diff --git a/vllm_ascend/patch/platform/patch_balance_schedule.py b/vllm_ascend/patch/platform/patch_balance_schedule.py
index 9a34eb37..86b717a8 100644
--- a/vllm_ascend/patch/platform/patch_balance_schedule.py
+++ b/vllm_ascend/patch/platform/patch_balance_schedule.py
@@ -8,7 +8,7 @@ import vllm
 from vllm.config import ParallelConfig
 from vllm.distributed.ec_transfer.ec_connector.base import ECConnectorMetadata
 from vllm.distributed.kv_transfer.kv_connector.v1.base import KVConnectorMetadata
-from vllm.logger import init_logger
+from vllm.logger import logger
 from vllm.multimodal import MULTIMODAL_REGISTRY, MultiModalRegistry
 from vllm.transformers_utils.config import maybe_register_config_serialize_by_value
 from vllm.utils.system_utils import decorate_logs, set_process_title
@@ -23,8 +23,6 @@ from vllm.v1.request import Request, RequestStatus
 from vllm.v1.structured_output import StructuredOutputManager
 from vllm.v1.utils import record_function_or_nullcontext
 
-logger = init_logger(__name__)
-
 
 class BalanceScheduler(Scheduler):
     def __init__(
diff --git a/vllm_ascend/patch/platform/patch_mamba_config.py b/vllm_ascend/patch/platform/patch_mamba_config.py
index d0a0f81e..775e5474 100644
--- a/vllm_ascend/patch/platform/patch_mamba_config.py
+++ b/vllm_ascend/patch/platform/patch_mamba_config.py
@@ -2,7 +2,7 @@
 import math
 
 import vllm.model_executor.models.config
-from vllm.logger import init_logger
+from vllm.logger import logger
 from vllm.model_executor.models import ModelRegistry
 from vllm.model_executor.models.config import MambaModelConfig
 from vllm.utils.math_utils import cdiv
@@ -21,7 +21,6 @@ def verify_and_update_config(cls, vllm_config) -> None:
     Args:
         vllm_config: vLLM Config
     """
-    logger = init_logger(__name__)
     # Enable FULL_AND_PIECEWISE by default
     MambaModelConfig.verify_and_update_config(vllm_config)
 
diff --git a/vllm_ascend/patch/platform/patch_minimax_m2_config.py b/vllm_ascend/patch/platform/patch_minimax_m2_config.py
index 5c4ff99b..22ead420 100644
--- a/vllm_ascend/patch/platform/patch_minimax_m2_config.py
+++ b/vllm_ascend/patch/platform/patch_minimax_m2_config.py
@@ -22,11 +22,9 @@
 import os
 
 from vllm.config.model import ModelConfig
-from vllm.logger import init_logger
+from vllm.logger import logger
 from vllm.platforms import current_platform
 
-logger = init_logger(__name__)
-
 _original_verify_quantization = getattr(ModelConfig, "_verify_quantization", None)
 _original_verify_cuda_graph = getattr(ModelConfig, "_verify_cuda_graph", None)
 
diff --git a/vllm_ascend/patch/worker/patch_kimi_k25.py b/vllm_ascend/patch/worker/patch_kimi_k25.py
index 05740972..d7646937 100644
--- a/vllm_ascend/patch/worker/patch_kimi_k25.py
+++ b/vllm_ascend/patch/worker/patch_kimi_k25.py
@@ -18,11 +18,8 @@
 import torch
 import torch.nn as nn
 import torch.nn.functional as F
-from vllm.logger import init_logger
 from vllm.model_executor.models.kimi_k25_vit import Learnable2DInterpPosEmbDivided_fixed, get_rope_shape_decorate
 
-logger = init_logger(__name__)
-
 
 @get_rope_shape_decorate
 def get_rope_shape(org, interpolation_mode, shape):
diff --git a/vllm_ascend/patch/worker/patch_weight_utils.py b/vllm_ascend/patch/worker/patch_weight_utils.py
index f2e50c43..809b168b 100644
--- a/vllm_ascend/patch/worker/patch_weight_utils.py
+++ b/vllm_ascend/patch/worker/patch_weight_utils.py
@@ -1,11 +1,9 @@
 import sys
 from typing import Any
 
-from vllm.logger import init_logger
+from vllm.logger import logger
 from vllm.model_executor.model_loader.weight_utils import maybe_remap_kv_scale_name
 
-logger = init_logger(__name__)
-
 
 class ImportPatchDecorator:
     """Import patch decorator"""