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demon_profiler.cc
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demon_profiler.cc
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// Copyright 2010-2022 Google LLC
// 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 <algorithm>
#include <cmath>
#include <cstddef>
#include <cstdint>
#include <string>
#include <utility>
#include <vector>
#include "absl/container/flat_hash_map.h"
#include "absl/status/status.h"
#include "absl/strings/str_format.h"
#include "absl/time/clock.h"
#include "absl/time/time.h"
#include "ortools/base/file.h"
#include "ortools/base/hash.h"
#include "ortools/base/helpers.h"
#include "ortools/base/integral_types.h"
#include "ortools/base/logging.h"
#include "ortools/base/mathutil.h"
#include "ortools/base/stl_util.h"
#include "ortools/constraint_solver/constraint_solver.h"
#include "ortools/constraint_solver/constraint_solveri.h"
#include "ortools/constraint_solver/demon_profiler.pb.h"
namespace operations_research {
namespace {
struct Container {
Container(const Constraint* ct_, int64_t value_) : ct(ct_), value(value_) {}
bool operator<(const Container& c) const { return value > c.value; }
const Constraint* ct;
int64_t value;
};
} // namespace
// DemonProfiler manages the profiling of demons and allows access to gathered
// data. Add this class as a parameter to Solver and access its information
// after the end of a search.
class DemonProfiler : public PropagationMonitor {
public:
explicit DemonProfiler(Solver* const solver)
: PropagationMonitor(solver),
active_constraint_(nullptr),
active_demon_(nullptr),
start_time_ns_(absl::GetCurrentTimeNanos()) {}
~DemonProfiler() override {
gtl::STLDeleteContainerPairSecondPointers(constraint_map_.begin(),
constraint_map_.end());
}
// In microseconds.
// TODO(user): rename and return nanoseconds.
int64_t CurrentTime() const {
return (absl::GetCurrentTimeNanos() - start_time_ns_) / 1000;
}
void BeginConstraintInitialPropagation(
Constraint* const constraint) override {
if (solver()->state() == Solver::IN_SEARCH) {
return;
}
CHECK(active_constraint_ == nullptr);
CHECK(active_demon_ == nullptr);
CHECK(constraint != nullptr);
ConstraintRuns* const ct_run = new ConstraintRuns;
ct_run->set_constraint_id(constraint->DebugString());
ct_run->add_initial_propagation_start_time(CurrentTime());
active_constraint_ = constraint;
constraint_map_[constraint] = ct_run;
}
void EndConstraintInitialPropagation(Constraint* const constraint) override {
CHECK(active_constraint_ != nullptr);
CHECK(active_demon_ == nullptr);
CHECK(constraint != nullptr);
CHECK_EQ(constraint, active_constraint_);
ConstraintRuns* const ct_run = constraint_map_[constraint];
if (ct_run != nullptr) {
ct_run->add_initial_propagation_end_time(CurrentTime());
ct_run->set_failures(0);
}
active_constraint_ = nullptr;
}
void BeginNestedConstraintInitialPropagation(
Constraint* const constraint, Constraint* const delayed) override {
if (solver()->state() == Solver::IN_SEARCH) {
return;
}
CHECK(active_constraint_ == nullptr);
CHECK(active_demon_ == nullptr);
CHECK(constraint != nullptr);
CHECK(delayed != nullptr);
ConstraintRuns* const ct_run = constraint_map_[constraint];
ct_run->add_initial_propagation_start_time(CurrentTime());
active_constraint_ = constraint;
}
void EndNestedConstraintInitialPropagation(
Constraint* const constraint, Constraint* const delayed) override {
CHECK(active_constraint_ != nullptr);
CHECK(active_demon_ == nullptr);
CHECK(constraint != nullptr);
CHECK(delayed != nullptr);
CHECK_EQ(constraint, active_constraint_);
ConstraintRuns* const ct_run = constraint_map_[constraint];
if (ct_run != nullptr) {
ct_run->add_initial_propagation_end_time(CurrentTime());
ct_run->set_failures(0);
}
active_constraint_ = nullptr;
}
void RegisterDemon(Demon* const demon) override {
if (solver()->state() == Solver::IN_SEARCH) {
return;
}
if (demon_map_.find(demon) == demon_map_.end()) {
CHECK(active_constraint_ != nullptr);
CHECK(active_demon_ == nullptr);
CHECK(demon != nullptr);
ConstraintRuns* const ct_run = constraint_map_[active_constraint_];
DemonRuns* const demon_run = ct_run->add_demons();
demon_run->set_demon_id(demon->DebugString());
demon_run->set_failures(0);
demon_map_[demon] = demon_run;
demons_per_constraint_[active_constraint_].push_back(demon_run);
}
}
void BeginDemonRun(Demon* const demon) override {
CHECK(demon != nullptr);
if (demon->priority() == Solver::VAR_PRIORITY) {
return;
}
CHECK(active_demon_ == nullptr);
active_demon_ = demon;
DemonRuns* const demon_run = demon_map_[active_demon_];
if (demon_run != nullptr) {
demon_run->add_start_time(CurrentTime());
}
}
void EndDemonRun(Demon* const demon) override {
CHECK(demon != nullptr);
if (demon->priority() == Solver::VAR_PRIORITY) {
return;
}
CHECK_EQ(active_demon_, demon);
DemonRuns* const demon_run = demon_map_[active_demon_];
if (demon_run != nullptr) {
demon_run->add_end_time(CurrentTime());
}
active_demon_ = nullptr;
}
void StartProcessingIntegerVariable(IntVar* const var) override {}
void EndProcessingIntegerVariable(IntVar* const var) override {}
void PushContext(const std::string& context) override {}
void PopContext() override {}
void BeginFail() override {
if (active_demon_ != nullptr) {
DemonRuns* const demon_run = demon_map_[active_demon_];
if (demon_run != nullptr) {
demon_run->add_end_time(CurrentTime());
demon_run->set_failures(demon_run->failures() + 1);
}
active_demon_ = nullptr;
// active_constraint_ can be non null in case of initial propagation.
active_constraint_ = nullptr;
} else if (active_constraint_ != nullptr) {
ConstraintRuns* const ct_run = constraint_map_[active_constraint_];
if (ct_run != nullptr) {
ct_run->add_initial_propagation_end_time(CurrentTime());
ct_run->set_failures(1);
}
active_constraint_ = nullptr;
}
}
// Restarts a search and clears all previously collected information.
void RestartSearch() override {
gtl::STLDeleteContainerPairSecondPointers(constraint_map_.begin(),
constraint_map_.end());
constraint_map_.clear();
demon_map_.clear();
demons_per_constraint_.clear();
}
// IntExpr modifiers.
void SetMin(IntExpr* const expr, int64_t new_min) override {}
void SetMax(IntExpr* const expr, int64_t new_max) override {}
void SetRange(IntExpr* const expr, int64_t new_min,
int64_t new_max) override {}
// IntVar modifiers.
void SetMin(IntVar* const var, int64_t new_min) override {}
void SetMax(IntVar* const var, int64_t new_max) override {}
void SetRange(IntVar* const var, int64_t new_min, int64_t new_max) override {}
void RemoveValue(IntVar* const var, int64_t value) override {}
void SetValue(IntVar* const var, int64_t value) override {}
void RemoveInterval(IntVar* const var, int64_t imin, int64_t imax) override {}
void SetValues(IntVar* const var,
const std::vector<int64_t>& values) override {}
void RemoveValues(IntVar* const var,
const std::vector<int64_t>& values) override {}
// IntervalVar modifiers.
void SetStartMin(IntervalVar* const var, int64_t new_min) override {}
void SetStartMax(IntervalVar* const var, int64_t new_max) override {}
void SetStartRange(IntervalVar* const var, int64_t new_min,
int64_t new_max) override {}
void SetEndMin(IntervalVar* const var, int64_t new_min) override {}
void SetEndMax(IntervalVar* const var, int64_t new_max) override {}
void SetEndRange(IntervalVar* const var, int64_t new_min,
int64_t new_max) override {}
void SetDurationMin(IntervalVar* const var, int64_t new_min) override {}
void SetDurationMax(IntervalVar* const var, int64_t new_max) override {}
void SetDurationRange(IntervalVar* const var, int64_t new_min,
int64_t new_max) override {}
void SetPerformed(IntervalVar* const var, bool value) override {}
void RankFirst(SequenceVar* const var, int index) override {}
void RankNotFirst(SequenceVar* const var, int index) override {}
void RankLast(SequenceVar* const var, int index) override {}
void RankNotLast(SequenceVar* const var, int index) override {}
void RankSequence(SequenceVar* const var, const std::vector<int>& rank_first,
const std::vector<int>& rank_last,
const std::vector<int>& unperformed) override {}
// Useful for unit tests.
void AddFakeRun(Demon* const demon, int64_t start_time, int64_t end_time,
bool is_fail) {
CHECK(demon != nullptr);
DemonRuns* const demon_run = demon_map_[demon];
CHECK(demon_run != nullptr);
demon_run->add_start_time(start_time);
demon_run->add_end_time(end_time);
if (is_fail) {
demon_run->set_failures(demon_run->failures() + 1);
}
}
// Exports collected data as human-readable text.
void PrintOverview(Solver* const solver, const std::string& filename) {
const char* const kConstraintFormat =
" - Constraint: %s\n failures=%d, initial propagation "
"runtime=%d us, demons=%d, demon invocations=%d, total demon "
"runtime=%d us\n";
const char* const kDemonFormat =
" --- Demon: %s\n invocations=%d, failures=%d, total "
"runtime=%d us, [average=%.2lf, median=%.2lf, stddev=%.2lf]\n";
File* file;
const std::string model =
absl::StrFormat("Model %s:\n", solver->model_name());
if (file::Open(filename, "w", &file, file::Defaults()).ok()) {
file::WriteString(file, model, file::Defaults()).IgnoreError();
std::vector<Container> to_sort;
for (absl::flat_hash_map<const Constraint*,
ConstraintRuns*>::const_iterator it =
constraint_map_.begin();
it != constraint_map_.end(); ++it) {
const Constraint* const ct = it->first;
int64_t fails = 0;
int64_t demon_invocations = 0;
int64_t initial_propagation_runtime = 0;
int64_t total_demon_runtime = 0;
int demon_count = 0;
ExportInformation(ct, &fails, &initial_propagation_runtime,
&demon_invocations, &total_demon_runtime,
&demon_count);
to_sort.push_back(
Container(ct, total_demon_runtime + initial_propagation_runtime));
}
std::sort(to_sort.begin(), to_sort.end());
for (int i = 0; i < to_sort.size(); ++i) {
const Constraint* const ct = to_sort[i].ct;
int64_t fails = 0;
int64_t demon_invocations = 0;
int64_t initial_propagation_runtime = 0;
int64_t total_demon_runtime = 0;
int demon_count = 0;
ExportInformation(ct, &fails, &initial_propagation_runtime,
&demon_invocations, &total_demon_runtime,
&demon_count);
const std::string constraint_message =
absl::StrFormat(kConstraintFormat, ct->DebugString(), fails,
initial_propagation_runtime, demon_count,
demon_invocations, total_demon_runtime);
file::WriteString(file, constraint_message, file::Defaults())
.IgnoreError();
const std::vector<DemonRuns*>& demons = demons_per_constraint_[ct];
const int demon_size = demons.size();
for (int demon_index = 0; demon_index < demon_size; ++demon_index) {
DemonRuns* const demon_runs = demons[demon_index];
int64_t invocations = 0;
int64_t fails = 0;
int64_t runtime = 0;
double mean_runtime = 0;
double median_runtime = 0;
double standard_deviation = 0.0;
ExportInformation(demon_runs, &invocations, &fails, &runtime,
&mean_runtime, &median_runtime,
&standard_deviation);
const std::string runs = absl::StrFormat(
kDemonFormat, demon_runs->demon_id(), invocations, fails, runtime,
mean_runtime, median_runtime, standard_deviation);
file::WriteString(file, runs, file::Defaults()).IgnoreError();
}
}
}
file->Close(file::Defaults()).IgnoreError();
}
// Export Information
void ExportInformation(const Constraint* const constraint,
int64_t* const fails,
int64_t* const initial_propagation_runtime,
int64_t* const demon_invocations,
int64_t* const total_demon_runtime, int* demons) {
CHECK(constraint != nullptr);
ConstraintRuns* const ct_run = constraint_map_[constraint];
CHECK(ct_run != nullptr);
*demon_invocations = 0;
*fails = ct_run->failures();
*initial_propagation_runtime = 0;
for (int i = 0; i < ct_run->initial_propagation_start_time_size(); ++i) {
*initial_propagation_runtime += ct_run->initial_propagation_end_time(i) -
ct_run->initial_propagation_start_time(i);
}
*total_demon_runtime = 0;
// Gather information.
*demons = ct_run->demons_size();
CHECK_EQ(*demons, demons_per_constraint_[constraint].size());
for (int demon_index = 0; demon_index < *demons; ++demon_index) {
const DemonRuns& demon_runs = ct_run->demons(demon_index);
*fails += demon_runs.failures();
CHECK_EQ(demon_runs.start_time_size(), demon_runs.end_time_size());
const int runs = demon_runs.start_time_size();
*demon_invocations += runs;
for (int run_index = 0; run_index < runs; ++run_index) {
const int64_t demon_time =
demon_runs.end_time(run_index) - demon_runs.start_time(run_index);
*total_demon_runtime += demon_time;
}
}
}
void ExportInformation(const DemonRuns* const demon_runs,
int64_t* const demon_invocations, int64_t* const fails,
int64_t* const total_demon_runtime,
double* const mean_demon_runtime,
double* const median_demon_runtime,
double* const stddev_demon_runtime) {
CHECK(demon_runs != nullptr);
CHECK_EQ(demon_runs->start_time_size(), demon_runs->end_time_size());
const int runs = demon_runs->start_time_size();
*demon_invocations = runs;
*fails = demon_runs->failures();
*total_demon_runtime = 0;
*mean_demon_runtime = 0.0;
*median_demon_runtime = 0.0;
*stddev_demon_runtime = 0.0;
std::vector<double> runtimes;
for (int run_index = 0; run_index < runs; ++run_index) {
const int64_t demon_time =
demon_runs->end_time(run_index) - demon_runs->start_time(run_index);
*total_demon_runtime += demon_time;
runtimes.push_back(demon_time);
}
// Compute mean.
if (!runtimes.empty()) {
*mean_demon_runtime = (1.0L * *total_demon_runtime) / runtimes.size();
// Compute median.
std::sort(runtimes.begin(), runtimes.end());
const int pivot = runtimes.size() / 2;
if (runtimes.size() == 1) {
*median_demon_runtime = runtimes[0];
} else {
*median_demon_runtime =
runtimes.size() % 2 == 1
? runtimes[pivot]
: (runtimes[pivot - 1] + runtimes[pivot]) / 2.0;
}
// Compute standard deviation.
double total_deviation = 0.0f;
for (int i = 0; i < runtimes.size(); ++i) {
total_deviation += pow(runtimes[i] - *mean_demon_runtime, 2);
}
*stddev_demon_runtime = sqrt(total_deviation / runtimes.size());
}
}
// The demon_profiler is added by default on the main propagation
// monitor. It just needs to be added to the search monitors at the
// start of the search.
void Install() override { SearchMonitor::Install(); }
std::string DebugString() const override { return "DemonProfiler"; }
private:
Constraint* active_constraint_;
Demon* active_demon_;
const int64_t start_time_ns_;
absl::flat_hash_map<const Constraint*, ConstraintRuns*> constraint_map_;
absl::flat_hash_map<const Demon*, DemonRuns*> demon_map_;
absl::flat_hash_map<const Constraint*, std::vector<DemonRuns*> >
demons_per_constraint_;
};
void Solver::ExportProfilingOverview(const std::string& filename) {
if (demon_profiler_ != nullptr) {
demon_profiler_->PrintOverview(this, filename);
}
}
// ----- Exported Functions -----
void InstallDemonProfiler(DemonProfiler* const monitor) { monitor->Install(); }
DemonProfiler* BuildDemonProfiler(Solver* const solver) {
if (solver->IsProfilingEnabled()) {
return new DemonProfiler(solver);
} else {
return nullptr;
}
}
void DeleteDemonProfiler(DemonProfiler* const monitor) { delete monitor; }
Demon* Solver::RegisterDemon(Demon* const demon) {
CHECK(demon != nullptr);
if (InstrumentsDemons()) {
propagation_monitor_->RegisterDemon(demon);
}
return demon;
}
// ----- Exported Methods for Unit Tests -----
void RegisterDemon(Solver* const solver, Demon* const demon,
DemonProfiler* const monitor) {
monitor->RegisterDemon(demon);
}
void DemonProfilerAddFakeRun(DemonProfiler* const monitor, Demon* const demon,
int64_t start_time, int64_t end_time,
bool is_fail) {
monitor->AddFakeRun(demon, start_time, end_time, is_fail);
}
void DemonProfilerExportInformation(DemonProfiler* const monitor,
const Constraint* const constraint,
int64_t* const fails,
int64_t* const initial_propagation_runtime,
int64_t* const demon_invocations,
int64_t* const total_demon_runtime,
int* const demon_count) {
monitor->ExportInformation(constraint, fails, initial_propagation_runtime,
demon_invocations, total_demon_runtime,
demon_count);
}
void DemonProfilerBeginInitialPropagation(DemonProfiler* const monitor,
Constraint* const constraint) {
monitor->BeginConstraintInitialPropagation(constraint);
}
void DemonProfilerEndInitialPropagation(DemonProfiler* const monitor,
Constraint* const constraint) {
monitor->EndConstraintInitialPropagation(constraint);
}
} // namespace operations_research