diff --git a/python/sglang/multimodal_gen/runtime/entrypoints/diffusion_generator.py b/python/sglang/multimodal_gen/runtime/entrypoints/diffusion_generator.py
index 0d47d08398b8..005bf2e16e79 100644
--- a/python/sglang/multimodal_gen/runtime/entrypoints/diffusion_generator.py
+++ b/python/sglang/multimodal_gen/runtime/entrypoints/diffusion_generator.py
@@ -347,7 +347,10 @@ def generate(
                     results.append(result_item)
             except Exception as e:
                 logger.error(
-                    "Failed to generate output for prompt %d: %s", request_idx + 1, e
+                    "Failed to generate output for prompt %d: %s",
+                    request_idx + 1,
+                    e,
+                    exc_info=True,
                 )
                 continue
 
diff --git a/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising.py b/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising.py
index 4c5f325406fa..ea315ed14206 100644
--- a/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising.py
+++ b/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising.py
@@ -900,7 +900,7 @@ def forward(
 
         if num_timesteps > 0:
             self.log_info(
-                "Average time per step: %.4f seconds",
+                "average time per step: %.4f seconds",
                 (denoising_end_time - denoising_start_time) / len(timesteps),
             )
 
diff --git a/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising_dmd.py b/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising_dmd.py
index 1dd64a67cc61..250af0135796 100644
--- a/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising_dmd.py
+++ b/python/sglang/multimodal_gen/runtime/pipelines_core/stages/denoising_dmd.py
@@ -268,7 +268,7 @@ def forward(
         denoising_loop_end_time = time.time()
         if len(timesteps) > 0:
             self.log_info(
-                "Average time per step: %.4f seconds",
+                "average time per step: %.4f seconds",
                 (denoising_loop_end_time - denoising_loop_start_time) / len(timesteps),
             )
 
diff --git a/python/sglang/multimodal_gen/runtime/utils/perf_logger.py b/python/sglang/multimodal_gen/runtime/utils/perf_logger.py
index f840bdf21de5..ae126c40790a 100644
--- a/python/sglang/multimodal_gen/runtime/utils/perf_logger.py
+++ b/python/sglang/multimodal_gen/runtime/utils/perf_logger.py
@@ -6,7 +6,6 @@
 import subprocess
 import sys
 import time
-import traceback
 from datetime import datetime
 from functools import lru_cache
 from pathlib import Path
@@ -16,6 +15,7 @@
 
 import sglang
 import sglang.multimodal_gen.envs as envs
+from sglang.multimodal_gen.runtime.utils.logging_utils import _SGLDiffusionLogger
 
 
 @dataclasses.dataclass
@@ -123,7 +123,7 @@ class StageProfiler:
     def __init__(
         self,
         stage_name: str,
-        logger: logging.Logger,
+        logger: _SGLDiffusionLogger,
         timings: Optional["RequestTimings"],
         simple_log: bool = False,
     ):
@@ -131,7 +131,6 @@ def __init__(
         self.timings = timings
         self.logger = logger
         self.simple_log = simple_log
-        self.logger = logging.getLogger(__name__)
         self.start_time = 0.0
 
         # Check env var at runtime to ensure we pick up changes (e.g. from CLI args)
@@ -158,13 +157,8 @@ def __exit__(self, exc_type, exc_val, exc_tb):
                 self.stage_name,
                 execution_time_s * 1000,
                 exc_val,
+                exc_info=True,
             )
-            if self.metrics_enabled:
-                self.logger.error(
-                    "[%s] Traceback: %s",
-                    self.stage_name,
-                    "".join(traceback.format_tb(exc_tb)),
-                )
             return False
 
         if self.simple_log: