/** * Copyright 2019-2020 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 #include #include #include #include #include "common/types.h" #define protected public #define private public #include "graph/passes/variable_op_pass.h" #include "common/op/ge_op_utils.h" #include "graph/utils/op_desc_utils.h" #include "graph/utils/attr_utils.h" #include "graph/utils/graph_utils.h" #include "graph/op_desc.h" #include "graph/types.h" #include "graph/manager/graph_context.h" #include "graph/optimize/graph_optimize.h" #include "graph/manager/util/variable_accelerate_ctrl.h" #include "graph/manager/graph_mem_allocator.h" #include "graph/manager/graph_var_manager.h" #include "graph_builder_utils.h" #include "cce/dnn_struct_base.hpp" #include "common/formats/format_transfers/format_transfer.h" #include "common/formats/format_transfers/format_transfer_nchw_nc1hwc0.h" #include "common/formats/format_transfers/format_transfer_nhwc_nc1hwc0.h" #include "common/formats/format_transfers/datatype_transfer.h" #undef private #undef protected using namespace std; using namespace ge; using namespace cce; class UtestVariableOpPassUnit : public testing::Test { protected: void SetUp() {} void TearDown() {} // AUTO GEN PLEASE DO NOT MODIFY IT }; namespace { /// c /// var1ref1 --> netoutput1 /// \ / /// transdata2 /// | /// assign1 /// / \ /// transdata1 | /// | | /// var1 const1 ComputeGraphPtr BuildGraph1() { auto builder = ut::GraphBuilder("g1"); auto var1 = builder.AddNode("var1", "Variable", 0, 1); auto const1 = builder.AddNode("const1", "Const", 0, 1, FORMAT_NC1HWC0, DT_FLOAT, std::vector({1, 1, 224, 224, 16})); auto transdata1 = builder.AddNode("transdata1", "TransData", 1, 1, FORMAT_NC1HWC0, DT_FLOAT, std::vector({1, 1, 224, 224, 16})); transdata1->GetOpDesc()->MutableInputDesc(0)->SetFormat(FORMAT_NCHW); transdata1->GetOpDesc()->MutableInputDesc(0)->SetShape(GeShape(std::vector({1, 3, 224, 224}))); auto assign1 = builder.AddNode("assign1", "Assign", 2, 1, FORMAT_NC1HWC0, DT_FLOAT, std::vector({1, 1, 224, 224, 16})); auto transdata2 = builder.AddNode("transdata2", "TransData", 1, 1, FORMAT_NC1HWC0, DT_FLOAT, std::vector({1, 1, 224, 224, 16})); transdata2->GetOpDesc()->MutableOutputDesc(0)->SetFormat(FORMAT_NCHW); transdata2->GetOpDesc()->MutableOutputDesc(0)->SetShape(GeShape(std::vector({1, 3, 224, 224}))); auto var1ref1 = builder.AddNode("var1ref1", "Variable", 1, 0); AttrUtils::SetStr(var1ref1->GetOpDesc(), REF_VAR_SRC_VAR_NAME, "var1"); auto netoutput1 = builder.AddNode("netoutput1", "Netoutput", 2, 0); builder.AddDataEdge(var1, 0, transdata1, 0); builder.AddDataEdge(const1, 0, assign1, 1); builder.AddDataEdge(transdata1, 0, assign1, 0); builder.AddDataEdge(assign1, 0, transdata2, 0); builder.AddDataEdge(transdata2, 0, var1ref1, 0); builder.AddDataEdge(transdata2, 0, netoutput1, 0); builder.AddControlEdge(var1ref1, netoutput1); return builder.GetGraph(); } /// conv1 /// | /// reshape1 /// | /// var1 ComputeGraphPtr BuildGraph2() { auto builder = ut::GraphBuilder("g1"); auto var1 = builder.AddNode("var1", "Variable", 0, 1, FORMAT_ND, DT_FLOAT, std::vector({8 * 8 * 3, 2})); auto reshape1 = builder.AddNode("reshape1", "Reshape", 2, 1, FORMAT_HWCN, DT_FLOAT, std::vector({8, 8, 3, 2})); reshape1->GetOpDesc()->MutableInputDesc(0)->SetFormat(FORMAT_ND); reshape1->GetOpDesc()->MutableInputDesc(0)->SetShape(GeShape(std::vector({8 * 8 * 3, 2}))); auto conv1 = builder.AddNode("conv1", "Conv2D", 2, 1, FORMAT_HWCN, DT_FLOAT, std::vector({8, 8, 3, 2})); builder.AddDataEdge(var1, 0, reshape1, 0); builder.AddDataEdge(reshape1, 0, conv1, 1); return builder.GetGraph(); } /// conv1 /// | /// reformat1 /// | /// var1 ComputeGraphPtr BuildGraph3() { auto builder = ut::GraphBuilder("g1"); auto var1 = builder.AddNode("var1", "Variable", 0, 1, FORMAT_NCHW, DT_FLOAT, std::vector({8, 8, 3, 2})); auto reformat1 = builder.AddNode("reformat1", "ReFormat", 1, 1, FORMAT_ND, DT_FLOAT, std::vector({8, 8, 3, 2})); reformat1->GetOpDesc()->MutableInputDesc(0)->SetFormat(FORMAT_NCHW); reformat1->GetOpDesc()->MutableInputDesc(0)->SetShape(GeShape(std::vector({8, 8, 3, 2}))); auto conv1 = builder.AddNode("conv1", "Conv2D", 2, 1, FORMAT_ND, DT_FLOAT, std::vector({8, 8, 3, 2})); builder.AddDataEdge(var1, 0, reformat1, 0); builder.AddDataEdge(reformat1, 0, conv1, 1); return builder.GetGraph(); } class NodeBuilder { public: NodeBuilder(const std::string &name, const std::string &type) { op_desc_ = std::make_shared(name, type); } NodeBuilder &AddInputDesc(std::initializer_list shape, ge::Format format = FORMAT_NCHW, ge::DataType data_type = DT_FLOAT) { op_desc_->AddInputDesc(CreateTensorDesc(shape, format, data_type)->Clone()); return *this; } NodeBuilder &AddOutputDesc(std::initializer_list shape, ge::Format format = FORMAT_NCHW, ge::DataType data_type = DT_FLOAT) { op_desc_->AddOutputDesc(CreateTensorDesc(shape, format, data_type)->Clone()); return *this; } ge::NodePtr Build(const ge::ComputeGraphPtr &graph) { return graph->AddNode(op_desc_); } private: ge::GeTensorDescPtr CreateTensorDesc(std::initializer_list shape, ge::Format format = FORMAT_NCHW, ge::DataType data_type = DT_FLOAT) { GeShape ge_shape{std::vector(shape)}; ge::GeTensorDescPtr tensor_desc = std::make_shared(); tensor_desc->SetShape(ge_shape); tensor_desc->SetFormat(format); tensor_desc->SetDataType(data_type); return tensor_desc; } ge::OpDescPtr op_desc_; }; std::string var_ref_name_0; ge::NodePtr CreatVariableRef(ge::NodePtr &final_writable_node, ge::NodePtr &var_node) { GELOGI("Create VarRef Op: final_writable_node: [%s] var_node: [%s]>>>>", final_writable_node->GetName().c_str(), var_node->GetName().c_str()); static uint32_t var_ref_count = 0; std::stringstream var_ref_name; var_ref_name << "_to_" << final_writable_node->GetName() << "_REF_" << var_ref_count++; OpDescPtr var_op_desc = var_node->GetOpDesc(); GE_CHK_BOOL_EXEC(var_op_desc != nullptr, return nullptr, "get var opdesc is nullptr"); OpDescPtr var_ref_op_desc = nullptr; GE_MAKE_SHARED(var_ref_op_desc = std::make_shared(var_node->GetName() + var_ref_name.str().c_str(), var_op_desc->GetType()), return nullptr); var_ref_op_desc->AddOutputDesc(var_op_desc->GetOutputDesc(0)); var_ref_op_desc->AddInputDesc(var_op_desc->GetOutputDesc(0)); const map var_attr_value = var_op_desc->GetAllAttrs(); for (auto const &attrIt : var_attr_value) { var_ref_op_desc->SetAttr(attrIt.first, attrIt.second); } NodePtr var_ref_node = var_node->GetOwnerComputeGraph()->AddNode(var_ref_op_desc); GE_CHK_BOOL_EXEC(var_ref_node != nullptr, return nullptr, "create var_REF_node failed") GE_IF_BOOL_EXEC(ge::AttrUtils::SetStr(var_ref_op_desc, REF_VAR_SRC_VAR_NAME, var_op_desc->GetName()), GELOGI("Set node [%s] VAR_ATTR_VAR_IS_REF [%s]", var_ref_node->GetName().c_str(), var_op_desc->GetName().c_str())); var_ref_name_0 = var_ref_node->GetName(); return var_ref_node; } bool BuildComputeGraph0(ge::ComputeGraphPtr &graph) { // graph = std::make_shared("test"); ge::NodePtr node_4d_new = NodeBuilder("Node4D_new", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); ge::NodePtr node_4d_to_5d_1_new = NodeBuilder("4d_to_5d_1_new", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_4d_to_5d_2_new = NodeBuilder("4d_to_5d_2_new", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .Build(graph); ge::GraphUtils::AddEdge(node_4d_new->GetOutDataAnchor(0), node_4d_to_5d_1_new->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_new->GetOutDataAnchor(0), node_4d_to_5d_2_new->GetInDataAnchor(0)); // Node4D ge::NodePtr node_4d = NodeBuilder("Node4D", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1 = NodeBuilder("4d_to_5d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_4d_to_5d_2 = NodeBuilder("4d_to_5d_2", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1 = NodeBuilder("5D_1", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); ge::NodePtr node_5d_2 = NodeBuilder("5D_2", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); // add edge ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_2->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1->GetOutDataAnchor(0), node_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_2->GetOutDataAnchor(0), node_5d_2->GetInDataAnchor(0)); // Node4D ge::NodePtr node_4d_nhwc = NodeBuilder("Node4D_NHWC", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NHWC, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1_nhwc = NodeBuilder("4d_to_5d_1_NHWC", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NHWC, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1_nhwc = NodeBuilder("5D_1_NHWC", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); // add edge ge::GraphUtils::AddEdge(node_4d_nhwc->GetOutDataAnchor(0), node_4d_to_5d_1_nhwc->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1_nhwc->GetOutDataAnchor(0), node_5d_1_nhwc->GetInDataAnchor(0)); // Node4D ge::NodePtr node_4d_hwcn = NodeBuilder("Node4D_HWCN", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_HWCN, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1_hwcn = NodeBuilder("4d_to_5d_1_HWCN", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_HWCN, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1_hwcn = NodeBuilder("5D_1_HWCN", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); // add edge ge::GraphUtils::AddEdge(node_4d_hwcn->GetOutDataAnchor(0), node_4d_to_5d_1_hwcn->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1_hwcn->GetOutDataAnchor(0), node_5d_1_hwcn->GetInDataAnchor(0)); ge::NodePtr node_4d_chwn = NodeBuilder("Node4D_CHWN", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_CHWN, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1_chwn = NodeBuilder("4d_to_5d_1_CHWN", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_CHWN, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1_chwn = NodeBuilder("5D_1_CHWN", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); // add edge ge::GraphUtils::AddEdge(node_4d_chwn->GetOutDataAnchor(0), node_4d_to_5d_1_chwn->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1_chwn->GetOutDataAnchor(0), node_5d_1_chwn->GetInDataAnchor(0)); ge::NodePtr node_4d_d = NodeBuilder("Node4D_D", VARIABLE).AddOutputDesc({1}, FORMAT_CHWN, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1_d = NodeBuilder("4d_to_5d_1_D", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_CHWN, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1_d = NodeBuilder("5D_1_D", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); ge::NodePtr node_apply_monetum = NodeBuilder("apply_monetum", APPLYMOMENTUM) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_5d_to_4d_1 = NodeBuilder("5d_to_4d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .Build(graph); ge::NodePtr node_ref = CreatVariableRef(node_5d_to_4d_1, node_4d); // add edge ge::GraphUtils::AddEdge(node_4d_d->GetOutDataAnchor(0), node_4d_to_5d_1_d->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1_d->GetOutDataAnchor(0), node_5d_1_d->GetInDataAnchor(0)); if (ge::GraphUtils::AddEdge(node_apply_monetum->GetOutDataAnchor(0), node_5d_to_4d_1->GetInDataAnchor(0)) != ge::SUCCESS) { /// GELOGE(FAILED, "ge::GraphUtils::AddEdge(node_apply_monetum->GetOutDataAnchor(0), /// node_5d_to_4d_1->GetInDataAnchor(0) ) Failed."); }; ge::GraphUtils::AddEdge(node_5d_to_4d_1->GetOutDataAnchor(0), node_ref->GetInDataAnchor(0)); return true; } bool BuildComputeGraph1(ge::ComputeGraphPtr &graph) { // Node4D ge::NodePtr node_4d = NodeBuilder("Node4D", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1 = NodeBuilder("4d_to_5d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_4d_to_5d_2 = NodeBuilder("4d_to_5d_2", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1 = NodeBuilder("5D_1", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); ge::NodePtr node_5d_2 = NodeBuilder("5D_2", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); ge::NodePtr node_5d_to_4d_1 = NodeBuilder("5d_to_4d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .Build(graph); ge::NodePtr node_apply_monetum = NodeBuilder("apply_monetum", APPLYMOMENTUM) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .Build(graph); ge::NodePtr node_ref = CreatVariableRef(node_5d_to_4d_1, node_4d); // add edge ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_2->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1->GetOutDataAnchor(0), node_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_2->GetOutDataAnchor(0), node_5d_2->GetInDataAnchor(0)); if (ge::GraphUtils::AddEdge(node_apply_monetum->GetOutDataAnchor(0), node_5d_to_4d_1->GetInDataAnchor(0)) != ge::SUCCESS) { /// GELOGE(FAILED, "ge::GraphUtils::AddEdge(node_apply_monetum->GetOutDataAnchor(0), /// node_5d_to_4d_1->GetInDataAnchor(0) ) Failed."); }; ge::GraphUtils::AddEdge(node_5d_to_4d_1->GetOutDataAnchor(0), node_ref->GetInDataAnchor(0)); return true; } bool BuildComputeGraph4(ge::ComputeGraphPtr &graph) { // Node4D ge::NodePtr node_4d = NodeBuilder("Node4D", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1 = NodeBuilder("4d_to_5d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_4d_to_5d_2 = NodeBuilder("4d_to_5d_2", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); // Node5D ge::NodePtr node_5d_1 = NodeBuilder("5D_1", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); ge::NodePtr node_5d_2 = NodeBuilder("5D_2", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT).Build(graph); ge::NodePtr node_5d_to_4d_1 = NodeBuilder("5d_to_4d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .Build(graph); ge::NodePtr node_5d_to_4d_2 = NodeBuilder("5d_to_4d_2", TRANSDATA) .AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .Build(graph); ge::NodePtr node_apply_monetum = NodeBuilder("apply_monetum", APPLYMOMENTUM) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .Build(graph); ge::NodePtr node_ref = CreatVariableRef(node_5d_to_4d_1, node_4d); // add edge ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_2->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1->GetOutDataAnchor(0), node_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_2->GetOutDataAnchor(0), node_5d_2->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_apply_monetum->GetOutDataAnchor(0), node_5d_to_4d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_5d_to_4d_1->GetOutDataAnchor(0), node_ref->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_5d_to_4d_2->GetOutDataAnchor(0), node_ref->GetInDataAnchor(0)); return true; } bool BuildComputeGraph5(ge::ComputeGraphPtr &graph) { // Node4D ge::NodePtr node_4d = NodeBuilder("Node4D", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); return true; } bool BuildComputeGraph6(ge::ComputeGraphPtr &graph) { // Node4D ge::NodePtr node_4d = NodeBuilder("Node4D", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_5d_1 = NodeBuilder("4d_to_5d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_float_to_int_1 = NodeBuilder("float_to_int_1", CAST) .AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .Build(graph); ge::NodePtr node_4d_to_5d_2 = NodeBuilder("4d_to_5d_2", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .Build(graph); ge::NodePtr node_float_to_int_2 = NodeBuilder("float_to_int_2", CAST) .AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_FLOAT) .AddOutputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32) .Build(graph); // Node5D ge::NodePtr node_5d_1 = NodeBuilder("5D_1", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32).Build(graph); ge::NodePtr node_5d_2 = NodeBuilder("5D_2", RELU).AddInputDesc({1, 2, 3, 4, 5}, FORMAT_NC1HWC0, DT_INT32).Build(graph); // add edge ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_5d_2->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_1->GetOutDataAnchor(0), node_float_to_int_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_5d_2->GetOutDataAnchor(0), node_float_to_int_2->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_float_to_int_1->GetOutDataAnchor(0), node_5d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_float_to_int_2->GetOutDataAnchor(0), node_5d_2->GetInDataAnchor(0)); return true; } } // namespace bool BuildComputeGraph7(ge::ComputeGraphPtr &graph) { // Node4D ge::NodePtr node_4d = NodeBuilder("Node4D", VARIABLE).AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32).Build(graph); // NodeTrans4DTo5D ge::NodePtr node_4d_to_4d_1 = NodeBuilder("4d_to_4d_1", TRANSDATA) .AddInputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .AddOutputDesc({1, 2, 3, 4}, FORMAT_NCHW, DT_INT32) .Build(graph); // Node5D ge::NodePtr node_4d_1 = NodeBuilder("4D_1", RELU).AddInputDesc({1, 2, 3, 4}, FORMAT_NC1HWC0, DT_INT32).Build(graph); // add edge ge::GraphUtils::AddEdge(node_4d->GetOutDataAnchor(0), node_4d_to_4d_1->GetInDataAnchor(0)); ge::GraphUtils::AddEdge(node_4d_to_4d_1->GetOutDataAnchor(0), node_4d_1->GetInDataAnchor(0)); return true; } class VariableOpPassSimulator { public: bool DoTest0() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); MemManager::Instance().Initialize(std::vector({RT_MEMORY_HBM})); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph0(compute_graph); std::vector var_names = {"Node4D_new", "Node4D", "Node4D_NHWC", "Node4D_HWCN", "Node4D_CHWN", "Node4D_D"}; for (auto name : var_names) { auto var_node = compute_graph->FindNode(name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::VarManager::Instance(session_id)->AssignVarMem(name, var_tensor_desc, RT_MEMORY_HBM); ge::VarManager::Instance(session_id)->SetVarAddr(name, var_tensor_desc, dev_ptr, RT_MEMORY_HBM); } ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); ge::formats::FormatTransferNchwNc1hwc0 ClassObj; VariableOpPass pass(&ctrl); pass.Run(compute_graph); MemManager::Instance().Finalize(); return CheckTest0(compute_graph); } bool DoTest1() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph1(compute_graph); auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); VariableOpPass pass(&ctrl); pass.Run(compute_graph); return CheckTest1(compute_graph); } bool DoTest2() { VarAccelerateCtrl ctrl; VariableOpPass pass(&ctrl); return pass.Run(nullptr) == ge::INTERNAL_ERROR; } bool DoTest3() { std::vector mem_type; std::map empty_options; mem_type.push_back(RT_MEMORY_HBM); MemManager::Instance().Initialize(mem_type); ge::ComputeGraphPtr compute_graph = std::make_shared("0"); std::vector var_names = {"Node4D", "Node4D_NHWC", "Node4D_HWCN", "Node4D_CHWN", "Node4D_D"}; std::vector tensor_descs; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; compute_graph->SetSessionID(session_id); std::vector dims(4, 20); ge::GeShape shape(dims); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph0(compute_graph); for (auto var_name : var_names) { auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::VarManager::Instance(session_id)->AssignVarMem(var_name, var_tensor_desc, RT_MEMORY_HBM); ge::VarManager::Instance(session_id)->SetVarAddr(var_name, var_tensor_desc, dev_ptr, RT_MEMORY_HBM); } ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); VariableOpPass pass(&ctrl); auto ret = pass.Run(compute_graph); MemManager::Instance().Finalize(); return ret == GE_GRAPH_VARIABLE_OP_PASS_FAILED; } bool DoTest4() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph4(compute_graph); auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); VariableOpPass pass(&ctrl); auto ret = pass.Run(compute_graph); return ret == ge::SUCCESS; } bool DoTest5() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); BuildComputeGraph5(compute_graph); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph4(compute_graph); auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); VariableOpPass pass(&ctrl); auto ret = pass.Run(compute_graph); return ret == ge::SUCCESS; } bool DoTest6() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); MemManager::Instance().Initialize(std::vector({RT_MEMORY_HBM})); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph6(compute_graph); auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::VarManager::Instance(session_id)->AssignVarMem(var_name, var_tensor_desc, RT_MEMORY_HBM); ge::VarManager::Instance(session_id)->SetVarAddr(var_name, var_tensor_desc, dev_ptr, RT_MEMORY_HBM); ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); ge::formats::FormatTransferNchwNc1hwc0 ClassObj; VariableOpPass pass(&ctrl); auto ret = pass.Run(compute_graph); MemManager::Instance().Finalize(); return CheckTest6(compute_graph); } bool DoTest7() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph7(compute_graph); auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); VariableOpPass pass(&ctrl); auto ret = pass.Run(compute_graph); return CheckTest7(compute_graph); } bool DoTest8() { ge::ComputeGraphPtr compute_graph = std::make_shared("0"); const std::string var_name = "Node4D"; uint64_t session_id = 0; uint32_t device_id = 0; uint64_t job_id = 0; uint32_t session_version = 0; std::vector dims(4, 20); ge::GeShape shape(dims); VarManager::Instance(session_id)->Init(session_version, session_id, device_id, job_id); BuildComputeGraph0(compute_graph); auto var_node = compute_graph->FindNode(var_name); auto var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0); uint8_t *dev_ptr = nullptr; ge::GraphNodePtr graph_node = make_shared(0); compute_graph->InferShapeInNeed(); graph_node->SetComputeGraph(compute_graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), compute_graph); VariableOpPass pass(&ctrl); pass.Run(compute_graph); return CheckTest8(compute_graph); } private: bool CheckTest0(const ge::ComputeGraphPtr compute_graph) { const auto &variable_node = compute_graph->FindNode("Node4D"); auto variable_node_format = variable_node->GetOpDesc()->GetOutputDesc(0).GetFormat(); auto variable_node_data_type = variable_node->GetOpDesc()->GetOutputDesc(0).GetDataType(); auto variable_node_shape = variable_node->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(); if (variable_node_format != FORMAT_NC1HWC0 || variable_node_data_type != DT_FLOAT || variable_node_shape.size() != 5) { std::cout << "var format not changed !" << std::endl; return false; } const auto &variable_ref_node = compute_graph->FindNode(var_ref_name_0); GELOGD("var_ref_name_0 is %s", var_ref_name_0.c_str()); auto variable_ref_node_format = variable_ref_node->GetOpDesc()->GetInputDesc(0).GetFormat(); auto variable_ref_node_data_type = variable_ref_node->GetOpDesc()->GetInputDesc(0).GetDataType(); auto variable_ref_node_shape = variable_ref_node->GetOpDesc()->GetInputDesc(0).GetShape().GetDims(); if (variable_ref_node_format != FORMAT_NC1HWC0 || variable_ref_node_data_type != DT_FLOAT || variable_ref_node_shape.size() != 5) { GELOGI("wanted data format is (%d,%d,%u)", FORMAT_NC1HWC0, DT_FLOAT, 5); GELOGI("variable_ref_node_format is (%d,%d,%u)", variable_ref_node_format, variable_ref_node_data_type, variable_ref_node_shape.size()); std::cout << "var ref format not changed !" << std::endl; return false; } ge::NodePtr trans_node = compute_graph->FindNode("4d_to_5d_1"); if (trans_node != nullptr) { std::cout << "4d_to_5d_1 not empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("4d_to_5d_2"); if (trans_node != nullptr) { std::cout << "4d_to_5d_2 not empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("5d_to_4d_1"); if (trans_node != nullptr) { std::cout << "5d_to_4d_1 not empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("4d_to_5d_1_new"); if (trans_node == nullptr) { std::cout << "4d_to_5d_1_new is empty !" << std::endl; return false; } auto new_variable_node = compute_graph->FindNode("Node4D_new"); auto new_variable_node_format = new_variable_node->GetOpDesc()->GetOutputDesc(0).GetFormat(); auto new_variable_node_data_type = new_variable_node->GetOpDesc()->GetOutputDesc(0).GetDataType(); auto new_variable_node_shape = new_variable_node->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(); if (new_variable_node_format != FORMAT_NCHW || new_variable_node_data_type != DT_INT32 || new_variable_node_shape.size() != 4) { std::cout << "Node4D_new format Changed ! wanted data format is ( " << FORMAT_NC1HWC0 << ", " << DT_INT32 << ", 4) " << std::endl; std::cout << "current is ( " << new_variable_node_format << ", " << new_variable_node_data_type << ", " << new_variable_node_shape.size() << ")" << std::endl; return false; } return true; }; bool CheckTest1(const ge::ComputeGraphPtr compute_graph) { const auto &variable_node = compute_graph->FindNode("Node4D"); auto variable_node_format = variable_node->GetOpDesc()->GetOutputDesc(0).GetFormat(); auto variable_node_data_type = variable_node->GetOpDesc()->GetOutputDesc(0).GetDataType(); auto variable_node_shape = variable_node->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(); if (variable_node_format != FORMAT_NCHW || variable_node_data_type != DT_INT32 || variable_node_shape.size() != 4) { std::cout << "var format changed !" << std::endl; return false; } const auto &variable_ref_node = compute_graph->FindNode(var_ref_name_0); GELOGD("var_ref_name_0 is %s", var_ref_name_0.c_str()); auto variable_ref_node_format = variable_ref_node->GetOpDesc()->GetInputDesc(0).GetFormat(); auto variable_ref_node_data_type = variable_ref_node->GetOpDesc()->GetInputDesc(0).GetDataType(); auto variable_ref_node_shape = variable_ref_node->GetOpDesc()->GetInputDesc(0).GetShape().GetDims(); if (variable_ref_node_format != FORMAT_NCHW || variable_ref_node_data_type != DT_INT32 || variable_ref_node_shape.size() != 4) { GELOGI("wanted data format is (%d,%d,%u)", FORMAT_NCHW, DT_INT32, 4); GELOGI("variable_ref_node_format is (%d,%d,%u)", variable_ref_node_format, variable_ref_node_data_type, variable_ref_node_shape.size()); std::cout << "var ref format not changed !" << std::endl; return false; } ge::NodePtr trans_node = compute_graph->FindNode("4d_to_5d_1"); if (trans_node == nullptr) { std::cout << "4d_to_5d_1 empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("4d_to_5d_2"); if (trans_node == nullptr) { std::cout << "4d_to_5d_2 empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("5d_to_4d_1"); if (trans_node == nullptr) { std::cout << "5d_to_4d_1 not empty !" << std::endl; return false; } return true; }; bool CheckTest6(const ge::ComputeGraphPtr compute_graph) { const auto &variable_node = compute_graph->FindNode("Node4D"); auto variable_node_format = variable_node->GetOpDesc()->GetOutputDesc(0).GetFormat(); auto variable_node_data_type = variable_node->GetOpDesc()->GetOutputDesc(0).GetDataType(); auto variable_node_shape = variable_node->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(); if (variable_node_format != FORMAT_NC1HWC0 || variable_node_data_type != DT_INT32 || variable_node_shape.size() != 5) { std::cout << "var format not changed !" << std::endl; return false; } ge::NodePtr trans_node = compute_graph->FindNode("4d_to_5d_1"); if (trans_node != nullptr) { std::cout << "4d_to_5d_1 not empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("4d_to_5d_2"); if (trans_node != nullptr) { std::cout << "4d_to_5d_2 not empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("float_to_int_1"); if (trans_node != nullptr) { std::cout << "float_to_int_1 not empty !" << std::endl; return false; } trans_node = compute_graph->FindNode("float_to_int_2"); if (trans_node != nullptr) { std::cout << "float_to_int_1 not empty !" << std::endl; return false; } return true; }; bool CheckTest7(const ge::ComputeGraphPtr compute_graph) { const auto &variable_node = compute_graph->FindNode("Node4D"); auto variable_node_format = variable_node->GetOpDesc()->GetOutputDesc(0).GetFormat(); auto variable_node_data_type = variable_node->GetOpDesc()->GetOutputDesc(0).GetDataType(); auto variable_node_shape = variable_node->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(); if (variable_node_format != FORMAT_NC1HWC0 || variable_node_data_type != DT_INT32 || variable_node_shape.size() != 5) { std::cout << "var format not changed !" << std::endl; return false; } ge::NodePtr trans_node = compute_graph->FindNode("4d_to_4d_1"); if (trans_node != nullptr) { std::cout << "4d_to_5d_1 not empty !" << std::endl; return false; } return true; }; bool CheckTest8(const ge::ComputeGraphPtr compute_graph) { const auto &variable_node = compute_graph->FindNode("Node4D"); auto variable_node_format = variable_node->GetOpDesc()->GetOutputDesc(0).GetFormat(); auto variable_node_data_type = variable_node->GetOpDesc()->GetOutputDesc(0).GetDataType(); auto variable_node_shape = variable_node->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(); return true; }; }; TEST_F(UtestVariableOpPassUnit, test_trans_data_remove) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest0(); EXPECT_EQ(result, true); } TEST_F(UtestVariableOpPassUnit, test_variable_ref) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest1(); EXPECT_EQ(result, true); } TEST_F(UtestVariableOpPassUnit, test_null_graph) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest2(); EXPECT_EQ(result, true); } TEST_F(UtestVariableOpPassUnit, test_covarage_trans_var_data) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest3(); EXPECT_EQ(result, false); } TEST_F(UtestVariableOpPassUnit, test_illegally_ref) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest4(); EXPECT_EQ(result, true); } TEST_F(UtestVariableOpPassUnit, test_single_node) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest5(); EXPECT_EQ(result, true); } TEST_F(UtestVariableOpPassUnit, test_un_mathed) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest6(); EXPECT_EQ(result, true); } TEST_F(UtestVariableOpPassUnit, test_same_op) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest7(); EXPECT_EQ(true, true); } TEST_F(UtestVariableOpPassUnit, test_error_return) { VariableOpPassSimulator varibale_op_pass_simulator; bool result = varibale_op_pass_simulator.DoTest8(); EXPECT_EQ(true, true); } TEST_F(UtestVariableOpPassUnit, reshape) { // init MemManager::Instance().Initialize(std::vector({RT_MEMORY_HBM})); VarManager::Instance(0)->Init(0, 0, 0, 0); auto graph = BuildGraph2(); graph->SetSessionID(0); auto var1 = graph->FindNode("var1"); VarManager::Instance(0)->AssignVarMem(var1->GetName(), var1->GetOpDesc()->GetOutputDesc(0), RT_MEMORY_HBM); uint8_t *dev_ptr = nullptr; VarManager::Instance(0)->SetVarAddr(var1->GetName(), var1->GetOpDesc()->GetOutputDesc(0), dev_ptr, RT_MEMORY_HBM); ge::GraphNodePtr graph_node = make_shared(0); graph->InferShapeInNeed(); graph_node->SetComputeGraph(graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), graph); VariableOpPass pass(&ctrl); EXPECT_EQ(pass.Run(graph), ge::SUCCESS); MemManager::Instance().Finalize(); EXPECT_EQ(var1->GetOutNodes().size(), 1); EXPECT_EQ(var1->GetOutDataNodes().at(0)->GetName(), "conv1"); EXPECT_EQ(var1->GetOpDesc()->GetOutputDesc(0).GetFormat(), FORMAT_HWCN); EXPECT_EQ(var1->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(), std::vector({8, 8, 3, 2})); } TEST_F(UtestVariableOpPassUnit, reformat) { // init MemManager::Instance().Initialize(std::vector({RT_MEMORY_HBM})); VarManager::Instance(0)->Init(0, 0, 0, 0); auto graph = BuildGraph3(); graph->SetSessionID(0); auto var1 = graph->FindNode("var1"); VarManager::Instance(0)->AssignVarMem(var1->GetName(), var1->GetOpDesc()->GetOutputDesc(0), RT_MEMORY_HBM); uint8_t *dev_ptr = nullptr; VarManager::Instance(0)->SetVarAddr(var1->GetName(), var1->GetOpDesc()->GetOutputDesc(0), dev_ptr, RT_MEMORY_HBM); ge::GraphNodePtr graph_node = make_shared(0); graph->InferShapeInNeed(); graph_node->SetComputeGraph(graph); auto tmp_graph = GraphUtils::CreateGraphFromComputeGraph(graph); auto tmp_graph_ptr = std::make_shared(tmp_graph); graph_node->SetGraph(tmp_graph_ptr); VarAccelerateCtrl ctrl; ctrl.AddGraph(graph_node->GetGraphId(), graph); VariableOpPass pass(&ctrl); EXPECT_EQ(pass.Run(graph), ge::SUCCESS); MemManager::Instance().Finalize(); EXPECT_EQ(var1->GetOutNodes().size(), 1); EXPECT_EQ(var1->GetOutDataNodes().at(0)->GetName(), "conv1"); EXPECT_EQ(var1->GetOpDesc()->GetOutputDesc(0).GetFormat(), FORMAT_ND); EXPECT_EQ(var1->GetOpDesc()->GetOutputDesc(0).GetShape().GetDims(), std::vector({8, 8, 3, 2})); } TEST_F(UtestVariableOpPassUnit, invalid_src_shape2) { formats::FormatTransferNchwNc1hwc0 t1; formats::FormatTransferNhwcNc1hwc0 t2; formats::TransArgs args = formats::TransArgs(); formats::TransResult ret; t2.TransFormat(args, ret); }