diff --git a/vllm_ascend/compilation/compiler_interface.py b/vllm_ascend/compilation/compiler_interface.py
index 8d29316d..8a39e404 100644
--- a/vllm_ascend/compilation/compiler_interface.py
+++ b/vllm_ascend/compilation/compiler_interface.py
@@ -17,7 +17,6 @@
 #
 import copy
 import functools
-import logging
 from collections.abc import Callable
 from typing import Any
 
@@ -30,12 +29,11 @@ from torch.fx import GraphModule
 from vllm.compilation.compiler_interface import CompilerInterface
 from vllm.config import VllmConfig
 from vllm.config.utils import Range
+from vllm.logger import logger
 
 from vllm_ascend.ascend_config import AscendCompilationConfig, get_ascend_config
 from vllm_ascend.utils import COMPILATION_PASS_KEY
 
-logger = logging.getLogger(__name__)
-
 
 def compile_fx(graph: GraphModule, example_inputs: list, inner_compile: Callable, decompositions: dict) -> Callable:
     recursive_compile_fx = functools.partial(compile_fx, inner_compile=inner_compile, decompositions=decompositions)
@@ -91,6 +89,9 @@ def npugraph_ex_compile(
     # and cause copy_between_host_and_device error.
     config.debug.aclgraph.disable_reinplace_inplaceable_ops_pass = True
     if ascend_compilation_config.enable_static_kernel:
+        logger.info(
+            "enable_static_kernel is enabled, static shape kernel will be used to accelerate aclgraph execution."
+        )
         config.experimental_config.aclgraph._aclnn_static_shape_kernel = True
         # According to the cudagraph_capture_size configuration, set the shapes
         # that can trigger the compilation of static kernel. If this configuration is
@@ -158,6 +159,7 @@ class AscendCompiler(CompilerInterface):
 
         ascend_compilation_config = get_ascend_config().ascend_compilation_config
         if ascend_compilation_config.enable_npugraph_ex:
+            logger.info("enable_npugraph_ex is enabled, which will bring graph compilation optimization.")
             assert hasattr(self, "vllm_config")
             return npugraph_ex_compile(
                 graph, example_inputs, compiler_config, self.vllm_config, ascend_compilation_config, compile_range, key