diff --git a/mindspore/lite/test/CMakeLists.txt b/mindspore/lite/test/CMakeLists.txt
index 2c06e76b50a..5649cd6b978 100644
--- a/mindspore/lite/test/CMakeLists.txt
+++ b/mindspore/lite/test/CMakeLists.txt
@@ -279,6 +279,7 @@ if(ENABLE_CONVERTER)
             ${LITE_DIR}/tools/optimizer/graph/unify_format_pass.cc
             ${LITE_DIR}/tools/optimizer/graph/node_infershape.cc
             ${LITE_DIR}/tools/optimizer/graph/transpose_strategy.cc
+            ${LITE_DIR}/tools/optimizer/parallel/split_strategy.cc
             ${LITE_DIR}/tools/common/graph_util.cc
             ${LITE_DIR}/tools/common/tensor_util.cc
             ${LITE_DIR}/tools/common/node_util.cc
diff --git a/mindspore/lite/tools/converter/CMakeLists.txt b/mindspore/lite/tools/converter/CMakeLists.txt
index db9990a6298..54e47dd367a 100644
--- a/mindspore/lite/tools/converter/CMakeLists.txt
+++ b/mindspore/lite/tools/converter/CMakeLists.txt
@@ -89,6 +89,7 @@ file(GLOB_RECURSE CONVERTER_SRC RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
         ../optimizer/graph/unify_format_pass.cc
         ../optimizer/graph/node_infershape.cc
         ../optimizer/graph/transpose_strategy.cc
+        ../optimizer/parallel/split_strategy.cc
         )
 
 add_subdirectory(../anf_exporter anf_exporter)
diff --git a/mindspore/lite/tools/converter/anf_transform.cc b/mindspore/lite/tools/converter/anf_transform.cc
index 21499888da2..4ff83dff5e0 100644
--- a/mindspore/lite/tools/converter/anf_transform.cc
+++ b/mindspore/lite/tools/converter/anf_transform.cc
@@ -17,6 +17,7 @@
 #include "tools/converter/anf_transform.h"
 #include <memory>
 #include <string>
+#include <unordered_map>
 #include "src/common/log_adapter.h"
 #include "tools/optimizer/common/gllo_utils.h"
 #include "mindspore/core/ir/primitive.h"
@@ -65,6 +66,7 @@
 #include "tools/converter/quantizer/post_training_quantizer.h"
 #include "tools/converter/quantizer/quant_cast.h"
 #include "tools/converter/quantizer/weight_quantizer.h"
+#include "tools/optimizer/parallel/split_strategy.h"
 
 using std::string;
 namespace mindspore::lite {
@@ -120,6 +122,31 @@ int AnfTransform::RunFusionPass(const FuncGraphPtr &old_graph, const converter::
   return RET_OK;
 }
 
+int AnfTransform::RunParallelPass(const FuncGraphPtr &old_graph, const converter::Flags *config) {
+  MS_LOG(DEBUG) << "Run ParallelPass start";
+  auto optimizer = std::make_shared<opt::GraphOptimizer>();
+  if (config->trainModel || !config->parallelMode) {
+    return RET_OK;
+  }
+  // 1. deal with split strategy
+  std::unordered_map<std::string, opt::SplitStrategy> split_strategys =
+    ParserSplitStrategy(static_cast<opt::SplitMode>(config->parallelMode));
+  if (split_strategys.empty()) {
+    MS_LOG(ERROR) << "parse split_strategy error.";
+    return RET_OK;
+  }
+  auto parallel_pm = std::make_shared<opt::PassManager>("anf parallel pass manager", false);
+  // 2. preceding parallel pass
+  parallel_pm->AddPass(std::make_shared<opt::RemoveRedundantOpPass>());
+  // 3. multi_conv parallel pass
+  parallel_pm->AddPass(std::make_shared<opt::RemoveRedundantOpPass>());
+  // 4. single conv parallel pass
+  parallel_pm->AddPass(std::make_shared<opt::RemoveRedundantOpPass>());
+  optimizer->AddPassManager(parallel_pm);
+  MS_LOG(DEBUG) << "Run ParallelPass end";
+  return RET_OK;
+}
+
 int AnfTransform::RunGraphPass(const FuncGraphPtr &old_graph, const converter::Flags *config) {
   auto optimizer = std::make_shared<opt::GraphOptimizer>();
   auto graph_pm = std::make_shared<opt::PassManager>("anf graph pass manager", true);
@@ -376,6 +403,12 @@ FuncGraphPtr AnfTransform::TransformFuncGraph(const FuncGraphPtr &old_graph, con
       return nullptr;
     }
 
+    status = RunParallelPass(fg, config);
+    if (status != RET_OK) {
+      MS_LOG(ERROR) << "Run convert pass failed.";
+      return nullptr;
+    }
+
     status = DoQuantize(fg, config);
     if (status != RET_OK) {
       MS_LOG(ERROR) << "Do Quantize failed.";
diff --git a/mindspore/lite/tools/converter/anf_transform.h b/mindspore/lite/tools/converter/anf_transform.h
index 0dfd3abf4a4..6f65cf900a5 100644
--- a/mindspore/lite/tools/converter/anf_transform.h
+++ b/mindspore/lite/tools/converter/anf_transform.h
@@ -61,6 +61,8 @@ class AnfTransform {
 
   static int RunTFAdjustPass(const FuncGraphPtr &old_graph, const converter::Flags *config);
 
+  static int RunParallelPass(const FuncGraphPtr &old_graph, const converter::Flags *config);
+
   int DoQuantize(const FuncGraphPtr &old_graph, const converter::Flags *config);
 
   void GetAllFuncGraph(const FuncGraphPtr &func_graph);
diff --git a/mindspore/lite/tools/converter/converter_flags.h b/mindspore/lite/tools/converter/converter_flags.h
index 98bd574d5b6..ba67f4f1e23 100644
--- a/mindspore/lite/tools/converter/converter_flags.h
+++ b/mindspore/lite/tools/converter/converter_flags.h
@@ -77,6 +77,7 @@ class Flags : public virtual mindspore::lite::FlagParser {
   int quantWeightSize;
   std::string bitNumIn;
   int bitNum;
+  int parallelMode;
   std::string configFile;
   std::string quantWeightChannelStr;
   int quantWeightChannel;
diff --git a/mindspore/lite/tools/optimizer/parallel/split_strategy.cc b/mindspore/lite/tools/optimizer/parallel/split_strategy.cc
new file mode 100644
index 00000000000..32b7eb24eb5
--- /dev/null
+++ b/mindspore/lite/tools/optimizer/parallel/split_strategy.cc
@@ -0,0 +1,59 @@
+/**
+ * Copyright 2021 Huawei Technologies Co., Ltd
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "tools/optimizer/parallel/split_strategy.h"
+#include <vector>
+#include <unordered_map>
+#include <string>
+
+namespace mindspore {
+namespace opt {
+std::unordered_map<std::string, opt::SplitStrategy> ParserSplitStrategy(SplitMode parallel_mode) {
+  std::unordered_map<std::string, opt::SplitStrategy> split_strategys;
+  if (kSplitRatio.empty() || kSplitDefaultRatio.empty() || kSplitDevTypes.empty()) {
+    return split_strategys;
+  }
+  if (kSplitRatio.size() != kSplitDevTypes.size()) {
+    return split_strategys;
+  }
+  std::vector<std::vector<int64_t>> split_feature_map;
+  std::vector<std::vector<int64_t>> split_weight;
+  switch (parallel_mode) {
+    case SplitN:
+      split_feature_map = {kSplitRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio};
+      split_weight = {kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio};
+      break;
+    case SplitH:
+      split_feature_map = {kSplitDefaultRatio, kSplitRatio, kSplitDefaultRatio, kSplitDefaultRatio};
+      split_weight = {kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio};
+      break;
+    case SplitCIN:
+      split_feature_map = {kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitRatio};
+      split_weight = {kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitRatio};
+      break;
+    case SplitCOUT:
+      split_feature_map = {kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio};
+      split_weight = {kSplitRatio, kSplitDefaultRatio, kSplitDefaultRatio, kSplitDefaultRatio};
+      break;
+    default:
+      return split_strategys;
+  }
+  opt::Strategys strategys = {split_feature_map, split_weight};
+  split_strategys[opt::kSplitOp] = {strategys, kSplitDevTypes, kSplitDevTypes.size()};
+  return split_strategys;
+}
+}  // namespace opt
+}  // namespace mindspore
diff --git a/mindspore/lite/tools/optimizer/parallel/split_strategy.h b/mindspore/lite/tools/optimizer/parallel/split_strategy.h
new file mode 100644
index 00000000000..aa541f1b95c
--- /dev/null
+++ b/mindspore/lite/tools/optimizer/parallel/split_strategy.h
@@ -0,0 +1,65 @@
+/**
+ * Copyright 2021 Huawei Technologies Co., Ltd
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <vector>
+#include <string>
+#include <unordered_map>
+#ifndef MINDSPORE_LITE_SRC_PASS_PARALLEL_SPLIT_STRATEGY_H_
+#define MINDSPORE_LITE_SRC_PASS_PARALLEL_SPLIT_STRATEGY_H_
+
+namespace mindspore {
+namespace opt {
+constexpr auto OP = "op";
+constexpr auto STRATEGY = "strategy";
+constexpr auto DEV_TYPE = "dev_type";
+
+constexpr auto PARALLEL_NAME_SUFFIX = "_parallel";
+
+constexpr auto kSplitOp = "Conv2D";
+
+const std::vector<int64_t> kSplitRatio = {1, 1};
+
+const std::vector<int64_t> kSplitDefaultRatio = {0, 0};
+
+const std::vector<std::string> kSplitDevTypes = {"CPU", "GPU"};
+
+using Strategys = std::vector<std::vector<std::vector<int64_t>>>;
+
+enum Status {
+  SUCCESS = 0,
+  FAILED,
+  INVALID_ARGUMENT,
+};
+
+enum SplitMode {
+  SplitN = 0,
+  SplitH = 1,
+  SplitCIN = 2,
+  SplitCOUT = 3,
+  NoSplit = 4,
+};
+
+struct SplitStrategy {
+  Strategys strategys;
+  std::vector<std::string> dev_types;
+  size_t dev_num;
+};
+
+std::unordered_map<std::string, opt::SplitStrategy> ParserSplitStrategy(SplitMode parallel_mode);
+
+}  // namespace opt
+}  // namespace mindspore
+#endif  // MINDSPORE_LITE_SRC_PASS_PARALLEL_SPLIT_STRATEGY_H_