diff --git a/lite/api/paddle_place.h b/lite/api/paddle_place.h
index cd68ca5187146fcf4d88b2008fc44533b3e1cf10..1de46a39467af125e705cfcb7a9eeae64a0be133 100644
--- a/lite/api/paddle_place.h
+++ b/lite/api/paddle_place.h
@@ -54,7 +54,8 @@ enum class TargetType : int {
   kXPU = 9,
   kBM = 10,
   kAny = 6,  // any target
-  NUM = 11,  // number of fields.
+  kMLU = 11,
+  NUM = 12,  // number of fields.
 };
 enum class PrecisionType : int {
   kUnk = 0,
diff --git a/lite/core/context.h b/lite/core/context.h
index 978fb5d67a2fae8025fa725ed1f717aa3df611c0..88fe00d0f2aab41cfd3e5562d29f0a8a82598428 100644
--- a/lite/core/context.h
+++ b/lite/core/context.h
@@ -52,6 +52,7 @@ using XPUContext = Context<TargetType::kXPU>;
 using OpenCLContext = Context<TargetType::kOpenCL>;
 using FPGAContext = Context<TargetType::kFPGA>;
 using BMContext = Context<TargetType::kBM>;
+using MLUContext = Context<TargetType::kMLU>;
 
 template <>
 class Context<TargetType::kHost> {
diff --git a/lite/core/op_registry.cc b/lite/core/op_registry.cc
index 4b6d3282ed300654c612325ff9c53c153ccea30a..fe1dff3c99c1d2413888e78c89c999caea0ab030 100644
--- a/lite/core/op_registry.cc
+++ b/lite/core/op_registry.cc
@@ -107,6 +107,9 @@ std::list<std::unique_ptr<KernelBase>> KernelRegistry::Create(
     case TARGET(kBM): {
       CREATE_KERNEL(kBM);
     } break;
+    case TARGET(kMLU): {
+      CREATE_KERNEL(kMLU);
+    } break;
     default:
       CHECK(false) << "not supported kernel target " << TargetToStr(target);
   }
@@ -139,6 +142,15 @@ KernelRegistry::KernelRegistry()
   INIT_FOR(kCUDA, kInt64, kNCHW);
   INIT_FOR(kCUDA, kInt64, kNHWC);
 
+  INIT_FOR(kMLU, kFloat, kNHWC);
+  INIT_FOR(kMLU, kFloat, kNCHW);
+  INIT_FOR(kMLU, kFP16, kNHWC);
+  INIT_FOR(kMLU, kFP16, kNCHW);
+  INIT_FOR(kMLU, kInt8, kNHWC);
+  INIT_FOR(kMLU, kInt8, kNCHW);
+  INIT_FOR(kMLU, kInt16, kNHWC);
+  INIT_FOR(kMLU, kInt16, kNCHW);
+
   INIT_FOR(kHost, kFloat, kNCHW);
   INIT_FOR(kHost, kAny, kNCHW);
   INIT_FOR(kHost, kFloat, kNHWC);
diff --git a/lite/core/op_registry.h b/lite/core/op_registry.h
index 6f8f1e8bc6662a7b22fd8f4c3b9683eb6f4da139..3c41c1fd8af240401c3edf0343433f8d8d9c85db 100644
--- a/lite/core/op_registry.h
+++ b/lite/core/op_registry.h
@@ -268,7 +268,32 @@ class KernelRegistry final {
                                       DATALAYOUT(kAny)> *,  //
               KernelRegistryForTarget<TARGET(kFPGA),
                                       PRECISION(kAny),
-                                      DATALAYOUT(kAny)> *  //
+                                      DATALAYOUT(kAny)> *,  //
+
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kFloat),
+                                      DATALAYOUT(kNHWC)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kFloat),
+                                      DATALAYOUT(kNCHW)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kFP16),
+                                      DATALAYOUT(kNHWC)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kFP16),
+                                      DATALAYOUT(kNCHW)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kInt8),
+                                      DATALAYOUT(kNHWC)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kInt8),
+                                      DATALAYOUT(kNCHW)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kInt16),
+                                      DATALAYOUT(kNHWC)> *,  //
+              KernelRegistryForTarget<TARGET(kMLU),
+                                      PRECISION(kInt16),
+                                      DATALAYOUT(kNCHW)> *  //
               >;
 
   KernelRegistry();