[LoRA] Set default MXFP4 LoRA backend to Marlin (#30598)

Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>

vllm/model_executor/layers/quantization/mxfp4.py

@@ -95,13 +95,13 @@ def get_mxfp4_backend_with_lora() -> Mxfp4Backend:
         # SM120 needs this fix: https://github.com/triton-lang/triton/pull/8498
         and (9, 0) <= current_platform.get_device_capability() < (11, 0)
     )
-    if envs.VLLM_MXFP4_USE_MARLIN or not triton_kernels_supported:
-        logger.info_once("[get_mxfp4_backend_with_lora] Using Marlin backend")
-        return Mxfp4Backend.MARLIN
-
+    if envs.VLLM_MXFP4_USE_MARLIN is False and triton_kernels_supported:
         logger.info_once("[get_mxfp4_backend_with_lora] Using Triton backend")
         return Mxfp4Backend.TRITON
 
+    logger.info_once("[get_mxfp4_backend_with_lora] Using Marlin backend")
+    return Mxfp4Backend.MARLIN
+
 
 def get_mxfp4_backend(with_lora_support: bool) -> Mxfp4Backend:
     # Backend Selection