diff --git a/ge/CMakeLists.txt b/ge/CMakeLists.txt
index 215d2832..7deeef74 100755
--- a/ge/CMakeLists.txt
+++ b/ge/CMakeLists.txt
@@ -329,6 +329,7 @@ set(TRAIN_SRC_LIST
     "graph/passes/stop_gradient_pass.cc"
     "graph/passes/subgraph_pass.cc"
     "graph/passes/data_pass.cc"
+    "graph/passes/branch_logical_remove_pass.cc"
     "graph/passes/switch_data_edges_bypass.cc"
     "graph/passes/switch_logic_remove_pass.cc"
     "graph/passes/merge_to_stream_merge_pass.cc"
@@ -626,6 +627,7 @@ set(INFER_SRC_LIST
     "graph/passes/useless_control_out_remove_pass.cc"
     "graph/passes/transop_symmetry_elimination_pass.cc"
     "graph/passes/save_pass.cc"
+    "graph/passes/branch_logical_remove_pass.cc"
     "graph/passes/switch_dead_branch_elimination.cc"
     "graph/passes/switch_logic_remove_pass.cc"
     "graph/passes/switch_data_edges_bypass.cc"
diff --git a/ge/ge_inference.mk b/ge/ge_inference.mk
index a56eaadf..c0db74a9 100755
--- a/ge/ge_inference.mk
+++ b/ge/ge_inference.mk
@@ -203,6 +203,7 @@ OMG_HOST_SRC_FILES := \
     graph/passes/common_subexpression_elimination_pass.cc \
     graph/passes/transop_symmetry_elimination_pass.cc \
     graph/passes/save_pass.cc \
+    graph/passes/branch_logical_remove_pass.cc \
     graph/passes/switch_dead_branch_elimination.cc \
     graph/passes/switch_logic_remove_pass.cc \
     graph/passes/switch_data_edges_bypass.cc \
diff --git a/ge/ge_runner.mk b/ge/ge_runner.mk
index 8ca8572c..b0348a6c 100644
--- a/ge/ge_runner.mk
+++ b/ge/ge_runner.mk
@@ -218,6 +218,7 @@ LIBGE_LOCAL_SRC_FILES := \
     graph/passes/stop_gradient_pass.cc \
     graph/passes/subgraph_pass.cc \
     graph/passes/data_pass.cc \
+    graph/passes/branch_logical_remove_pass.cc \
     graph/passes/switch_data_edges_bypass.cc \
     graph/passes/switch_logic_remove_pass.cc \
     graph/passes/merge_to_stream_merge_pass.cc \
diff --git a/ge/graph/passes/branch_logical_remove_pass.cc b/ge/graph/passes/branch_logical_remove_pass.cc
new file mode 100644
index 00000000..a735613b
--- /dev/null
+++ b/ge/graph/passes/branch_logical_remove_pass.cc
@@ -0,0 +1,133 @@
+/**
+ * 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 "graph/passes/branch_logical_remove_pass.h"
+#include "graph/utils/node_utils.h"
+
+namespace ge {
+Status BranchLogicalRemovePass::Run(ComputeGraphPtr graph) {
+  BranchExecCondCalculator calculator(graph);
+  if (calculator.Calculate() != GRAPH_SUCCESS) {
+    GELOGE(FAILED, "Calculate branch exec cond for removing logical dead branch failed.");
+    return FAILED;
+  }
+  const auto &node_exec_cond = calculator.GetBranchExecCond();
+  if (node_exec_cond.empty()) {
+    GELOGI("No branch in graph %s, skip.", graph->GetName().c_str());
+    return SUCCESS;
+  }
+
+  for (const auto &node : graph->GetDirectNode()) {
+    const std::string &type = NodeUtils::GetNodeType(node);
+    if ((type == SWITCH) || (type == REFSWITCH)) {
+      if (RemoveRedundantSwitch(node_exec_cond, node) != SUCCESS) {
+        GELOGE(FAILED, "Remove redundant switch %s failed.", node->GetName().c_str());
+        return FAILED;
+      }
+    } else if ((type == MERGE) || (type == REFMERGE)) {
+      if (RemoveDeadInputForMerge(node_exec_cond, node) != SUCCESS) {
+        GELOGE(FAILED, "Remove dead input for merge %s failed.", node->GetName().c_str());
+        return FAILED;
+      }
+    }
+  }
+
+  return SUCCESS;
+}
+
+Status BranchLogicalRemovePass::RemoveRedundantSwitch(const std::map<NodePtr, LogicOperatorItem> &node_exec_cond,
+                                                      const NodePtr &switch_node) {
+  const auto &iter = node_exec_cond.find(switch_node);
+  if (iter == node_exec_cond.end()) {
+    GELOGE(FAILED, "Find for exec cond for node %s.", switch_node->GetName().c_str());
+    return FAILED;
+  }
+  if (!iter->second.IsValid()) {
+    return SUCCESS;
+  }
+  for (const auto &pair : switch_node->GetOutDataNodesAndAnchors()) {
+    const auto &out_node = pair.first;
+    const auto &out_iter = node_exec_cond.find(out_node);
+    if (out_iter == node_exec_cond.end()) {
+      GELOGE(FAILED, "Find for exec cond for node %s.", out_node->GetName().c_str());
+      return FAILED;
+    }
+    if (!out_iter->second.IsValid()) {
+      GELOGI("Remove data edge %s:%d->%s:%d.", switch_node->GetName().c_str(),
+             pair.second->GetPeerOutAnchor()->GetIdx(), out_node->GetName().c_str(), pair.second->GetIdx());
+      if (GraphUtils::RemoveEdge(pair.second->GetPeerOutAnchor(), pair.second) != GRAPH_SUCCESS) {
+        GELOGE(FAILED, "Remove data edge %s:%d->%s:%d failed.", switch_node->GetName().c_str(),
+               pair.second->GetPeerOutAnchor()->GetIdx(), out_node->GetName().c_str(), pair.second->GetIdx());
+        return FAILED;
+      }
+    } else if (iter->second.String() == out_iter->second.String()) {
+      GELOGI("Remove data edge %s:%d->%s:%d.", switch_node->GetName().c_str(),
+             pair.second->GetPeerOutAnchor()->GetIdx(), out_node->GetName().c_str(), pair.second->GetIdx());
+      if (GraphUtils::RemoveEdge(pair.second->GetPeerOutAnchor(), pair.second) != GRAPH_SUCCESS) {
+        GELOGE(FAILED, "Remove data edge %s:%d->%s:%d failed.", switch_node->GetName().c_str(),
+               pair.second->GetPeerOutAnchor()->GetIdx(), out_node->GetName().c_str(), pair.second->GetIdx());
+        return FAILED;
+      }
+
+      const auto data_input_anchor = switch_node->GetInDataAnchor(SWITCH_DATA_INPUT);
+      GE_CHECK_NOTNULL(data_input_anchor);
+      const auto &peer_out_anchor = data_input_anchor->GetPeerOutAnchor();
+      GE_CHECK_NOTNULL(peer_out_anchor);
+      GELOGI("Add data edge %s:%d->%s:%d.", peer_out_anchor->GetOwnerNode()->GetName().c_str(),
+             pair.second->GetPeerOutAnchor()->GetIdx(), out_node->GetName().c_str(), pair.second->GetIdx());
+      if (GraphUtils::AddEdge(peer_out_anchor, pair.second) != GRAPH_SUCCESS) {
+        GELOGE(FAILED, "Add data edge %s:%d->%s:%d failed.", peer_out_anchor->GetOwnerNode()->GetName().c_str(),
+               pair.second->GetPeerOutAnchor()->GetIdx(), out_node->GetName().c_str(), pair.second->GetIdx());
+        return FAILED;
+      }
+    }
+  }
+
+  return SUCCESS;
+}
+
+Status BranchLogicalRemovePass::RemoveDeadInputForMerge(const std::map<NodePtr, LogicOperatorItem> &node_exec_cond,
+                                                        const NodePtr &merge_node) {
+  const auto &iter = node_exec_cond.find(merge_node);
+  if (iter == node_exec_cond.end()) {
+    GELOGE(FAILED, "Find for exec cond for node %s.", merge_node->GetName().c_str());
+    return FAILED;
+  }
+  if (!iter->second.IsValid()) {
+    return SUCCESS;
+  }
+  for (const auto &in_data_anchor : merge_node->GetAllInDataAnchors()) {
+    const auto &peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
+    if (peer_out_anchor == nullptr) { continue; }
+    const auto &in_node = peer_out_anchor->GetOwnerNode();
+    const auto &in_iter = node_exec_cond.find(in_node);
+    if (in_iter == node_exec_cond.end()) {
+      GELOGE(FAILED, "Find for exec cond for node %s.", in_node->GetName().c_str());
+      return FAILED;
+    }
+    if (!in_iter->second.IsValid()) {
+      GELOGI("Remove data edge %s:%d->%s:%d.", in_node->GetName().c_str(), peer_out_anchor->GetIdx(),
+             merge_node->GetName().c_str(), in_data_anchor->GetIdx());
+      if (GraphUtils::RemoveEdge(peer_out_anchor, in_data_anchor) != GRAPH_SUCCESS) {
+        GELOGE(FAILED, "Remove data edge %s:%d->%s:%d failed.", in_node->GetName().c_str(), peer_out_anchor->GetIdx(),
+               merge_node->GetName().c_str(), in_data_anchor->GetIdx());
+        return FAILED;
+      }
+    }
+  }
+  return SUCCESS;
+}
+}  // namespace ge
diff --git a/ge/graph/passes/branch_logical_remove_pass.h b/ge/graph/passes/branch_logical_remove_pass.h
new file mode 100644
index 00000000..497eef13
--- /dev/null
+++ b/ge/graph/passes/branch_logical_remove_pass.h
@@ -0,0 +1,37 @@
+/**
+ * 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.
+ */
+
+#ifndef GE_GRAPH_PASSES_BRANCH_LOGICAL_REMOVE_PASS_H_
+#define GE_GRAPH_PASSES_BRANCH_LOGICAL_REMOVE_PASS_H_
+
+#include "inc/graph_pass.h"
+
+namespace ge {
+
+class BranchLogicalRemovePass : public GraphPass {
+ public:
+  Status Run(ge::ComputeGraphPtr graph) override;
+
+ private:
+  static Status RemoveRedundantSwitch(const std::map<NodePtr, LogicOperatorItem> &node_exec_cond,
+                                      const NodePtr &switch_node);
+
+  static Status RemoveDeadInputForMerge(const std::map<NodePtr, LogicOperatorItem> &node_exec_cond,
+                                        const NodePtr &merge_node);
+};
+
+}  // namespace ge
+#endif  // GE_GRAPH_PASSES_BRANCH_LOGICAL_REMOVE_PASS_H_
diff --git a/ge/graph/preprocess/graph_preprocess.cc b/ge/graph/preprocess/graph_preprocess.cc
index 0c4adeea..da8e58be 100644
--- a/ge/graph/preprocess/graph_preprocess.cc
+++ b/ge/graph/preprocess/graph_preprocess.cc
@@ -75,6 +75,7 @@
 #include "graph/passes/var_is_initialized_op_pass.h"
 #include "graph/passes/variable_prepare_op_pass.h"
 #include "graph/passes/mark_force_unknown_for_cond_pass.h"
+#include "graph/passes/branch_logical_remove_pass.h"
 #include "graph/preprocess/insert_op/util_insert_aipp_op.h"
 #include "graph/utils/type_utils.h"
 #include "inc/pass_manager.h"
@@ -1725,6 +1726,7 @@ Status GraphPrepare::PrepareDynShape(const GraphNodePtr &graph_node, const std::
   PP_RUN_AND_DUMP("CheckAndUpdateInput", CheckAndUpdateInput, user_input, graph_node->GetOptions());
   PP_RUN_AND_DUMP("GraphEquivalentTransformation", GraphEquivalentTransformation);
   PP_RUN_AND_DUMP("ProcessOutput", ProcessNetOutput);
+  PP_RUN_AND_DUMP("RemoveLogicalDeadBranch", RemoveLogicalDeadBranch);
   PP_RUN_AND_DUMP("ProcessMultiBatch", multibatch::ProcessMultiBatch, compute_graph_);
   PP_RUN_AND_DUMP("InsertAipp", TryDoAipp);
   PP_RUN_AND_DUMP("ProcessBeforeInfershape", ProcessBeforeInfershape);
@@ -2181,6 +2183,37 @@ Status GraphPrepare::GraphEquivalentTransformation() {
   return GEPass(compute_graph_).Run(names_to_pass);
 }
 
+Status GraphPrepare::RemoveLogicalDeadBranch() {
+  GE_TIMESTAMP_START(BranchLogicalRemovePass);
+  PassManager logical_dead_branch_remove_pass;
+  GE_CHK_STATUS_RET(logical_dead_branch_remove_pass.AddPass("RemoveLogicalDeadBranch::BranchLogicalRemovePass",
+                                                            new (std::nothrow) BranchLogicalRemovePass))
+  auto ret = logical_dead_branch_remove_pass.Run(compute_graph_);
+  if ((ret != SUCCESS) && (ret != NOT_CHANGED)) {
+    GELOGE(ret, "Run logical_dead_branch_remove_pass for RemoveLogicalDeadBranch failed, ret:%d.", ret);
+    return ret;
+  }
+
+  NamesToPass names_to_passes;
+  MergePass merge_pass;
+  names_to_passes.emplace_back("MergePass", &merge_pass);
+  ret = GEPass(compute_graph_).Run(names_to_passes);
+  if ((ret != SUCCESS) && (ret != NOT_CHANGED)) {
+    GELOGE(ret, "Run merge_pass for RemoveLogicalDeadBranch failed, ret:%d.", ret);
+    return ret;
+  }
+
+  PassManager prune_pass;
+  GE_CHK_STATUS_RET(prune_pass.AddPass("RemoveLogicalDeadBranch::PrunePass", new (std::nothrow) PrunePass))
+  if ((ret != SUCCESS) && (ret != NOT_CHANGED)) {
+    GELOGE(ret, "Run prune_pass for RemoveLogicalDeadBranch failed, ret:%d.", ret);
+    return ret;
+  }
+  GE_TIMESTAMP_END(BranchLogicalRemovePass, "GraphPrepare::RemoveLogicalDeadBranch");
+
+  return SUCCESS;
+}
+
 Status GraphPrepare::ProcessBeforeInfershape() {
   NamesToPass names_to_passes;
   CondRemovePass condition_remove_pass;
diff --git a/ge/graph/preprocess/graph_preprocess.h b/ge/graph/preprocess/graph_preprocess.h
index 584f4d16..87075e18 100755
--- a/ge/graph/preprocess/graph_preprocess.h
+++ b/ge/graph/preprocess/graph_preprocess.h
@@ -88,6 +88,8 @@ class GraphPrepare {
   void TypeConversionOfConstant();
   bool IsDynamicDims(const NodePtr &input_node);
 
+  Status RemoveLogicalDeadBranch();
+
   ge::ComputeGraphPtr compute_graph_;
   GraphManagerOptions options_;
   uint64_t session_id_ = 0;
diff --git a/tests/ut/ge/CMakeLists.txt b/tests/ut/ge/CMakeLists.txt
index 63579109..1654654e 100755
--- a/tests/ut/ge/CMakeLists.txt
+++ b/tests/ut/ge/CMakeLists.txt
@@ -258,6 +258,7 @@ set(COMMON_SRC_FILES
     "${GE_CODE_DIR}/ge/graph/passes/common_subexpression_elimination_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/transop_symmetry_elimination_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/save_pass.cc"
+	"${GE_CODE_DIR}/ge/graph/passes/branch_logical_remove_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/switch_dead_branch_elimination.cc"
     "${GE_CODE_DIR}/ge/graph/passes/switch_logic_remove_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/switch_data_edges_bypass.cc"
@@ -508,6 +509,7 @@ set(GRAPH_PASS_COMMON_SRC_FILES
     "${GE_CODE_DIR}/ge/graph/passes/addn_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/save_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/merge_pass.cc"
+	"${GE_CODE_DIR}/ge/graph/passes/branch_logical_remove_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/switch_logic_remove_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/assert_pass.cc"
     "${GE_CODE_DIR}/ge/graph/passes/dropout_pass.cc"
@@ -671,6 +673,7 @@ set(PASS_TEST_FILES
     "graph/passes/addn_pass_unittest.cc"
     "graph/passes/save_pass_unittest.cc"
     "graph/passes/merge_pass_unittest.cc"
+	"graph/passes/branch_logical_remove_pass_unittest.cc"
     "graph/passes/switch_logic_remove_pass_unittest.cc"
     "graph/passes/cond_branch_v1_unittest.cc"
     "graph/passes/loop_branch_v1_unittest.cc"