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/**
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* Copyright 2020 Huawei Technologies Co., Ltd
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include "graph/passes/dynamic_single_op_reset_shape_pass.h"
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#include "common/ge_inner_error_codes.h"
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#include "graph/utils/node_utils.h"
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#include "graph/utils/graph_utils.h"
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#include "graph/utils/tensor_utils.h"
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#include "graph/utils/op_desc_utils.h"
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#include "graph/utils/type_utils.h"
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#include "graph/debug/ge_attr_define.h"
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namespace ge {
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namespace {
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const int64_t kDynamicShapeDim = -2;
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const char *const kEngineNameAiCpu = "DNN_VM_AICPU_ASCEND";
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const char *const kEngineNameAiCpuTf = "DNN_VM_AICPU";
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} // namespace
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Status DynamicSingleOpResetShapePass::Run(ComputeGraphPtr graph) {
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GE_CHECK_NOTNULL(graph);
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std::shared_ptr<GELib> instance = ge::GELib::GetInstance();
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if (instance == nullptr || !instance->InitFlag()) {
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GELOGE(ge::GE_CLI_GE_NOT_INITIALIZED, "Run CompileNodesPass failed.");
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return ge::GE_CLI_GE_NOT_INITIALIZED;
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}
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// pass if graph has not aicpu node.
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bool is_not_aicpu = false;
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if (CheckAllAicpuNodes(graph, is_not_aicpu) != SUCCESS) {
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GELOGE(ge::GE_CLI_GE_NOT_INITIALIZED, "Check if graph has not aicpu node failed.");
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return ge::GE_CLI_GE_NOT_INITIALIZED;
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}
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if (is_not_aicpu) {
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GELOGI("The graph [%s] has not aicpu node, whose aicpu nodes would not be reset dynamic shape",
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graph->GetName().c_str());
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return SUCCESS;
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}
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for (const auto &node : graph->GetDirectNode()) {
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GE_CHECK_NOTNULL(node->GetOpDesc());
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// pass input and output node
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if (node->GetType() == DATA || node->GetType() == CONSTANT || node->GetType() == CONSTANTOP ||
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node->GetType() == NETOUTPUT) {
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continue;
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}
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// pass node without attr: ATTR_DYNAMIC_SHAPE_SINGLE_AICPU
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bool single_aicpu_unknown = false;
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if (!AttrUtils::GetBool(node->GetOpDesc(), ATTR_DYNAMIC_SHAPE_SINGLE_AICPU, single_aicpu_unknown) ||
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!single_aicpu_unknown) {
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continue;
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}
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// reset aicpu shape to unknown shape
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auto op_desc = node->GetOpDesc();
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if (ResetOpShape(op_desc) != SUCCESS) {
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GELOGE(ge::GE_CLI_GE_NOT_INITIALIZED, "Reset node[%s] dynamic shapr failed.", node->GetName().c_str());
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return ge::GE_CLI_GE_NOT_INITIALIZED;
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}
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GELOGD("Reset dynamic aicpu node [%s] shape success!", node->GetName().c_str());
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}
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GELOGD("Reset dynamic aicpu nodes shape of graph [%s] success!", graph->GetName().c_str());
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return SUCCESS;
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}
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Status DynamicSingleOpResetShapePass::CheckAllAicpuNodes(const ComputeGraphPtr &graph, bool &is_not_aicpu) {
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is_not_aicpu = false;
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for (const auto &node : graph->GetDirectNode()) {
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GE_CHECK_NOTNULL(node->GetOpDesc());
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// pass input and output node
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if (node->GetType() == DATA || node->GetType() == CONSTANT || node->GetType() == CONSTANTOP ||
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node->GetType() == NETOUTPUT) {
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continue;
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}
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// find if there are aicpu nodes.
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auto op_desc = node->GetOpDesc();
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string engine_name = op_desc->GetOpEngineName();
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if (engine_name.empty()) {
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GELOGE(GRAPH_FAILED, "Get engine failed of node[%s].", node->GetName().c_str());
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return GRAPH_FAILED;
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}
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if (engine_name != kEngineNameAiCpu && engine_name != kEngineNameAiCpuTf) {
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is_not_aicpu = true;
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return SUCCESS;
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}
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}
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return SUCCESS;
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}
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bool DynamicSingleOpResetShapePass::CheckIfConstInput(const GeTensorDescPtr &input_tensor_desc) {
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bool is_const = false;
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(void)AttrUtils::GetBool(input_tensor_desc, CONST_ATTR_NAME_INPUT, is_const);
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return is_const;
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}
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Status DynamicSingleOpResetShapePass::ResetOpShape(OpDescPtr &op_desc) {
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GE_CHECK_NOTNULL(op_desc);
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std::vector<int64_t> dynamic_shape_dims = {kDynamicShapeDim};
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GeShape dynamic_shape(dynamic_shape_dims);
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bool reset_shape_flag = false;
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if (ResetInputTensorShape(op_desc, dynamic_shape, reset_shape_flag) == SUCCESS && reset_shape_flag) {
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(void)ResetOutputTensorShape(op_desc, dynamic_shape);
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}
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return SUCCESS;
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}
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Status DynamicSingleOpResetShapePass::ResetInputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape,
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bool &reset_shape_flag) {
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reset_shape_flag = false;
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GE_CHECK_NOTNULL(op_desc);
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for (size_t i = 0; i < op_desc->GetAllInputsDesc().size(); i++) {
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auto input_desc = op_desc->MutableInputDesc(static_cast<uint32_t>(i));
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GE_CHECK_NOTNULL(input_desc);
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// pass scalar input desc
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auto dims_ori = input_desc->GetShape().GetDims();
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if (dims_ori.size() == 0) {
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continue;
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}
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// pass const input
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if (CheckIfConstInput(input_desc)) {
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continue;
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}
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reset_shape_flag = true;
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input_desc->SetShape(dynamic_shape);
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}
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return SUCCESS;
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}
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Status DynamicSingleOpResetShapePass::ResetOutputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape) {
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GE_CHECK_NOTNULL(op_desc);
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for (size_t i = 0; i < op_desc->GetAllOutputsDesc().size(); i++) {
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auto output_desc = op_desc->MutableOutputDesc(static_cast<uint32_t>(i));
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GE_CHECK_NOTNULL(output_desc);
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// pass scalar input desc
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auto output_dims_ori = output_desc->GetShape().GetDims();
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if (output_dims_ori.size() == 0) {
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continue;
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}
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output_desc->SetShape(dynamic_shape);
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}
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return SUCCESS;
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}
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} // namespace ge
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@ -0,0 +1,36 @@
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/**
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* Copyright 2020 Huawei Technologies Co., Ltd
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#ifndef GE_GRAPH_PASSES_DYNAMIC_SINGLE_OP_RESET_SHAPE_PASS_H_
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#define GE_GRAPH_PASSES_DYNAMIC_SINGLE_OP_RESET_SHAPE_PASS_H_
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#include "graph/graph.h"
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#include "inc/graph_pass.h"
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#include "init/gelib.h"
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namespace ge {
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class DynamicSingleOpResetShapePass : public GraphPass {
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public:
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Status Run(ComputeGraphPtr graph) override;
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private:
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Status ResetOpShape(OpDescPtr &op_desc);
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Status ResetInputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape, bool &reset_shape_flag);
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Status ResetOutputTensorShape(OpDescPtr &op_desc, const GeShape &dynamic_shape);
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Status CheckAllAicpuNodes(const ComputeGraphPtr &graph, bool &is_not_aicpu);
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bool CheckIfConstInput(const GeTensorDescPtr &input_tensor_desc);
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};
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} // namespace ge
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#endif // GE_GRAPH_PASSES_DYNAMIC_SINGLE_OP_RESET_SHAPE_PASS_H_
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