diff --git a/vllm_omni/diffusion/attention/parallel/ring.py b/vllm_omni/diffusion/attention/parallel/ring.py
index 784e28bd5..df145ac3b 100644
--- a/vllm_omni/diffusion/attention/parallel/ring.py
+++ b/vllm_omni/diffusion/attention/parallel/ring.py
@@ -120,7 +120,7 @@ class RingParallelAttention:
         if query.dtype == torch.float32 or not HAS_FLASH_ATTN:
             if not HAS_FLASH_ATTN and backend_pref != "sdpa":
                 logger = init_logger(__name__)
-                logger.warning("Flash Attention is not available! Force enabling SDPA.")
+                logger.warning_once("Flash Attention is not available! Force enabling SDPA.")
             backend_pref = "sdpa"
 
         # Extract joint tensors
diff --git a/vllm_omni/diffusion/data.py b/vllm_omni/diffusion/data.py
index 6f54e9bd1..71cc4de3b 100644
--- a/vllm_omni/diffusion/data.py
+++ b/vllm_omni/diffusion/data.py
@@ -500,7 +500,7 @@ def get_cached_compilation_config():
 
 def get_current_omni_diffusion_config() -> OmniDiffusionConfig:
     if _current_omni_diffusion_config is None:
-        logger.warning("Current OmniDiffusionConfig is not set.")
+        logger.warning_once("Current OmniDiffusionConfig is not set.")
         return OmniDiffusionConfig()
     return _current_omni_diffusion_config