#ifndef CAFFE2_CORE_NET_DAG_UTILS_H_
|
#define CAFFE2_CORE_NET_DAG_UTILS_H_
|
|
#include <atomic>
|
#include <climits>
|
#include <cstddef>
|
#include <thread> // NOLINT
|
#include <typeinfo>
|
#include <unordered_map>
|
#include <unordered_set>
|
#include <vector>
|
|
#include "c10/util/Registry.h"
|
#include "caffe2/core/blob.h"
|
#include "caffe2/core/common.h"
|
#include "caffe2/core/logging.h"
|
#include "caffe2/core/net.h"
|
#include "caffe2/core/observer.h"
|
#include "caffe2/core/operator_schema.h"
|
#include "caffe2/core/tensor.h"
|
#include "caffe2/core/workspace.h"
|
#include "caffe2/proto/caffe2_pb.h"
|
#include "caffe2/utils/simple_queue.h"
|
|
namespace caffe2 {
|
namespace dag_utils {
|
|
struct OperatorNode {
|
unique_ptr<OperatorBase> operator_;
|
vector<int> children_;
|
vector<int> parents_;
|
std::atomic<int> runtime_parent_count_;
|
bool is_chain_start_ = false;
|
std::atomic_flag scheduled_ = ATOMIC_FLAG_INIT;
|
};
|
|
struct OpGraphNode {
|
vector<int> children_;
|
vector<int> parents_;
|
int visited_inputs = 0;
|
int num_orig_parents;
|
};
|
|
using ExecutionChains = std::unordered_map<int, std::vector<int>>;
|
|
C10_EXPORT ExecutionChains computeChains(std::vector<OperatorNode>& orig_nodes);
|
|
// Instead of breaking down the DAG into chains, we partition it into clusters
|
// of sync ops and individual async op. This is useful for disturbuted inference
|
// case where we have sync and async cpu ops. Note that we have go sync each
|
// aysnc op instead of put them into the chain and sync its tail like GPU op,
|
// because CPU async ops are typically rpc calls and are not guaranteed to be
|
// linearized at remote site.
|
C10_EXPORT ExecutionChains computeGroups(std::vector<OperatorNode>& orig_nodes);
|
|
C10_EXPORT ExecutionChains singleChains(std::vector<OperatorNode>& nodes);
|
|
C10_EXPORT std::vector<OperatorNode> prepareOperatorNodes(
|
const std::shared_ptr<const NetDef>& net_def,
|
Workspace* ws);
|
|
std::vector<OpGraphNode> prepareChainGraphNodes(
|
const std::vector<dag_utils::OperatorNode>& operator_nodes,
|
const std::vector<std::vector<int>>& execution_chains);
|
|
} // namespace dag_utils
|
} // namespace caffe2
|
|
#endif // CAFFE2_CORE_NET_DAG_UTILS_H_
|
