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// Copyright 2021 The Chromium Authors
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
#include "components/segmentation_platform/internal/selection/segment_selector_impl.h"
#include "base/containers/contains.h"
#include "base/containers/flat_map.h"
#include "base/logging.h"
#include "base/task/single_thread_task_runner.h"
#include "base/time/clock.h"
#include "base/time/time.h"
#include "components/segmentation_platform/internal/data_collection/training_data_collector.h"
#include "components/segmentation_platform/internal/database/segment_info_database.h"
#include "components/segmentation_platform/internal/database/signal_storage_config.h"
#include "components/segmentation_platform/internal/metadata/metadata_utils.h"
#include "components/segmentation_platform/internal/platform_options.h"
#include "components/segmentation_platform/internal/proto/model_prediction.pb.h"
#include "components/segmentation_platform/internal/selection/experimental_group_recorder.h"
#include "components/segmentation_platform/internal/selection/segment_result_provider.h"
#include "components/segmentation_platform/internal/selection/segmentation_result_prefs.h"
#include "components/segmentation_platform/internal/stats.h"
#include "components/segmentation_platform/public/config.h"
#include "components/segmentation_platform/public/field_trial_register.h"
#include "components/segmentation_platform/public/proto/model_metadata.pb.h"
#include "components/segmentation_platform/public/segment_selection_result.h"
namespace segmentation_platform {
namespace {
stats::SegmentationSelectionFailureReason GetFailureReason(
SegmentResultProvider::ResultState result_state) {
switch (result_state) {
case SegmentResultProvider::ResultState::kUnknown:
case SegmentResultProvider::ResultState::kServerModelDatabaseScoreUsed:
case SegmentResultProvider::ResultState::kDefaultModelDatabaseScoreUsed:
case SegmentResultProvider::ResultState::kDefaultModelExecutionScoreUsed:
case SegmentResultProvider::ResultState::kServerModelExecutionScoreUsed:
NOTREACHED();
case SegmentResultProvider::ResultState::kServerModelDatabaseScoreNotReady:
return stats::SegmentationSelectionFailureReason::
kServerModelDatabaseScoreNotReady;
case SegmentResultProvider::ResultState::kDefaultModelDatabaseScoreNotReady:
return stats::SegmentationSelectionFailureReason::
kDefaultModelDatabaseScoreNotReady;
case SegmentResultProvider::ResultState::
kServerModelSegmentInfoNotAvailable:
return stats::SegmentationSelectionFailureReason::
kServerModelSegmentInfoNotAvailable;
case SegmentResultProvider::ResultState::
kDefaultModelSegmentInfoNotAvailable:
return stats::SegmentationSelectionFailureReason::
kDefaultModelSegmentInfoNotAvailable;
case SegmentResultProvider::ResultState::kServerModelSignalsNotCollected:
return stats::SegmentationSelectionFailureReason::
kServerModelSignalsNotCollected;
case SegmentResultProvider::ResultState::kDefaultModelSignalsNotCollected:
return stats::SegmentationSelectionFailureReason::
kDefaultModelSignalsNotCollected;
case SegmentResultProvider::ResultState::kDefaultModelExecutionFailed:
return stats::SegmentationSelectionFailureReason::
kDefaultModelExecutionFailed;
case SegmentResultProvider::ResultState::kServerModelExecutionFailed:
return stats::SegmentationSelectionFailureReason::
kServerModelExecutionFailed;
}
}
SegmentSelectionResult MakeResultFromSelection(
const SelectedSegment& selection) {
SegmentSelectionResult result;
result.segment = selection.segment_id;
result.is_ready = true;
result.rank = selection.rank;
return result;
}
} // namespace
using proto::SegmentId_Name;
SegmentSelectorImpl::SegmentSelectorImpl(
SegmentInfoDatabase* segment_database,
SignalStorageConfig* signal_storage_config,
PrefService* pref_service,
const Config* config,
FieldTrialRegister* field_trial_register,
base::Clock* clock,
const PlatformOptions& platform_options)
: SegmentSelectorImpl(
segment_database,
signal_storage_config,
std::make_unique<SegmentationResultPrefs>(pref_service),
config,
field_trial_register,
clock,
platform_options) {}
SegmentSelectorImpl::SegmentSelectorImpl(
SegmentInfoDatabase* segment_database,
SignalStorageConfig* signal_storage_config,
std::unique_ptr<SegmentationResultPrefs> prefs,
const Config* config,
FieldTrialRegister* field_trial_register,
base::Clock* clock,
const PlatformOptions& platform_options)
: result_prefs_(std::move(prefs)),
segment_database_(segment_database),
signal_storage_config_(signal_storage_config),
config_(config),
field_trial_register_(field_trial_register),
clock_(clock),
platform_options_(platform_options) {
// Read selected segment from prefs.
const auto& selected_segment =
result_prefs_->ReadSegmentationResultFromPref(config_->segmentation_key);
if (selected_segment.has_value()) {
selected_segment_ = MakeResultFromSelection(*selected_segment);
stats::RecordSegmentSelectionFailure(
*config_,
stats::SegmentationSelectionFailureReason::kSelectionAvailableInPrefs);
} else {
stats::RecordSegmentSelectionFailure(
*config_, stats::SegmentationSelectionFailureReason::
kInvalidSelectionResultInPrefs);
}
RecordFieldTrials();
}
SegmentSelectorImpl::~SegmentSelectorImpl() = default;
void SegmentSelectorImpl::OnPlatformInitialized(
ExecutionService* execution_service) {
// If training data collector has been set for testing, do not get it from
// execution service.
if (!training_data_collector_) {
training_data_collector_ = execution_service->training_data_collector();
}
segment_result_provider_ = SegmentResultProvider::Create(
segment_database_, signal_storage_config_, execution_service, clock_,
platform_options_.force_refresh_results);
if (IsPreviousSelectionInvalid()) {
SelectSegmentAndStoreToPrefs();
}
// If the segment selection is ready, also record the subsegment for all the
// segments.
// TODO(ssid): Store the scores in prefs so that this can be recorded earlier
// in startup.
if (selected_segment_.is_ready) {
for (const auto& segment_id : config_->segments) {
experimental_group_recorder_.emplace_back(
std::make_unique<ExperimentalGroupRecorder>(
segment_result_provider_.get(), field_trial_register_, *config_,
segment_id.first));
}
}
}
void SegmentSelectorImpl::GetSelectedSegment(
SegmentSelectionCallback callback) {
base::SingleThreadTaskRunner::GetCurrentDefault()->PostTask(
FROM_HERE, base::BindOnce(std::move(callback), selected_segment_));
used_result_in_current_session_ = true;
}
SegmentSelectionResult SegmentSelectorImpl::GetCachedSegmentResult() {
used_result_in_current_session_ = true;
return selected_segment_;
}
void SegmentSelectorImpl::OnModelExecutionCompleted(SegmentId segment_id) {
DCHECK(segment_result_provider_);
// If the |segment_id| is not in config, then skip any updates early.
if (!base::Contains(config_->segments, segment_id))
return;
if (!IsPreviousSelectionInvalid())
return;
SelectSegmentAndStoreToPrefs();
}
bool SegmentSelectorImpl::IsPreviousSelectionInvalid() {
// Don't compute results if segment selection TTL hasn't expired.
const auto& previous_selection =
result_prefs_->ReadSegmentationResultFromPref(config_->segmentation_key);
if (previous_selection.has_value()) {
bool was_unknown_selected = previous_selection->segment_id ==
SegmentId::OPTIMIZATION_TARGET_UNKNOWN;
base::TimeDelta ttl_to_use = was_unknown_selected
? config_->unknown_selection_ttl
: config_->segment_selection_ttl;
if (!platform_options_.force_refresh_results &&
previous_selection->selection_time + ttl_to_use > clock_->Now()) {
stats::RecordSegmentSelectionFailure(
*config_,
stats::SegmentationSelectionFailureReason::kSelectionTtlNotExpired);
VLOG(1) << __func__ << ": previous selection of segment="
<< SegmentId_Name(previous_selection->segment_id)
<< " has not yet expired.";
return false;
}
}
return true;
}
void SegmentSelectorImpl::SelectSegmentAndStoreToPrefs() {
if (!config_->auto_execute_and_cache) {
return;
}
GetRankForNextSegment(std::make_unique<SegmentRanks>(), nullptr,
SegmentSelectionCallback());
}
void SegmentSelectorImpl::GetRankForNextSegment(
std::unique_ptr<SegmentRanks> ranks,
scoped_refptr<InputContext> input_context,
SegmentSelectionCallback callback) {
for (const auto& needed_segment : config_->segments) {
if (ranks->count(needed_segment.first) == 0) {
auto options =
std::make_unique<SegmentResultProvider::GetResultOptions>();
options->segment_id = needed_segment.first;
options->discrete_mapping_key = config_->segmentation_key;
options->ignore_db_scores = !config_->auto_execute_and_cache;
options->save_results_to_db = true;
options->input_context = input_context;
options->callback = base::BindOnce(
&SegmentSelectorImpl::OnGetResultForSegmentSelection,
weak_ptr_factory_.GetWeakPtr(), std::move(ranks), input_context,
std::move(callback), needed_segment.first);
segment_result_provider_->GetSegmentResult(std::move(options));
return;
}
}
// Finished fetching ranks for all segments.
auto segment_id_and_rank = FindBestSegment(*ranks);
if (!config_->auto_execute_and_cache) {
DCHECK(!callback.is_null());
SegmentSelectionResult result;
result.is_ready = true;
result.segment = segment_id_and_rank.first;
result.rank = segment_id_and_rank.second;
base::SingleThreadTaskRunner::GetCurrentDefault()->PostTask(
FROM_HERE, base::BindOnce(std::move(callback), result));
stats::RecordSegmentSelectionComputed(*config_, segment_id_and_rank.first,
std::nullopt);
} else {
DCHECK(callback.is_null());
UpdateSelectedSegment(segment_id_and_rank.first,
segment_id_and_rank.second);
}
}
void SegmentSelectorImpl::OnGetResultForSegmentSelection(
std::unique_ptr<SegmentRanks> ranks,
scoped_refptr<InputContext> input_context,
SegmentSelectionCallback callback,
SegmentId current_segment_id,
std::unique_ptr<SegmentResultProvider::SegmentResult> result) {
if (!result->rank) {
stats::RecordSegmentSelectionFailure(*config_,
GetFailureReason(result->state));
if (!config_->auto_execute_and_cache && !callback.is_null()) {
base::SingleThreadTaskRunner::GetCurrentDefault()->PostTask(
FROM_HERE,
base::BindOnce(std::move(callback), SegmentSelectionResult()));
}
return;
}
ranks->insert(std::make_pair(current_segment_id, *result->rank));
if (!config_->auto_execute_and_cache && training_data_collector_) {
// Collect training data on demand.
training_data_collector_->OnDecisionTime(
current_segment_id, input_context,
proto::TrainingOutputs::TriggerConfig::ONDEMAND,
std::move(result->model_inputs));
}
GetRankForNextSegment(std::move(ranks), input_context, std::move(callback));
}
std::pair<SegmentId, float> SegmentSelectorImpl::FindBestSegment(
const SegmentRanks& segment_results) {
const float kMinRank = 0;
float max_rank = kMinRank;
SegmentId max_rank_id = SegmentId::OPTIMIZATION_TARGET_UNKNOWN;
// Loop through all the results. Convert them to discrete ranks. Select the
// one with highest discrete rank.
for (const auto& pair : segment_results) {
SegmentId id = pair.first;
float rank = pair.second;
if (rank > max_rank) {
max_rank = rank;
max_rank_id = id;
} else if (rank == max_rank && rank > kMinRank) {
// TODO(shaktisahu): Use fallback priority.
}
}
return std::make_pair(max_rank_id, max_rank);
}
void SegmentSelectorImpl::UpdateSelectedSegment(SegmentId new_selection,
float rank) {
VLOG(1) << __func__
<< ": Updating selected segment=" << SegmentId_Name(new_selection)
<< " rank=" << rank;
const auto& previous_selection =
result_prefs_->ReadSegmentationResultFromPref(config_->segmentation_key);
// Auto-extend the results, if
// (1) segment selection and rank hasn't changed.
// (2) or, UNKNOWN selection TTL = 0 and the new segment is UNKNOWN, and the
// previous one was a valid one.
bool skip_updating_prefs = false;
if (previous_selection.has_value()) {
skip_updating_prefs =
new_selection == previous_selection->segment_id &&
(previous_selection->rank && rank == *previous_selection->rank);
skip_updating_prefs |=
config_->unknown_selection_ttl == base::TimeDelta() &&
new_selection == SegmentId::OPTIMIZATION_TARGET_UNKNOWN;
// TODO(shaktisahu): Use segment selection inertia.
}
stats::RecordSegmentSelectionComputed(
*config_, new_selection,
previous_selection.has_value()
? std::make_optional(previous_selection->segment_id)
: std::nullopt);
VLOG(1) << __func__ << " Key=" << config_->segmentation_key
<< " : skip_updating_prefs=" << skip_updating_prefs;
if (skip_updating_prefs)
return;
// Write result to prefs.
auto updated_selection =
std::make_optional<SelectedSegment>(new_selection, rank);
updated_selection->selection_time = clock_->Now();
result_prefs_->SaveSegmentationResultToPref(config_->segmentation_key,
updated_selection);
if (!used_result_in_current_session_) {
selected_segment_ = MakeResultFromSelection(*updated_selection);
RecordFieldTrials();
}
for (const auto& segment : config_->segments) {
training_data_collector_->OnDecisionTime(
segment.first, nullptr, proto::TrainingOutputs::TriggerConfig::PERIODIC,
std::nullopt, /*decision_result_update_trigger=*/true);
}
}
void SegmentSelectorImpl::RecordFieldTrials() const {
// Register can be nullptr in tests.
if (!config_->auto_execute_and_cache || !field_trial_register_) {
return;
}
const std::string& trial_name = config_->GetSegmentationFilterName();
std::string group_name;
if (selected_segment_.is_ready) {
group_name = config_->GetSegmentUmaName(*selected_segment_.segment);
} else {
group_name = "Unselected";
}
field_trial_register_->RegisterFieldTrial(trial_name, group_name);
}
void SegmentSelectorImpl::CallbackWrapper(
base::Time start_time,
SegmentSelectionCallback callback,
const SegmentSelectionResult& result) {
stats::RecordOnDemandSegmentSelectionDuration(*config_, result,
base::Time::Now() - start_time);
std::move(callback).Run(result);
}
} // namespace segmentation_platform
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