use maximum number of batched tokens to autotune

Signed-off-by: Julien Lin <jullin@nvidia.com>

Author: nvjullin

vllm/model_executor/layers/fused_moe/trtllm_moe.py

@@ -21,14 +21,14 @@ def __init__(
         gemm1_alpha,
         gemm1_beta,
         gemm1_clamp_limit,
-        max_capture_size,
+        tune_max_num_tokens,
     ):
         super().__init__(quant_config)
         self.moe = moe
         self.gemm1_alpha = gemm1_alpha
         self.gemm1_beta = gemm1_beta
         self.gemm1_clamp_limit = gemm1_clamp_limit
-        self.max_capture_size = max_capture_size
+        self.tune_max_num_tokens = tune_max_num_tokens
 
     @property
     def activation_formats(
@@ -127,7 +127,7 @@ def apply(
             "routing_method_type": 1,
             "do_finalize": True,
             "output": output,
-            "tune_max_num_tokens": max(self.max_capture_size, 1),
+            "tune_max_num_tokens": self.tune_max_num_tokens,
         }
 
         from flashinfer import trtllm_fp4_block_scale_routed_moe

vllm/model_executor/layers/quantization/mxfp4.py

@@ -204,8 +204,10 @@ class Mxfp4MoEMethod(FusedMoEMethodBase):
     def __init__(self, moe: FusedMoEConfig):
         super().__init__(moe)
         self.mxfp4_backend = get_mxfp4_backend(moe.is_lora_enabled)
-        self.max_capture_size = (
-            get_current_vllm_config().compilation_config.max_cudagraph_capture_size
+        # Be conservative and tune for the most extreme inbalance for MoE,
+        # i.e., one expert receives all the tokens.
+        self.tune_max_num_tokens = (
+            get_current_vllm_config().scheduler_config.max_num_batched_tokens
         )
 
         assert self.mxfp4_backend != Mxfp4Backend.NONE, (
@@ -845,7 +847,7 @@ def select_gemm_impl(
                     "gemm1_beta": layer.gemm1_beta,
                     "gemm1_clamp_limit": layer.gemm1_clamp_limit,
                     # TODO(bnell): part of quant_config
-                    "max_capture_size": self.max_capture_size,
+                    "tune_max_num_tokens": self.tune_max_num_tokens,
                 }
                 return TrtLlmGenExperts(self.moe, self.moe_quant_config, **kwargs)
             elif self.mxfp4_backend == Mxfp4Backend.MARLIN: