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@ -30,6 +30,7 @@
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#include "debug/anf_ir_dump.h"
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#include "debug/anf_ir_dump.h"
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#include "pipeline/jit/base.h"
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#include "pipeline/jit/base.h"
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#include "backend/session/anf_runtime_algorithm.h"
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#include "backend/session/anf_runtime_algorithm.h"
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#include "runtime/device/ascend/kernel_select_ascend.h"
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namespace mindspore {
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namespace mindspore {
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namespace session {
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namespace session {
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@ -38,8 +39,8 @@ namespace {
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// Pair of graph and its actual arguments.
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// Pair of graph and its actual arguments.
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using GraphArgPair = std::pair<KernelGraphPtr, std::vector<AnfNodePtr>>;
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using GraphArgPair = std::pair<KernelGraphPtr, std::vector<AnfNodePtr>>;
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// We start label id from 1, and use 0 to indicate label not set.
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// We start label id from 0, and use 0xFFFFFFFF to indicate label not set.
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constexpr uint32_t kNoLabel = 0;
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constexpr uint32_t kNoLabel = 0xFFFFFFFF;
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// Primitive attribute for argument link assign.
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// Primitive attribute for argument link assign.
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const char LINK[] = "link";
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const char LINK[] = "link";
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@ -296,7 +297,7 @@ class AscendAutoMonadContext : public BaseContext {
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ParameterPool param_pool_;
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ParameterPool param_pool_;
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// Current label id.
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// Current label id.
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uint32_t label_id_ = 1;
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uint32_t label_id_ = 0;
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};
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};
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//
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//
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@ -1052,6 +1053,7 @@ class ExecuteOrderGenerator {
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GenerateExecuteOrder();
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GenerateExecuteOrder();
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EraseParameter();
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EraseParameter();
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EraseLabel();
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EraseLabel();
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UnfoldRepeatedLabels();
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}
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}
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private:
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private:
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@ -1060,6 +1062,101 @@ class ExecuteOrderGenerator {
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generator.GenerateExecuteOrder();
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generator.GenerateExecuteOrder();
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}
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}
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uint32_t FindMaxLabelId(const std::vector<CNodePtr> &nodes) {
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uint32_t max_label = 0;
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for (auto &node : nodes) {
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if (AnfAlgo::CheckPrimitiveType(node, prim::kPrimLabelSet)) {
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auto label_id = AnfAlgo::GetNodeAttr<uint32_t>(node, kAttrLabelIndex);
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max_label = std::max(label_id, max_label);
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}
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}
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return max_label;
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}
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void HandleLabelSwitch(const AnfNodePtr &node, std::vector<uint32_t> *labels, std::vector<uint32_t> *switch_labels,
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std::multimap<uint32_t, uint32_t> *labels_multimap) {
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bool is_new_labels = false;
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auto label_list = AnfAlgo::GetNodeAttr<std::vector<uint32_t>>(node, kAttrLabelSwitchList);
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std::vector<uint32_t> new_labels;
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new_labels.reserve(label_list.size());
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for (auto label_id : label_list) {
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auto iter = std::find_if(labels->begin(), labels->end(), [label_id](auto id) { return id == label_id; });
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// Use new label if find repeated label.
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if (iter == labels->end()) {
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new_labels.emplace_back(label_id);
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continue;
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}
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new_labels.emplace_back(++max_label_);
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labels_multimap->insert(std::pair<uint32_t, uint32_t>(*iter, max_label_));
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is_new_labels = true;
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}
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labels->insert(labels->end(), new_labels.begin(), new_labels.end());
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switch_labels->insert(switch_labels->end(), new_labels.begin(), new_labels.end());
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if (is_new_labels) {
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AnfAlgo::SetNodeAttr(kAttrLabelSwitchList, MakeValue(new_labels), node);
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}
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}
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void HandleLabelGoto(const AnfNodePtr &node, std::vector<uint32_t> *labels, std::vector<uint32_t> *switch_labels,
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std::multimap<uint32_t, uint32_t> *labels_multimap) {
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auto label_id = AnfAlgo::GetNodeAttr<uint32_t>(node, kAttrLabelIndex);
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auto iter = std::find(switch_labels->begin(), switch_labels->end(), label_id);
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if (iter == switch_labels->end()) {
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labels->emplace_back(label_id);
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return;
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}
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AnfAlgo::SetNodeAttr(kAttrLabelIndex, MakeValue(++max_label_), node);
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labels_multimap->insert(std::pair<uint32_t, uint32_t>(*iter, max_label_));
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labels->emplace_back(max_label_);
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}
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// Unfold Repeated Labels, avoid same label in labelswitches.
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void UnfoldRepeatedLabels() {
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auto nodes = graph_->execution_order();
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std::vector<uint32_t> labels;
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std::vector<uint32_t> switch_labels;
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std::multimap<uint32_t, uint32_t> labels_multimap;
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max_label_ = FindMaxLabelId(nodes);
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for (auto &node : nodes) {
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if (AnfAlgo::CheckPrimitiveType(node, prim::kPrimLabelSwitch)) {
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HandleLabelSwitch(node, &labels, &switch_labels, &labels_multimap);
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continue;
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}
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if (AnfAlgo::CheckPrimitiveType(node, prim::kPrimLabelGoto)) {
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HandleLabelGoto(node, &labels, &switch_labels, &labels_multimap);
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continue;
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}
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}
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InsertLabelSet(&nodes, labels_multimap);
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graph_->set_label_num(max_label_ + 1);
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graph_->set_execution_order(nodes);
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}
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void InsertLabelSet(std::vector<CNodePtr> *nodes, const std::multimap<uint32_t, uint32_t> &labels_multimap) {
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for (auto labels : labels_multimap) {
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auto old_label = labels.first;
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auto new_label = labels.second;
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auto iter = std::find_if(nodes->begin(), nodes->end(), [old_label](auto node) {
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if (!AnfAlgo::CheckPrimitiveType(node, prim::kPrimLabelSet)) {
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return false;
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}
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auto label_id = AnfAlgo::GetNodeAttr<uint32_t>(node, kAttrLabelIndex);
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return label_id == old_label;
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});
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if (iter == nodes->end()) {
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MS_LOG(EXCEPTION) << "Not found labelset:" << old_label;
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}
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auto label_set = NewValueNode(std::make_shared<Primitive>(prim::kPrimLabelSet->name()));
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auto cnode = graph_->NewCNode({label_set});
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AnfAlgo::CopyNodeAttrs(*iter, cnode);
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AnfAlgo::SetNodeAttr(kAttrLabelIndex, MakeValue(new_label), cnode);
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auto monad = graph_->NewValueNode(kUMonad->ToAbstract(), kUMonad);
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cnode->set_abstract(monad->abstract());
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device::ascend::SelectKernelInfo(cnode);
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nodes->insert(iter, cnode);
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}
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}
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void AppendGraphOrder(std::vector<CNodePtr> *execution_order, const KernelGraphPtr &graph) {
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void AppendGraphOrder(std::vector<CNodePtr> *execution_order, const KernelGraphPtr &graph) {
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auto &order = graph->execution_order();
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auto &order = graph->execution_order();
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execution_order->insert(execution_order->end(), order.begin(), order.end());
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execution_order->insert(execution_order->end(), order.begin(), order.end());
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@ -1343,6 +1440,7 @@ class ExecuteOrderGenerator {
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Context &context_;
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Context &context_;
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const KernelGraphPtr graph_;
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const KernelGraphPtr graph_;
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uint32_t max_label_ = 0;
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};
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};
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} // namespace
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} // namespace
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@ -1353,7 +1451,7 @@ void AscendAutoMonad::Run() {
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AscendAutoMonadContext context(kg);
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AscendAutoMonadContext context(kg);
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CallInfoFinder::Run(&context);
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CallInfoFinder::Run(&context);
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AscendAutoMonadConverter::Run(&context);
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AscendAutoMonadConverter::Run(&context);
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kernel_graph_->set_label_num(context.CurrentLabel());
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kernel_graph_->set_label_num(context.CurrentLabel() + 1);
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MS_LOG(DEBUG) << "Ascend auto-monad finish.";
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MS_LOG(DEBUG) << "Ascend auto-monad finish.";
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DumpGraphForDebug(kernel_graph_);
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DumpGraphForDebug(kernel_graph_);
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}
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}
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