diff --git a/doc/source/ray-contribute/getting-involved.rst b/doc/source/ray-contribute/getting-involved.rst
index 7b25a75867791..8d7fc33313433 100644
--- a/doc/source/ray-contribute/getting-involved.rst
+++ b/doc/source/ray-contribute/getting-involved.rst
@@ -105,13 +105,15 @@ The full suite of tests is too large to run on a single machine. However, you ca
 
 .. code-block:: shell
 
-    pytest -v -s python/ray/tests/test_basic.py
+    # Directly calling `pytest -v ...` may lose import paths.
+    python -m pytest -v -s python/ray/tests/test_basic.py
 
 This will run all of the tests in the file. To run a specific test, use the following:
 
 .. code-block:: shell
-
-    pytest -v -s test_file.py::name_of_the_test
+    
+    # Directly calling `pytest -v ...` may lose import paths.
+    python -m pytest -v -s test_file.py::name_of_the_test
 
 Testing for C++ development
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~
diff --git a/python/ray/tune/_structure_refactor.py b/python/ray/tune/_structure_refactor.py
index 2333e2f344bda..451d2003f5acd 100644
--- a/python/ray/tune/_structure_refactor.py
+++ b/python/ray/tune/_structure_refactor.py
@@ -14,16 +14,16 @@ def warn_structure_refactor(old_module: str, new_module: str, direct: bool = Tru
 
         if direct:
             warning += (
-                f"Example: Do a global search and "
+                f" Example: Do a global search and "
                 f"replace `{old_module}` with `{new_module}`."
             )
 
         else:
             warning += (
-                f"ATTENTION: This module may have been split or refactored. Please "
+                f"\nATTENTION: This module may have been split or refactored. Please "
                 f"check the contents of `{new_module}` before making changes."
             )
 
         with warnings.catch_warnings():
             warnings.simplefilter("always")
-            warnings.warn(warning, DeprecationWarning)
+            warnings.warn(warning, DeprecationWarning, stacklevel=3)