diff --git a/paddle/fluid/operators/jit/kernel_base.h b/paddle/fluid/operators/jit/kernel_base.h
index b4a2d5d47301a2fd82bf27ddfaaa31ef23e431c2..8f13fbb16e9200fc082d3aa8901e494682a54278 100644
--- a/paddle/fluid/operators/jit/kernel_base.h
+++ b/paddle/fluid/operators/jit/kernel_base.h
@@ -41,6 +41,7 @@ typedef enum {
   kCRFDecoding,
   kLayerNorm,
   kNCHW16CMulNC,
+  kSeqPool,
 } KernelType;
 
 template <typename T>
@@ -112,6 +113,25 @@ struct GRUTuples {
   typedef void (*func_type)(gru_t*, const gru_attr_t*);
 };
 
+typedef enum {
+  non = 0,
+  sum,
+  avg,
+  sqrt,
+} SeqPoolType;
+
+typedef struct {
+  int h, w;
+  SeqPoolType type;
+} seq_pool_attr_t;
+
+template <typename T>
+struct SeqPoolTuples {
+  typedef T data_type;
+  typedef seq_pool_attr_t attr_type;
+  typedef void (*func_type)(const T*, T*, const seq_pool_attr_t*);
+};
+
 template <typename T>
 struct CRFDecodingTuples {
   typedef T data_type;
diff --git a/paddle/fluid/operators/jit/kernel_key.cc b/paddle/fluid/operators/jit/kernel_key.cc
index 4e6a19f04fd425b920aeea49b63001941d800a73..6b0025a75a4a6bba53e695c344e57e9e325a64fa 100644
--- a/paddle/fluid/operators/jit/kernel_key.cc
+++ b/paddle/fluid/operators/jit/kernel_key.cc
@@ -42,6 +42,12 @@ size_t JitCodeKey<gru_attr_t>(const gru_attr_t& attr) {
          (static_cast<int>(attr.act_cand) << act_type_shift);
 }
 
+template <>
+size_t JitCodeKey<seq_pool_attr_t>(const seq_pool_attr_t& attr) {
+  size_t key = static_cast<size_t>(attr.type);
+  return key + (attr.w << act_type_shift);
+}
+
 }  // namespace jit
 }  // namespace operators
 }  // namespace paddle
diff --git a/paddle/fluid/operators/jit/refer/CMakeLists.txt b/paddle/fluid/operators/jit/refer/CMakeLists.txt
index 07497b732050a7299e224531db37eb56e60ef605..0f626bb3bfd2851e3fb6ad8265169f9bb9860851 100644
--- a/paddle/fluid/operators/jit/refer/CMakeLists.txt
+++ b/paddle/fluid/operators/jit/refer/CMakeLists.txt
@@ -26,3 +26,4 @@ USE_JITKERNEL_REFER(kGRUHtPart2)
 USE_JITKERNEL_REFER(kCRFDecoding)
 USE_JITKERNEL_REFER(kLayerNorm)
 USE_JITKERNEL_REFER(kNCHW16CMulNC)
+USE_JITKERNEL_REFER(kSeqPool)
diff --git a/paddle/fluid/operators/jit/refer/refer.cc b/paddle/fluid/operators/jit/refer/refer.cc
index d196266326b4ee668f647fa51032f6344d26e5c6..85381daa47484a4053326f04e12d583543a423e0 100644
--- a/paddle/fluid/operators/jit/refer/refer.cc
+++ b/paddle/fluid/operators/jit/refer/refer.cc
@@ -47,4 +47,6 @@ REGISTER_REFER_KERNEL(kLayerNorm, LayerNorm);
 
 REGISTER_REFER_KERNEL(kNCHW16CMulNC, NCHW16CMulNC);
 
+REGISTER_REFER_KERNEL(kSeqPool, SeqPool);
+
 #undef REGISTER_REFER_KERNEL
diff --git a/paddle/fluid/operators/jit/refer/refer.h b/paddle/fluid/operators/jit/refer/refer.h
index 0fd1b89dfdba9f4655f649fa6d32604188c78da3..52fe2de02a8731ee93ec684f883276dc8edceb72 100644
--- a/paddle/fluid/operators/jit/refer/refer.h
+++ b/paddle/fluid/operators/jit/refer/refer.h
@@ -332,6 +332,20 @@ void NCHW16CMulNC(const T* x, const T* y, T* z, int height, int width) {
   }
 }
 
+template <typename T>
+void SeqPool(const T* x, T* y, const seq_pool_attr_t* attr) {
+  PADDLE_ENFORCE(attr->type == SeqPoolType::sum, "Only support sum yet");
+  for (int w = 0; w < attr->w; ++w) {
+    const T* src = x + w;
+    T* dst = y + w;
+    *dst = static_cast<T>(0);
+    for (int h = 0; h < attr->h; ++h) {
+      *dst = *dst + *src;
+      src += attr->w;
+    }
+  }
+}
+
 #define DECLARE_REFER_KERNEL(name, tuples)             \
   template <typename T>                                \
   class name##Kernel : public ReferKernel<tuples<T>> { \
@@ -370,6 +384,8 @@ DECLARE_REFER_KERNEL(LayerNorm, LayerNormTuples);
 
 DECLARE_REFER_KERNEL(NCHW16CMulNC, NCHW16CMulNCTuples);
 
+DECLARE_REFER_KERNEL(SeqPool, SeqPoolTuples);
+
 #undef DECLARE_REFER_KERNEL
 
 }  // namespace refer