diff --git a/tests/utils_/test_func_utils.py b/tests/utils_/test_func_utils.py
index 9ce1ada09..17c7d50cd 100644
--- a/tests/utils_/test_func_utils.py
+++ b/tests/utils_/test_func_utils.py
@@ -4,64 +4,7 @@
 
 import pytest
 
-from vllm.utils.func_utils import deprecate_kwargs, supports_kw
-
-from ..utils import error_on_warning
-
-
-def test_deprecate_kwargs_always():
-    @deprecate_kwargs("old_arg", is_deprecated=True)
-    def dummy(*, old_arg: object = None, new_arg: object = None):
-        pass
-
-    with pytest.warns(DeprecationWarning, match="'old_arg'"):
-        dummy(old_arg=1)
-
-    with error_on_warning(DeprecationWarning):
-        dummy(new_arg=1)
-
-
-def test_deprecate_kwargs_never():
-    @deprecate_kwargs("old_arg", is_deprecated=False)
-    def dummy(*, old_arg: object = None, new_arg: object = None):
-        pass
-
-    with error_on_warning(DeprecationWarning):
-        dummy(old_arg=1)
-
-    with error_on_warning(DeprecationWarning):
-        dummy(new_arg=1)
-
-
-def test_deprecate_kwargs_dynamic():
-    is_deprecated = True
-
-    @deprecate_kwargs("old_arg", is_deprecated=lambda: is_deprecated)
-    def dummy(*, old_arg: object = None, new_arg: object = None):
-        pass
-
-    with pytest.warns(DeprecationWarning, match="'old_arg'"):
-        dummy(old_arg=1)
-
-    with error_on_warning(DeprecationWarning):
-        dummy(new_arg=1)
-
-    is_deprecated = False
-
-    with error_on_warning(DeprecationWarning):
-        dummy(old_arg=1)
-
-    with error_on_warning(DeprecationWarning):
-        dummy(new_arg=1)
-
-
-def test_deprecate_kwargs_additional_message():
-    @deprecate_kwargs("old_arg", is_deprecated=True, additional_message="abcd")
-    def dummy(*, old_arg: object = None, new_arg: object = None):
-        pass
-
-    with pytest.warns(DeprecationWarning, match="abcd"):
-        dummy(old_arg=1)
+from vllm.utils.func_utils import supports_kw
 
 
 @pytest.mark.parametrize(
diff --git a/vllm/utils/func_utils.py b/vllm/utils/func_utils.py
index c061a0dad..82eab043b 100644
--- a/vllm/utils/func_utils.py
+++ b/vllm/utils/func_utils.py
@@ -8,9 +8,8 @@ This is similar in concept to the `functools` module.
 
 import inspect
 import threading
-import warnings
 from collections.abc import Callable, Mapping
-from functools import lru_cache, partial, wraps
+from functools import lru_cache
 from typing import Any, TypeVar
 
 from typing_extensions import ParamSpec
@@ -45,81 +44,6 @@ def run_once(f: Callable[P, None]) -> Callable[P, None]:
     return wrapper
 
 
-def deprecate_args(
-    start_index: int,
-    is_deprecated: bool | Callable[[], bool] = True,
-    additional_message: str | None = None,
-) -> Callable[[F], F]:
-    if not callable(is_deprecated):
-        is_deprecated = partial(identity, is_deprecated)
-
-    def wrapper(fn: F) -> F:
-        params = inspect.signature(fn).parameters
-        pos_types = (
-            inspect.Parameter.POSITIONAL_ONLY,
-            inspect.Parameter.POSITIONAL_OR_KEYWORD,
-        )
-        pos_kws = [kw for kw, param in params.items() if param.kind in pos_types]
-
-        @wraps(fn)
-        def inner(*args, **kwargs):
-            if is_deprecated():
-                deprecated_args = pos_kws[start_index : len(args)]
-                if deprecated_args:
-                    msg = (
-                        f"The positional arguments {deprecated_args} are "
-                        "deprecated and will be removed in a future update."
-                    )
-                    if additional_message is not None:
-                        msg += f" {additional_message}"
-
-                    warnings.warn(
-                        DeprecationWarning(msg),
-                        stacklevel=3,  # The inner function takes up one level
-                    )
-
-            return fn(*args, **kwargs)
-
-        return inner  # type: ignore
-
-    return wrapper
-
-
-def deprecate_kwargs(
-    *kws: str,
-    is_deprecated: bool | Callable[[], bool] = True,
-    additional_message: str | None = None,
-) -> Callable[[F], F]:
-    deprecated_kws = set(kws)
-
-    if not callable(is_deprecated):
-        is_deprecated = partial(identity, is_deprecated)
-
-    def wrapper(fn: F) -> F:
-        @wraps(fn)
-        def inner(*args, **kwargs):
-            if is_deprecated():
-                deprecated_kwargs = kwargs.keys() & deprecated_kws
-                if deprecated_kwargs:
-                    msg = (
-                        f"The keyword arguments {deprecated_kwargs} are "
-                        "deprecated and will be removed in a future update."
-                    )
-                    if additional_message is not None:
-                        msg += f" {additional_message}"
-
-                    warnings.warn(
-                        DeprecationWarning(msg),
-                        stacklevel=3,  # The inner function takes up one level
-                    )
-
-            return fn(*args, **kwargs)
-
-        return inner  # type: ignore
-
-    return wrapper
-
-
 @lru_cache
 def supports_kw(
     callable: Callable[..., object],
diff --git a/vllm/utils/math_utils.py b/vllm/utils/math_utils.py
index 1ea4401e1..c681e708b 100644
--- a/vllm/utils/math_utils.py
+++ b/vllm/utils/math_utils.py
@@ -17,11 +17,6 @@ def next_power_of_2(n: int) -> int:
     return 1 if n < 1 else 1 << (n - 1).bit_length()
 
 
-def prev_power_of_2(n: int) -> int:
-    """The previous power of 2 (inclusive)"""
-    return 0 if n <= 0 else 1 << (n.bit_length() - 1)
-
-
 def round_up(x: int, y: int) -> int:
     """Round up x to the nearest multiple of y."""
     return ((x + y - 1) // y) * y