diff --git a/csrc/attention/mla/cutlass_sm100_mla/kernel/sm100_fmha_mla_tma_warpspecialized.hpp b/csrc/attention/mla/cutlass_sm100_mla/kernel/sm100_fmha_mla_tma_warpspecialized.hpp
index 2cbc2379579eb..321af8058f3f9 100644
--- a/csrc/attention/mla/cutlass_sm100_mla/kernel/sm100_fmha_mla_tma_warpspecialized.hpp
+++ b/csrc/attention/mla/cutlass_sm100_mla/kernel/sm100_fmha_mla_tma_warpspecialized.hpp
@@ -582,7 +582,9 @@ struct Sm100FmhaMlaKernelTmaWarpspecialized {
         auto problem_shape = params.problem_shape;
 	auto local_split_kv = params.split_kv;
         if (params.mainloop.ptr_seq != nullptr) {
-          get<1>(problem_shape) = params.mainloop.ptr_seq[get<2>(blk_coord)];
+          auto seqlen = params.mainloop.ptr_seq[get<2>(blk_coord)];
+          if (seqlen == 0) continue;
+          get<1>(problem_shape) = seqlen;
 	  if (params.ptr_split_kv != nullptr) {
             local_split_kv = params.ptr_split_kv[get<2>(blk_coord)];
           }
@@ -607,7 +609,9 @@ struct Sm100FmhaMlaKernelTmaWarpspecialized {
 	  auto problem_shape = params.problem_shape;
 	  auto local_split_kv = params.split_kv;
           if (params.mainloop.ptr_seq != nullptr) {
-            get<1>(problem_shape) = params.mainloop.ptr_seq[get<2>(blk_coord)];
+          auto seqlen = params.mainloop.ptr_seq[get<2>(blk_coord)];
+          if (seqlen == 0) continue;
+          get<1>(problem_shape) = seqlen;
 	    if (params.ptr_split_kv != nullptr) {
               local_split_kv = params.ptr_split_kv[get<2>(blk_coord)];
             }
@@ -636,7 +640,9 @@ struct Sm100FmhaMlaKernelTmaWarpspecialized {
 	    auto problem_shape = params.problem_shape;
 	    auto local_split_kv = params.split_kv;
             if (params.mainloop.ptr_seq != nullptr) {
-              get<1>(problem_shape) = params.mainloop.ptr_seq[get<2>(blk_coord)];
+            auto seqlen = params.mainloop.ptr_seq[get<2>(blk_coord)];
+            if (seqlen == 0) continue;
+            get<1>(problem_shape) = seqlen;
 	      if (params.ptr_split_kv != nullptr) {
 	        local_split_kv = params.ptr_split_kv[get<2>(blk_coord)];
 	      }