diff --git a/tests/distributed/test_multimodal_broadcast.py b/tests/distributed/test_multimodal_broadcast.py
index 596e82814f09b..18423c3052f54 100644
--- a/tests/distributed/test_multimodal_broadcast.py
+++ b/tests/distributed/test_multimodal_broadcast.py
@@ -22,7 +22,6 @@
     pytest.skip("TEST_DISTRIBUTED=DISABLE, skipping distributed test group",
                 allow_module_level=True)
 
-
 model = os.environ["TEST_DIST_MODEL"]
 
 if model.startswith("llava-hf/llava"):
diff --git a/tests/distributed/test_parallel_state.py b/tests/distributed/test_parallel_state.py
index 2e8a72e2dd1ba..ac4cd52ba9fe3 100644
--- a/tests/distributed/test_parallel_state.py
+++ b/tests/distributed/test_parallel_state.py
@@ -3,15 +3,15 @@
 import pytest
 import torch
 
+from tests.nm_utils.utils_skip import should_skip_test_group
 from vllm.distributed.parallel_state import (_split_tensor_dict,
                                              _update_nested_dict)
 
-from tests.nm_utils.utils_skip import should_skip_test_group
-
 if should_skip_test_group(group_name="TEST_DISTRIBUTED"):
     pytest.skip("TEST_DISTRIBUTED=DISABLE, skipping distributed test group",
                 allow_module_level=True)
 
+
 def test_split_tensor_dict():
     test_dict = {
         "key_a": "a",
diff --git a/tests/models/test_compressed_tensors.py b/tests/models/test_compressed_tensors.py
index 0a42e9773afa1..baaab38e5e008 100644
--- a/tests/models/test_compressed_tensors.py
+++ b/tests/models/test_compressed_tensors.py
@@ -7,9 +7,8 @@
 
 import pytest
 
-from tests.quantization.utils import is_quant_method_supported
-
 from tests.nm_utils.utils_skip import should_skip_test_group
+from tests.quantization.utils import is_quant_method_supported
 
 from .utils import check_logprobs_close
 
diff --git a/tests/spec_decode/e2e/test_integration_dist_tp2.py b/tests/spec_decode/e2e/test_integration_dist_tp2.py
index d858a3464cb08..86fd88d57967c 100644
--- a/tests/spec_decode/e2e/test_integration_dist_tp2.py
+++ b/tests/spec_decode/e2e/test_integration_dist_tp2.py
@@ -5,9 +5,8 @@
 import pytest
 import torch
 
-from vllm.utils import is_hip
-
 from tests.nm_utils.utils_skip import should_skip_test_group
+from vllm.utils import is_hip
 
 from .conftest import run_greedy_equality_correctness_test
 
diff --git a/tests/tokenization/test_get_eos.py b/tests/tokenization/test_get_eos.py
index 766901d6a949d..8da4b0d9b99f9 100644
--- a/tests/tokenization/test_get_eos.py
+++ b/tests/tokenization/test_get_eos.py
@@ -9,11 +9,11 @@
 from vllm.transformers_utils.config import try_get_generation_config
 from vllm.transformers_utils.tokenizer import get_tokenizer
 
-
 if should_skip_test_group(group_name="TEST_TOKENIZATION"):
     pytest.skip("TEST_TOKENIZATION=DISABLE, skipping tokenization test group",
                 allow_module_level=True)
 
+
 def test_get_llama3_eos_token():
     model_name = "meta-llama/Meta-Llama-3-8B-Instruct"
 
diff --git a/tests/worker/test_model_input.py b/tests/worker/test_model_input.py
index 4f121296cd0c5..c1cbbd33b5c3b 100644
--- a/tests/worker/test_model_input.py
+++ b/tests/worker/test_model_input.py
@@ -17,6 +17,7 @@
     pytest.skip("TEST_WORKER=DISABLE, skipping worker test group",
                 allow_module_level=True)
 
+
 class MockAttentionBackend(AttentionBackend):
 
     @staticmethod