|
|
|
@ -27,6 +27,69 @@
|
|
|
|
|
namespace mindspore {
|
|
|
|
|
namespace opt {
|
|
|
|
|
constexpr auto kSingleInputIndex = 1;
|
|
|
|
|
namespace {
|
|
|
|
|
AnfNodePtr GetReplaceNode(const FuncGraphPtr &func_graph, const AnfNodePtr &node) {
|
|
|
|
|
MS_EXCEPTION_IF_NULL(func_graph);
|
|
|
|
|
MS_EXCEPTION_IF_NULL(node);
|
|
|
|
|
if (!node->isa<CNode>()) {
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
auto cnode = node->cast<CNodePtr>();
|
|
|
|
|
MS_EXCEPTION_IF_NULL(cnode);
|
|
|
|
|
string op_name = AnfAlgo::GetCNodeName(cnode);
|
|
|
|
|
// Currently we only eliminate transdata or cast nodes.
|
|
|
|
|
if (op_name != kTransDataOpName && op_name != prim::kPrimCast->name()) {
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
auto manager = func_graph->manager();
|
|
|
|
|
MS_EXCEPTION_IF_NULL(manager);
|
|
|
|
|
// Check whether the node has only one output node.
|
|
|
|
|
if (manager->node_users().find(cnode) == manager->node_users().end()) {
|
|
|
|
|
MS_LOG(EXCEPTION) << "The node should be used by at least another node's input";
|
|
|
|
|
}
|
|
|
|
|
if (manager->node_users()[cnode].size() > 1) {
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
CheckCNodeInputSize(cnode, kSingleInputIndex + 1);
|
|
|
|
|
return cnode->input(kSingleInputIndex);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
bool ReplaceMakeTuple(const FuncGraphPtr &func_graph, const CNodePtr &cnode) {
|
|
|
|
|
MS_EXCEPTION_IF_NULL(func_graph);
|
|
|
|
|
MS_EXCEPTION_IF_NULL(cnode);
|
|
|
|
|
if (AnfAlgo::GetCNodeName(cnode) != prim::kPrimMakeTuple->name()) {
|
|
|
|
|
return false;
|
|
|
|
|
}
|
|
|
|
|
std::vector<AnfNodePtr> new_make_tuple_inputs;
|
|
|
|
|
bool need_update = false;
|
|
|
|
|
for (const auto &input : cnode->inputs()) {
|
|
|
|
|
AnfNodePtr replace_input = GetReplaceNode(func_graph, input);
|
|
|
|
|
// If replace input is not null, it will be the input of the TransData or Cast.
|
|
|
|
|
if (replace_input == nullptr) {
|
|
|
|
|
new_make_tuple_inputs.push_back(input);
|
|
|
|
|
continue;
|
|
|
|
|
}
|
|
|
|
|
new_make_tuple_inputs.push_back(replace_input);
|
|
|
|
|
need_update = true;
|
|
|
|
|
}
|
|
|
|
|
if (need_update) {
|
|
|
|
|
auto kernel_graph = func_graph->cast<std::shared_ptr<session::KernelGraph>>();
|
|
|
|
|
CNodePtr new_make_tuple = nullptr;
|
|
|
|
|
if (kernel_graph == nullptr) {
|
|
|
|
|
new_make_tuple = func_graph->NewCNode(new_make_tuple_inputs);
|
|
|
|
|
} else {
|
|
|
|
|
new_make_tuple = kernel_graph->NewCNode(cnode);
|
|
|
|
|
}
|
|
|
|
|
MS_EXCEPTION_IF_NULL(new_make_tuple);
|
|
|
|
|
new_make_tuple->set_inputs(new_make_tuple_inputs);
|
|
|
|
|
auto manager = func_graph->manager();
|
|
|
|
|
MS_EXCEPTION_IF_NULL(manager);
|
|
|
|
|
manager->Replace(cnode, new_make_tuple);
|
|
|
|
|
}
|
|
|
|
|
return true;
|
|
|
|
|
}
|
|
|
|
|
} // namespace
|
|
|
|
|
|
|
|
|
|
const BaseRef OptimizeDependence::DefinePattern() const {
|
|
|
|
|
VarPtr X = std::make_shared<Var>("X");
|
|
|
|
|
MS_EXCEPTION_IF_NULL(X);
|
|
|
|
@ -43,9 +106,8 @@ const AnfNodePtr OptimizeDependence::Process(const FuncGraphPtr &func_graph, con
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
auto depend_cnode = node->cast<CNodePtr>();
|
|
|
|
|
if (depend_cnode->inputs().size() < kDependInputNum) {
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
MS_EXCEPTION_IF_NULL(depend_cnode);
|
|
|
|
|
CheckCNodeInputSize(depend_cnode, kDependInputNum);
|
|
|
|
|
auto replacing_node = depend_cnode->input(kDependInputNum - 1);
|
|
|
|
|
MS_EXCEPTION_IF_NULL(replacing_node);
|
|
|
|
|
if (!replacing_node->isa<CNode>()) {
|
|
|
|
@ -53,36 +115,29 @@ const AnfNodePtr OptimizeDependence::Process(const FuncGraphPtr &func_graph, con
|
|
|
|
|
}
|
|
|
|
|
auto replacing_cnode = replacing_node->cast<CNodePtr>();
|
|
|
|
|
MS_EXCEPTION_IF_NULL(replacing_cnode);
|
|
|
|
|
// Currently we only optimize transdata or cast nodes.
|
|
|
|
|
string replacing_cnode_op_name = AnfAlgo::GetCNodeName(replacing_cnode);
|
|
|
|
|
if (replacing_cnode_op_name != kTransDataOpName && replacing_cnode_op_name != prim::kPrimCast->name()) {
|
|
|
|
|
// Deal with the make_tuple with TransData or Cast inputs.
|
|
|
|
|
if (ReplaceMakeTuple(func_graph, replacing_cnode)) {
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
auto manager = func_graph->manager();
|
|
|
|
|
MS_EXCEPTION_IF_NULL(manager);
|
|
|
|
|
// Check whether the replacing node has only one input and one output.
|
|
|
|
|
if (replacing_cnode->inputs().size() != kSingleInputIndex + 1) {
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
if (manager->node_users().find(replacing_node) == manager->node_users().end()) {
|
|
|
|
|
MS_LOG(EXCEPTION) << "The node should be used by at least another node input";
|
|
|
|
|
}
|
|
|
|
|
if (manager->node_users()[replacing_node].size() > 1) {
|
|
|
|
|
AnfNodePtr replace_node = GetReplaceNode(func_graph, replacing_cnode);
|
|
|
|
|
if (replace_node == nullptr) {
|
|
|
|
|
MS_LOG(DEBUG) << "Can not find the TransData or Cast with single output node. Depend node: " << node->DebugString();
|
|
|
|
|
return nullptr;
|
|
|
|
|
}
|
|
|
|
|
std::vector<AnfNodePtr> new_depend_inputs = {depend_cnode->input(kAnfPrimitiveIndex),
|
|
|
|
|
depend_cnode->input(kRealInputIndexInDepend),
|
|
|
|
|
replacing_cnode->input(kSingleInputIndex)};
|
|
|
|
|
depend_cnode->input(kRealInputIndexInDepend), replace_node};
|
|
|
|
|
auto kernel_graph = func_graph->cast<std::shared_ptr<session::KernelGraph>>();
|
|
|
|
|
CNodePtr new_depend;
|
|
|
|
|
if (kernel_graph == nullptr) {
|
|
|
|
|
new_depend = func_graph->NewCNode(new_depend_inputs);
|
|
|
|
|
MS_EXCEPTION_IF_NULL(new_depend);
|
|
|
|
|
new_depend->set_abstract(node->abstract());
|
|
|
|
|
new_depend->set_scope(node->scope());
|
|
|
|
|
} else {
|
|
|
|
|
new_depend = kernel_graph->NewCNode(depend_cnode);
|
|
|
|
|
MS_EXCEPTION_IF_NULL(new_depend);
|
|
|
|
|
new_depend->set_inputs(new_depend_inputs);
|
|
|
|
|
}
|
|
|
|
|
new_depend->set_abstract(node->abstract());
|
|
|
|
|
return new_depend;
|
|
|
|
|
}
|
|
|
|
|
} // namespace opt
|
|
|
|
|