diff --git a/paddle/fluid/operators/fusion_lstm_op.cc b/paddle/fluid/operators/fusion_lstm_op.cc
index f9761d6ec4019a2ceb65a024f6e8a13b3d958ce9..a6dc870bba499a142d7d5fa0fd07dd56a1a9b9e4 100644
--- a/paddle/fluid/operators/fusion_lstm_op.cc
+++ b/paddle/fluid/operators/fusion_lstm_op.cc
@@ -272,6 +272,10 @@ class FuisonLSTMKernel : public framework::OpKernel<T> {
     T* hidden_out_data = hidden_out->mutable_data<T>(place);
     T* cell_out_data = cell_out->mutable_data<T>(place);
 
+    auto blas = math::GetBlas<DeviceContext, T>(ctx);
+    math::FCCompute<DeviceContext, T>(blas, total_T, D4, M, x_data, wx_data,
+                                      xx_data, bias->data<T>());
+    // for peephole only
     Tensor checked_cell;
     T* checked_cell_data = nullptr;
     if (use_peepholes) {
@@ -279,9 +283,6 @@ class FuisonLSTMKernel : public framework::OpKernel<T> {
       checked_cell_data = checked_cell.mutable_data<T>({2, D}, place);
     }
 
-    auto blas = math::GetBlas<DeviceContext, T>(ctx);
-    math::FCCompute<DeviceContext, T>(blas, total_T, D4, M, x_data, wx_data,
-                                      xx_data, bias->data<T>());
     int xx_offset = D4;
     int gate_offset = D;
     if (is_reverse) {
@@ -299,6 +300,26 @@ class FuisonLSTMKernel : public framework::OpKernel<T> {
       cell_out_data = cell_out_data + gate_offset;
     };
 
+#define GEMM_WH_ADDON                                                \
+  blas.GEMM(CblasNoTrans, CblasNoTrans, 1, D4, D, static_cast<T>(1), \
+            prev_h_data, D, wh_data, D4, static_cast<T>(1), xx_data, D4)
+
+#define GET_Ct                                           \
+  /* C_t = C_t-1 * fgated + cand_gated * igated*/        \
+  act_cand(D, xx_data, xx_data);                         \
+  blas.VMUL(D, xx_data, xx_data + D, xx_data + D);       \
+  blas.VMUL(D, prev_c_data, xx_data + D2, xx_data + D2); \
+  blas.VADD(D, xx_data + D, xx_data + D2, cell_out_data)
+
+#define GET_Ht_AND_MOVE                                      \
+  /* H_t = act_cell(C_t) * ogated */                         \
+  act_cell(D, cell_out_data, xx_data + D2);                  \
+  blas.VMUL(D, xx_data + D2, xx_data + D3, hidden_out_data); \
+  /* get prev and move*/                                     \
+  prev_h_data = hidden_out_data;                             \
+  prev_c_data = cell_out_data;                               \
+  move_step()
+
     for (int i = 0; i < N; ++i) {
       int bid = is_reverse ? N - 1 - i : i;
       int seq_len = x_lod[0][bid + 1] - x_lod[0][bid];
@@ -312,67 +333,49 @@ class FuisonLSTMKernel : public framework::OpKernel<T> {
         // W_ch, W_ih, W_fh, W_oh
         act_gate(D, xx_data + D, xx_data + D);
         act_cand(D, xx_data, xx_data);
-        // C_t = input * tilde
+        // C_t = igated * cgated
         blas.VMUL(D, xx_data, xx_data + D, cell_out_data);
 
-        // H_t = act_state(cellout) * outgate
+        // get outgated
         if (use_peepholes) {
-          // + W_oc * C_t for peephole connection
-          // put result on W_ih
+          // put W_oc * C_t on igated
           blas.VMUL(D, wc_data + D2, cell_out_data, xx_data + D);
           blas.VADD(D, xx_data + D, xx_data + D3, xx_data + D3);
         }
         act_gate(D, xx_data + D3, xx_data + D3);
-        act_cell(D, cell_out_data, xx_data + D2);
-        blas.VMUL(D, xx_data + D2, xx_data + D3, hidden_out_data);
-
-        // prev
-        prev_h_data = hidden_out_data;
-        prev_c_data = cell_out_data;
+        GET_Ht_AND_MOVE;
         tstart = 1;
-        move_step();
       }
 
-      for (int step = tstart; step < seq_len; ++step) {
-        // + W_h * H_t-1
-        blas.GEMM(CblasNoTrans, CblasNoTrans, 1, D4, D, static_cast<T>(1),
-                  prev_h_data, D, wh_data, D4, static_cast<T>(1), xx_data, D4);
-
-        // W_ch, W_ih, W_fh, W_oh
-        if (use_peepholes) {
-          // + W_ic|W_fc * C_t-1 for peephole connection
+      if (use_peepholes) {
+        for (int step = tstart; step < seq_len; ++step) {
+          GEMM_WH_ADDON;
+          // get fgated and igated
           blas.VMUL(D, wc_data, prev_c_data, checked_cell_data);
           blas.VMUL(D, wc_data + D, prev_c_data, checked_cell_data + D);
           blas.VADD(D2, checked_cell_data, xx_data + D, xx_data + D);
           act_gate(D2, xx_data + D, xx_data + D);
-        } else {
-          act_gate(D3, xx_data + D, xx_data + D);
-        }
-        // a = I_t * act_cand(ch)
-        act_cand(D, xx_data, xx_data);
-        blas.VMUL(D, xx_data, xx_data + D, xx_data + D);
-        // b = C_t-1 * F_t
-        blas.VMUL(D, prev_c_data, xx_data + D2, xx_data + D2);
-        // C_t = a + b
-        blas.VADD(D, xx_data + D, xx_data + D2, cell_out_data);
+          GET_Ct;
 
-        // H_t = act_cell(C_t) * act_gate(O_c += C_t * W_oc)
-        if (use_peepholes) {
-          // put result on W_ih
+          // get ogated
           blas.VMUL(D, wc_data + D2, cell_out_data, xx_data + D);
           blas.VADD(D, xx_data + D, xx_data + D3, xx_data + D3);
           act_gate(D, xx_data + D3, xx_data + D3);
-        }
-        act_cell(D, cell_out_data, xx_data + D2);
-        blas.VMUL(D, xx_data + D2, xx_data + D3, hidden_out_data);
-
-        // prev
-        prev_h_data = hidden_out_data;
-        prev_c_data = cell_out_data;
-
-        move_step();
-      }  // for seqlen
-    }    // for batch
+          GET_Ht_AND_MOVE;
+        }  // for seqlen
+      } else {
+        for (int step = tstart; step < seq_len; ++step) {
+          GEMM_WH_ADDON;
+          // W_ch, W_ih, W_fh, W_oh
+          act_gate(D3, xx_data + D, xx_data + D);
+          GET_Ct;
+          GET_Ht_AND_MOVE;
+        }  // for seqlen
+      }
+    }  // for batch
+#undef GET_Ht_AND_MOVE
+#undef GEMM_WH_ADDON
+#undef GET_Ct
   }
 
   void BatchCompute(const framework::ExecutionContext& ctx) const {