diff --git a/vllm_ascend/__init__.py b/vllm_ascend/__init__.py
index 2ff8772574..7588e70ed9 100644
--- a/vllm_ascend/__init__.py
+++ b/vllm_ascend/__init__.py
@@ -23,9 +23,5 @@ def register():
 
 
 def register_model():
-    # TODO: fixme when TritonPlaceholder fixed
-    from vllm_ascend.utils import vllm_version_is
-    if not (vllm_version_is("0.8.5") or vllm_version_is("0.8.5.post1")):
-        import vllm_ascend.patch.worker.patch_main.patch_tritonplaceholder  # noqa
     from .models import register_model
     register_model()
diff --git a/vllm_ascend/patch/__init__.py b/vllm_ascend/patch/__init__.py
index 40b97da112..445a167b08 100644
--- a/vllm_ascend/patch/__init__.py
+++ b/vllm_ascend/patch/__init__.py
@@ -158,15 +158,4 @@
 #       - https://github.com/vllm-project/vllm-ascend/pull/395
 #    Future Plan:
 #       Revert it when the related pr is merged in vllm and vllm-ascend.
-#
-# ** File: worker/patch_main/patch_tritonplaceholder.py **
-# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-#   1. `triton` Module
-#    Why:
-#       Triton is not supported on npu currently, importing triton will break vllm-ascend
-#    How：
-#       ditto
-#    Related PR (if no, explain why): vllm haven't support yet
-#       TritonPlaceholder is only available in vllm>0.8.5.post1
-#    Future Plan:
-#       https://github.com/vllm-project/vllm/pull/17446
+#
\ No newline at end of file
diff --git a/vllm_ascend/patch/worker/__init__.py b/vllm_ascend/patch/worker/__init__.py
index 24bbae97e6..931e355f00 100644
--- a/vllm_ascend/patch/worker/__init__.py
+++ b/vllm_ascend/patch/worker/__init__.py
@@ -22,5 +22,5 @@
     from vllm_ascend.patch.worker import patch_0_8_5  # noqa: F401
     from vllm_ascend.patch.worker import patch_common  # noqa: F401
 else:
-    from vllm_ascend.patch.worker import patch_main  # noqa: F401 # isort:skip
     from vllm_ascend.patch.worker import patch_common  # noqa: F401
+    from vllm_ascend.patch.worker import patch_main  # noqa: F401
diff --git a/vllm_ascend/patch/worker/patch_main/__init__.py b/vllm_ascend/patch/worker/patch_main/__init__.py
index e87639245d..2ed088b746 100644
--- a/vllm_ascend/patch/worker/patch_main/__init__.py
+++ b/vllm_ascend/patch/worker/patch_main/__init__.py
@@ -13,5 +13,4 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-#
-import vllm_ascend.patch.worker.patch_main.patch_tritonplaceholder  # noqa
+#
\ No newline at end of file
diff --git a/vllm_ascend/patch/worker/patch_main/patch_tritonplaceholder.py b/vllm_ascend/patch/worker/patch_main/patch_tritonplaceholder.py
deleted file mode 100644
index 6271753bd1..0000000000
--- a/vllm_ascend/patch/worker/patch_main/patch_tritonplaceholder.py
+++ /dev/null
@@ -1,71 +0,0 @@
-#
-# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
-# Copyright 2023 The vLLM team.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# This file is a part of the vllm-ascend project.
-# Adapted from vllm/triton_utils/importing.py
-#
-
-import importlib
-import sys
-import types
-from importlib.util import find_spec
-
-from vllm.logger import logger
-
-HAS_TRITON = (
-    find_spec("triton") is not None
-    or find_spec("pytorch-triton-xpu") is not None  # Not compatible
-)
-
-if not HAS_TRITON:
-    logger.info("Triton not installed or not compatible; certain GPU-related"
-                " functions will not be available.")
-
-    class TritonPlaceholder(types.ModuleType):
-
-        def __init__(self):
-            super().__init__("triton")
-            self.jit = self._dummy_decorator("jit")
-            self.autotune = self._dummy_decorator("autotune")
-            self.heuristics = self._dummy_decorator("heuristics")
-            self.language = TritonLanguagePlaceholder()
-            self.__spec__ = importlib.machinery.ModuleSpec(
-                name="triton", loader=None, origin="placeholder")
-            logger.warning_once(
-                "Triton is not installed. Using dummy decorators. "
-                "Install it via `pip install triton` to enable kernel"
-                " compilation.")
-
-        def _dummy_decorator(self, name):
-
-            def decorator(func=None, **kwargs):
-                if func is None:
-                    return lambda f: f
-                return func
-
-            return decorator
-
-    class TritonLanguagePlaceholder(types.ModuleType):
-
-        def __init__(self):
-            super().__init__("triton.language")
-            self.constexpr = None
-            self.dtype = None
-
-    sys.modules['triton'] = TritonPlaceholder()
-    sys.modules['triton.language'] = TritonLanguagePlaceholder()
-
-if 'triton' in sys.modules:
-    logger.info("Triton module has been replaced with a placeholder.")