colossalai.utils import free_port, get_current_device, is_using_pp
 from colossalai.utils.checkpointing import gather_pipeline_parallel_state_dict, load_checkpoint, save_checkpoint
+from colossalai.testing import rerun_on_exception
 
 
 def build_pipeline(model):
@@ -38,9 +39,7 @@ def check_equal(A, B):
 
 
 def check_checkpoint_2p5d(rank, world_size, port):
-    config = dict(
-        parallel=dict(pipeline=dict(size=2), tensor=dict(size=4, depth=1, mode="2.5d")),
-    )
+    config = dict(parallel=dict(pipeline=dict(size=2), tensor=dict(size=4, depth=1, mode="2.5d")),)
 
     disable_existing_loggers()
     launch(config=config, rank=rank, world_size=world_size, host="localhost", port=port, backend="nccl")
@@ -68,6 +67,7 @@ def check_checkpoint_2p5d(rank, world_size, port):
 
 
 @pytest.mark.dist
+@rerun_on_exception(exception_type=mp.ProcessRaisedException, pattern=".*Address already in use.*")
 def test_checkpoint_2p5d():
     world_size = 8
     run_func = partial(check_checkpoint_2p5d, world_size=world_size, port=free_port())
diff --git a/tests/test_utils/test_checkpoint/test_checkpoint_3d.py b/tests/test_utils/test_checkpoint/test_checkpoint_3d.py
index 1aa25dee8..740f3cfbd 100644
--- a/tests/test_utils/test_checkpoint/test_checkpoint_3d.py
+++ b/tests/test_utils/test_checkpoint/test_checkpoint_3d.py
@@ -15,6 +15,7 @@ from colossalai.initialize import launch
 from colossalai.logging import disable_existing_loggers
 from colossalai.utils import free_port, get_current_device, is_using_pp
 from colossalai.utils.checkpointing import gather_pipeline_parallel_state_dict, load_checkpoint, save_checkpoint
+from colossalai.testing import rerun_on_exception
 
 
 def build_pipeline(model):
@@ -38,9 +39,7 @@ def check_equal(A, B):
 
 
 def check_checkpoint_3d(rank, world_size, port):
-    config = dict(
-        parallel=dict(pipeline=dict(size=1), tensor=dict(size=8, mode="3d")),
-    )
+    config = dict(parallel=dict(pipeline=dict(size=1), tensor=dict(size=8, mode="3d")),)
 
     disable_existing_loggers()
     launch(config=config, rank=rank, world_size=world_size, host="localhost", port=port, backend="nccl")
@@ -68,6 +67,7 @@ def check_checkpoint_3d(rank, world_size, port):
 
 
 @pytest.mark.dist
+@rerun_on_exception(exception_type=mp.ProcessRaisedException, pattern=".*Address already in use.*")
 def test_checkpoint_3d():
     world_size = 8
     run_func = partial(check_checkpoint_3d, world_size=world_size, port=free_port())