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- /**
- * Copyright 2019 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 "dataset/engine/execution_tree.h"
- #include <iostream>
- #include <string>
- #include "dataset/engine/datasetops/dataset_op.h"
- #include "dataset/engine/datasetops/shuffle_op.h"
- #include "dataset/util/task_manager.h"
-
- namespace mindspore {
- namespace dataset {
- // Constructor
- ExecutionTree::ExecutionTree() : id_count_(0) {
- tg_ = std::make_unique<TaskGroup>();
- tree_state_ = kDeTStateInit;
- prepare_flags_ = kDePrepNone;
- }
-
- // Destructor
- ExecutionTree::~ExecutionTree() { (void)tg_->ServiceStop(); }
-
- // Associates a DatasetOp with this tree. This assigns a valid node id to the operator and
- // provides it with a link to the tree. A node cannot form any relationships (parent/child) with
- // other nodes unless they are associated with the same tree.
- Status ExecutionTree::AssociateNode(const std::shared_ptr<DatasetOp> &op) {
- if (tree_state_ != kDeTStateInit && tree_state_ != kDeTStateBuilding) {
- std::string err_msg =
- "Invalid tree state for adding a node. Current state: " + std::to_string(static_cast<int>(tree_state_)) +
- " Expected states: " + std::to_string(static_cast<int>(kDeTStateInit)) + " or " +
- std::to_string(static_cast<int>(kDeTStateBuilding));
- RETURN_STATUS_UNEXPECTED(err_msg);
- }
-
- // Enter the building state if we were not already there
- tree_state_ = kDeTStateBuilding;
-
- // Assign an id to the operator
- op->set_id(id_count_);
- id_count_++;
-
- // Assign our tree into the op so that each op has a link back to the tree
- op->set_tree(this);
- return Status::OK();
- }
-
- // Sets the root node of the tree
- Status ExecutionTree::AssignRoot(const std::shared_ptr<DatasetOp> &op) {
- // Tree must be in building state before we can assign root to it
- if (tree_state_ != kDeTStateBuilding) {
- std::string err_msg =
- "Invalid tree state for assigning a root node. Current state: " + std::to_string(static_cast<int>(tree_state_)) +
- " Expected state: " + std::to_string(static_cast<int>(kDeTStateBuilding));
- RETURN_STATUS_UNEXPECTED(err_msg);
- }
-
- // If they didn't already call AssociateNode for this node before calling AssignRoot,
- // then do so now.
- if (op->operator_id_ == DatasetOp::kInvalidOperatorId) {
- RETURN_IF_NOT_OK(this->AssociateNode(op));
- }
-
- // Then add it as the root.
- root_ = op;
-
- // The tree has an assigned root now and it's ready to be prepared.
- tree_state_ = kDeTStatePrepare;
- return Status::OK();
- }
-
- // A print method typically used for debugging
- void ExecutionTree::Print(std::ostream &out, bool show_all) const {
- out << "Total number of nodes in the ExecutionTree (may or may not be connected nodes): " << id_count_
- << "\nTree state: " << static_cast<int>(tree_state_) << "\n";
- if (root_ != nullptr) {
- // Just call the printer on the root node. Each node descends to it's children to print them if
- // showAll is true.
- root_->Print(out, show_all);
- }
- }
-
- // Start the execution of the tree
- Status ExecutionTree::Launch() {
- // Tree must be built and prepared before it can be launched!
- if (tree_state_ != kDeTStateReady) {
- std::string err_msg =
- "Invalid tree state for launching tree. Current state: " + std::to_string(static_cast<int>(tree_state_)) +
- " Expected state: " + std::to_string(static_cast<int>(kDeTStateReady));
- RETURN_STATUS_UNEXPECTED(err_msg);
- }
- for (auto itr = this->begin(); itr != this->end(); ++itr) {
- // An inlined operator is one that has an output connector size of 0, and it does not
- // require a thread to execute. Instead, the work of this operator is executed inlined
- // from the tree node directly above it (or in the case of a root node, it runs from within
- // the launching tree/user thread. Do not exec any thread for an inlined op.
- itr->state_ = DatasetOp::OpState::kDeOpRunning;
- if (!itr->inlined()) {
- RETURN_IF_NOT_OK(tg_->CreateAsyncTask("Op launched, OperatorId:" + std::to_string(itr->id()), std::ref(*itr)));
- // Set the state of the Operator as running. This only matters in Leaf ops, CacheOp and TakeOp
- }
- }
- tree_state_ = kDeTStateExecuting;
- return Status::OK();
- }
-
- // A function that traverse the tree in postorder then save the results in nodes
- void ExecutionTree::Iterator::PostOrderTraverse(const std::shared_ptr<DatasetOp> &node) {
- if (node == nullptr) {
- return;
- }
- for (int32_t i = 0; i < node->child_.size(); ++i) {
- PostOrderTraverse(node->child_[i]);
- }
- nodes_.push_back(node);
- }
-
- ExecutionTree::Iterator::Iterator(const std::shared_ptr<DatasetOp> &root) : ind_(0) {
- // post-order traverse the tree, if root is null, it return
- PostOrderTraverse(root);
- nodes_.emplace_back(nullptr);
- }
-
- // Given the number of workers, launches the worker entry function for each. Essentially a
- // wrapper for the TaskGroup handling that is stored inside the execution tree.
- Status ExecutionTree::LaunchWorkers(int32_t num_workers, std::function<Status(uint32_t)> func) {
- // Launch the workers
- for (int32_t i = 0; i < num_workers; ++i) {
- RETURN_IF_NOT_OK(tg_->CreateAsyncTask("Parallel Op Worker", std::bind(func, i)));
- }
- return Status::OK();
- }
-
- // The driver of the prepare phase of the execution tree. The prepare phase will recursively
- // walk the tree to perform modifications to the tree or specific nodes within the tree to get
- // it ready for execution.
- Status ExecutionTree::Prepare() {
- // Tree must be in pending prepare state before we can assign root to it
- if (tree_state_ != kDeTStatePrepare) {
- std::string err_msg =
- "Invalid tree state for preparing the tree. Current state: " + std::to_string(static_cast<int>(tree_state_)) +
- " Expected state: " + std::to_string(static_cast<int>(kDeTStatePrepare));
- RETURN_STATUS_UNEXPECTED(err_msg);
- }
- // Start the recursive prepare
- RETURN_IF_NOT_OK(this->PrepareNode(root_));
- tree_state_ = kDeTStateReady;
- return Status::OK();
- }
-
- // Recursive function used during prepare phase to visit a node and drive any pre- and post-
- // node actions during a tree walk.
- Status ExecutionTree::PrepareNode(const std::shared_ptr<DatasetOp> &dataset_op) {
- // execute PreAction
- RETURN_IF_NOT_OK(dataset_op->PrepareNodePreAction());
-
- // Before going down into children, make any prepare flags updates based on this operator.
- uint32_t op_prep_flags = dataset_op->PrepareFlags();
- BitSet(&prepare_flags_, op_prep_flags);
-
- // Now, descend to children
- for (const auto &i : dataset_op->child_) {
- RETURN_IF_NOT_OK(this->PrepareNode(i));
- }
-
- // Then clear the flags from this op now that we have prepared it.
- BitClear(&prepare_flags_, op_prep_flags);
-
- // No more children, now we execute any prepare actions before going back up the
- // the tree on recursive function
- RETURN_IF_NOT_OK(dataset_op->PrepareNodePostAction());
-
- return Status::OK();
- }
-
- // Adds an operator to the repeat stack during prepare phase.
- void ExecutionTree::AddToRepeatStack(std::shared_ptr<DatasetOp> dataset_op) { repeat_stack_.push(dataset_op); }
-
- // Pops an operator from the repeat stack during prepare phase.
- std::shared_ptr<DatasetOp> ExecutionTree::PopFromRepeatStack() {
- std::shared_ptr<DatasetOp> top_op = nullptr;
- if (!repeat_stack_.empty()) {
- top_op = repeat_stack_.top();
- repeat_stack_.pop();
- }
- return top_op;
- }
- } // namespace dataset
- } // namespace mindspore
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