[Tests] Run diffusion tiny model tests in parallel (#6339)

Signed-off-by: Nick Cao <ncao@redhat.com>

tests/model_tests/diffusion/test_common_offline.py

@@ -1,3 +1,6 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project
+
 import pytest
 
 from tests.model_tests.diffusion.case_filtering import get_parametrized_options
@@ -17,7 +20,7 @@ from tests.model_tests.diffusion.task_runners import (
 )
 
 # NOTE : Hardware marks are added dynamically based on test requirements
-pytestmark = [pytest.mark.diffusion]
+pytestmark = [pytest.mark.diffusion, pytest.mark.xdist]
 
 
 @pytest.mark.parametrize(
@@ -50,7 +53,7 @@ def test_pipeline_on_supported_tasks(
     )
     try:
         for task_type in supported_tasks:
-            with subtests.test(msg=task_type):
+            with subtests.test(msg=task_type.value):
                 if task_type == DiffusionTasks.TEXT_TO_IMAGE:
                     run_and_validate_text_to_image_request(omni)
                 elif task_type == DiffusionTasks.IMAGE_TO_IMAGE:

tests/model_tests/diffusion/test_common_online.py

@@ -24,7 +24,7 @@ from tests.model_tests.diffusion.task_runners import (
 )
 
 # NOTE : Hardware marks are added dynamically based on test requirements
-pytestmark = [pytest.mark.diffusion]
+pytestmark = [pytest.mark.diffusion, pytest.mark.xdist]
 
 
 @pytest.mark.parametrize(
@@ -58,7 +58,7 @@ def test_online_on_supported_tasks(
             log_stats=server.log_stats,
         )
         for task_type in supported_tasks:
-            with subtests.test(msg=task_type):
+            with subtests.test(msg=task_type.value):
                 if task_type == DiffusionTasks.TEXT_TO_IMAGE:
                     run_and_validate_online_text_to_image_request(server, client)
                 elif task_type == DiffusionTasks.IMAGE_TO_IMAGE: