diff --git a/mindspore/lite/nnacl/fp32/activation.c b/mindspore/lite/nnacl/fp32/activation.c
index 1124fd67cc..08839f439c 100644
--- a/mindspore/lite/nnacl/fp32/activation.c
+++ b/mindspore/lite/nnacl/fp32/activation.c
@@ -108,6 +108,26 @@ int Tanh(const float *src, int length, float *dst) {
   return NNACL_OK;
 }
 
+int Swish(const float *src, int length, float *dst) {
+  int ret = Sigmoid(src, length, dst);
+  if (ret != NNACL_OK) {
+    return NNACL_ERR;
+  }
+  int index = 0;
+#ifdef ENABLE_NEON
+  for (; index <= length - C4NUM; index += C4NUM) {
+    float32x4_t src_value = vld1q_f32(src + index);
+    float32x4_t sigmoid_value = vld1q_f32(dst + index);
+    float32x4_t result = vmulq_f32(src_value, sigmoid_value);
+    vst1q_f32(dst + index, result);
+  }
+#endif
+  for (; index < length; index++) {
+    dst[index] = src[index] * dst[index];
+  }
+  return NNACL_OK;
+}
+
 int HSwish(const float *src, int length, float *dst) {
   for (int i = 0; i < length; ++i) {
     float in = src[i];
diff --git a/mindspore/lite/nnacl/fp32/activation.h b/mindspore/lite/nnacl/fp32/activation.h
index bd85832342..24f32a54c2 100644
--- a/mindspore/lite/nnacl/fp32/activation.h
+++ b/mindspore/lite/nnacl/fp32/activation.h
@@ -37,6 +37,7 @@ int LRelu(const float *src, int length, float *dst, float alpha);
 int Sigmoid(const float *src, int length, float *dst);
 int Tanh(const float *src, int length, float *dst);
 int HSigmoid(const float *src, int length, float *dst);
+int Swish(const float *src, int length, float *dst);
 int HSwish(const float *src, int length, float *dst);
 int HardTanh(const float *src, int length, float *dst, float min_val, float max_val);
 #ifdef __cplusplus
diff --git a/mindspore/lite/schema/ops.fbs b/mindspore/lite/schema/ops.fbs
index 27656e5b22..4ad406898e 100644
--- a/mindspore/lite/schema/ops.fbs
+++ b/mindspore/lite/schema/ops.fbs
@@ -79,7 +79,8 @@ enum ActivationType : byte {
     LINEAR = 15,
     HARD_TANH = 16,
     SIGN = 17,
-    UNKNOW = 18
+    SWISH = 18,
+    UNKNOW = 19
 }
 enum ActivationGradType : byte {
     NO_ACTIVATION = 0,
diff --git a/mindspore/lite/src/ops/activation.cc b/mindspore/lite/src/ops/activation.cc
index 9021392dfa..24b7d51a95 100644
--- a/mindspore/lite/src/ops/activation.cc
+++ b/mindspore/lite/src/ops/activation.cc
@@ -53,6 +53,8 @@ int Activation::UnPackAttr(const Primitive &prim, const std::vector<AnfNodePtr>
     attr->type = schema::ActivationType_SIGMOID;
   } else if (prim.name() == "ReLU6") {
     attr->type = schema::ActivationType_RELU6;
+  } else if (prim.name() == "Swish") {
+    attr->type = schema::ActivationType_SWISH;
   } else if (prim.name() == "HSwish") {
     attr->type = schema::ActivationType_HSWISH;
   } else if (prim.name() == "HSigmoid") {
diff --git a/mindspore/lite/src/runtime/kernel/arm/fp32/activation.cc b/mindspore/lite/src/runtime/kernel/arm/fp32/activation.cc
index 093374d585..b28091433a 100644
--- a/mindspore/lite/src/runtime/kernel/arm/fp32/activation.cc
+++ b/mindspore/lite/src/runtime/kernel/arm/fp32/activation.cc
@@ -29,6 +29,7 @@ using mindspore::schema::ActivationType_HSWISH;
 using mindspore::schema::ActivationType_LEAKY_RELU;
 using mindspore::schema::ActivationType_RELU;
 using mindspore::schema::ActivationType_RELU6;
+using mindspore::schema::ActivationType_SWISH;
 using mindspore::schema::PrimitiveType_Activation;
 
 namespace mindspore::kernel {
@@ -44,32 +45,34 @@ int ActivationCPUKernel::DoActivation(int task_id) {
   int stride = UP_DIV(length, thread_count_);
   int count = MSMIN(stride, length - stride * task_id);
 
-  auto error_code = RET_OK;
+  auto ret = RET_OK;
 
   if (type_ == schema::ActivationType_RELU) {
-    error_code = Fp32Relu(input_addr + stride * task_id, count, output_addr + stride * task_id);
+    ret = Fp32Relu(input_addr + stride * task_id, count, output_addr + stride * task_id);
   } else if (type_ == schema::ActivationType_RELU6) {
-    error_code = Fp32Relu6(input_addr + stride * task_id, count, output_addr + stride * task_id);
+    ret = Fp32Relu6(input_addr + stride * task_id, count, output_addr + stride * task_id);
   } else if (type_ == schema::ActivationType_LEAKY_RELU) {
-    error_code = LRelu(input_addr + stride * task_id, count, output_addr + stride * task_id, alpha_);
+    ret = LRelu(input_addr + stride * task_id, count, output_addr + stride * task_id, alpha_);
   } else if (type_ == schema::ActivationType_SIGMOID) {
-    error_code = Sigmoid(input_addr + stride * task_id, count, output_addr + stride * task_id);
+    ret = Sigmoid(input_addr + stride * task_id, count, output_addr + stride * task_id);
   } else if (type_ == schema::ActivationType_TANH) {
-    error_code = Tanh(input_addr + stride * task_id, count, output_addr + stride * task_id);
+    ret = Tanh(input_addr + stride * task_id, count, output_addr + stride * task_id);
+  } else if (type_ == schema::ActivationType_SWISH) {
+    ret = Swish(input_addr + stride * task_id, count, output_addr + stride * task_id);
   } else if (type_ == schema::ActivationType_HSWISH) {
-    error_code = HSwish(input_addr + stride * task_id, count, output_addr + stride * task_id);
+    ret = HSwish(input_addr + stride * task_id, count, output_addr + stride * task_id);
   } else if (type_ == schema::ActivationType_HSIGMOID) {
-    error_code = HSigmoid(input_addr + stride * task_id, count, output_addr + stride * task_id);
+    ret = HSigmoid(input_addr + stride * task_id, count, output_addr + stride * task_id);
   } else if (type_ == schema::ActivationType_HARD_TANH) {
-    error_code = HardTanh(input_addr + stride * task_id, count, output_addr + stride * task_id, min_val_, max_val_);
+    ret = HardTanh(input_addr + stride * task_id, count, output_addr + stride * task_id, min_val_, max_val_);
   } else {
     MS_LOG(ERROR) << "Activation type error";
     return RET_ERROR;
   }
-  if (error_code != RET_OK) {
-    return RET_ERROR;
+  if (ret != RET_OK) {
+    MS_LOG(ERROR) << "Activation error, ret: " << ret;
   }
-  return RET_OK;
+  return ret;
 }
 
 int ActivationRun(void *cdata, int task_id) {
diff --git a/mindspore/lite/test/ut/src/runtime/kernel/arm/fp32/activation_fp32_test.cc b/mindspore/lite/test/ut/src/runtime/kernel/arm/fp32/activation_fp32_test.cc
index 2461880f17..b5f8f87b3a 100644
--- a/mindspore/lite/test/ut/src/runtime/kernel/arm/fp32/activation_fp32_test.cc
+++ b/mindspore/lite/test/ut/src/runtime/kernel/arm/fp32/activation_fp32_test.cc
@@ -73,6 +73,17 @@ TEST_F(TestActivationFp32, SigmoidFp32) {
   MS_LOG(INFO) << "TestSigmoidFp32 passed";
 }
 
+TEST_F(TestActivationFp32, SwishFp32) {
+  float input[8] = {0, 1, 2, 3, 4, 5, 6, 7};
+  float output[8] = {0};
+  Swish(input, 8, output);
+
+  float expect[8] = {0, 0.731059, 1.761594, 2.857722, 3.928056, 4.966535, 5.985162, 6.993623};
+  for (int i = 0; i < 8; ++i) {
+    EXPECT_NEAR(output[i], expect[i], 0.00001);
+  }
+}
+
 TEST_F(TestActivationFp32, TanhFp32) {
   float input[7] = {-3, -2, -1, 0, 1, 2, 3};
   float output[7] = {0};
diff --git a/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.cc b/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.cc
index b4c43fc635..456e609346 100644
--- a/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.cc
+++ b/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.cc
@@ -56,6 +56,9 @@ STATUS TfliteActivationParser::Parse(TfliteTensorsInfo *tensors_info,
   } else if (std::strcmp(node_name, "Logistic") == 0) {
     MS_LOG(DEBUG) << "parse TfliteLogisticParser";
     attr->type = schema::ActivationType_SIGMOID;
+  } else if (std::strcmp(node_name, "Swish") == 0) {
+    MS_LOG(DEBUG) << "parse TfliteSwishParser";
+    attr->type = schema::ActivationType_SWISH;
   } else if (std::strcmp(node_name, "HardSwish") == 0) {
     MS_LOG(DEBUG) << "parse TfliteHardSwishParser";
     attr->type = schema::ActivationType_HSWISH;
@@ -82,6 +85,7 @@ STATUS TfliteActivationParser::Parse(TfliteTensorsInfo *tensors_info,
 TfliteNodeRegister g_TfliteReluParser("Relu", new TfliteReluParser());
 TfliteNodeRegister g_TfliteRelu6Parser("Relu6", new TfliteRelu6Parser());
 TfliteNodeRegister g_TfliteTanhParser("Tanh", new TfliteTanhParser());
+TfliteNodeRegister g_TfliteSwishParser("Swish", new TfliteSwishParser());
 TfliteNodeRegister g_TfliteHardSwishParser("HardSwish", new TfliteHardSwishParser());
 TfliteNodeRegister g_tfliteLogisticParser("Logistic", new TfliteLogisticParser());
 TfliteNodeRegister g_TfliteLeakyReluParser("LeakyRelu", new TfliteLeakyReluParser());
diff --git a/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.h b/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.h
index d6d8a13fb6..cc849ed330 100644
--- a/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.h
+++ b/mindspore/lite/tools/converter/parser/tflite/tflite_activation_parser.h
@@ -53,6 +53,11 @@ class TfliteLogisticParser : public TfliteActivationParser {
   TfliteLogisticParser() : TfliteActivationParser() {}
 };
 
+class TfliteSwishParser : public TfliteActivationParser {
+ public:
+  TfliteSwishParser() : TfliteActivationParser() {}
+};
+
 class TfliteHardSwishParser : public TfliteActivationParser {
  public:
   TfliteHardSwishParser() : TfliteActivationParser() {}