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// Copyright 2012 The Chromium Authors
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
#include "chrome/browser/predictors/autocomplete_action_predictor.h"
#include <math.h>
#include <stddef.h>
#include <algorithm>
#include <queue>
#include "base/containers/contains.h"
#include "base/functional/bind.h"
#include "base/i18n/case_conversion.h"
#include "base/metrics/histogram_functions.h"
#include "base/observer_list.h"
#include "base/strings/string_util.h"
#include "base/strings/utf_string_conversions.h"
#include "base/uuid.h"
#include "chrome/browser/browser_features.h"
#include "chrome/browser/history/history_service_factory.h"
#include "chrome/browser/predictors/autocomplete_action_predictor_factory.h"
#include "chrome/browser/predictors/predictor_database.h"
#include "chrome/browser/predictors/predictor_database_factory.h"
#include "chrome/browser/preloading/chrome_preloading.h"
#include "chrome/browser/preloading/preloading_prefs.h"
#include "chrome/browser/preloading/prerender/prerender_manager.h"
#include "chrome/browser/preloading/prerender/prerender_utils.h"
#include "chrome/browser/profiles/profile.h"
#include "components/history/core/browser/in_memory_database.h"
#include "components/omnibox/browser/autocomplete_match.h"
#include "components/omnibox/browser/autocomplete_result.h"
#include "components/omnibox/browser/base_search_provider.h"
#include "components/omnibox/browser/omnibox_log.h"
#include "content/public/browser/browser_thread.h"
#include "content/public/browser/navigation_handle.h"
#include "content/public/browser/preloading_data.h"
#include "content/public/browser/web_contents_delegate.h"
#include "content/public/common/content_features.h"
#include "third_party/blink/public/common/features.h"
#include "ui/base/page_transition_types.h"
namespace {
void SetIsNavigationInDomainCallback(content::PreloadingData* preloading_data) {
preloading_data->SetIsNavigationInDomainCallback(
chrome_preloading_predictor::kOmniboxDirectURLInput,
base::BindRepeating(
[](content::NavigationHandle* navigation_handle) -> bool {
auto transition_type = navigation_handle->GetPageTransition();
return (transition_type & ui::PAGE_TRANSITION_FROM_ADDRESS_BAR) &&
ui::PageTransitionCoreTypeIs(
transition_type,
ui::PageTransition::PAGE_TRANSITION_TYPED) &&
ui::PageTransitionIsNewNavigation(transition_type);
}));
}
} // namespace
namespace {
// These are used as confidence cutoff threshold to determine the action should
// be PRERENDER or PRECONNECT. Due to the current design, the prerender one
// should be higher than the preconnect one, otherwise preconnect will never
// run.
//
// If you update these values, please also update values in
// chrome/browser/resources/predictors/autocomplete_action_predictor.ts that
// will be shown on chrome://predictors.
// TODO(crbug.com/326277753): Avoid hard-coding the values in
// autocomplete_action_predictor.ts.
const base::FeatureParam<double> kPrerenderDUIConfidenceCutoff{
&features::kAutocompleteActionPredictorConfidenceCutoff,
"prerender_dui_confidence_cutoff", 0.5};
const base::FeatureParam<double> kPreconnectConfidenceCutoff{
&features::kAutocompleteActionPredictorConfidenceCutoff,
"preconnect_dui_confidence_cutoff", 0.3};
const int kMinimumNumberOfHits = 3;
const size_t kMaximumTransitionalMatchesSize = 1024 * 1024; // 1 MB.
// As of February 2019, 99% of users on Windows have less than 2000 entries in
// the database.
const size_t kMaximumCacheSize = 2000;
// These values are persisted to logs. Entries should not be renumbered and
// numeric values should never be reused.
enum class PredictionStatus {
// The no state prefetch was not started at all for this omnibox interaction.
kNotStarted = 0,
// The no state prefetch was cancelled because the user did not select a URL
// in the omnibox.
kCancelled = 1,
// The no state prefetch was unused because the user navigated to a different
// URL.
kUnused = 2,
// The no state prefetch was used and had time to finish before the user
// selected a URL.
kHitFinished = 3,
// The no state prefetch was used but had not completed before the user
// selected a URL.
kHitUnfinished = 4,
kMaxValue = kHitUnfinished,
};
} // namespace
namespace predictors {
const int AutocompleteActionPredictor::kMaximumDaysToKeepEntry = 14;
const size_t AutocompleteActionPredictor::kMinimumUserTextLength = 1;
const size_t AutocompleteActionPredictor::kMaximumStringLength = 1024;
AutocompleteActionPredictor::AutocompleteActionPredictor(Profile* profile)
: profile_(profile) {
if (profile_->IsOffTheRecord()) {
main_profile_predictor_ = AutocompleteActionPredictorFactory::GetForProfile(
profile_->GetOriginalProfile());
DCHECK(main_profile_predictor_);
main_profile_predictor_->incognito_predictor_ = this;
if (main_profile_predictor_->initialized_) {
CopyFromMainProfile();
}
} else {
// Request the in-memory database from the history to force it to load so
// it's available as soon as possible.
history::HistoryService* history_service =
HistoryServiceFactory::GetForProfile(
profile_, ServiceAccessType::EXPLICIT_ACCESS);
if (history_service) {
history_service->InMemoryDatabase();
}
table_ =
PredictorDatabaseFactory::GetForProfile(profile_)->autocomplete_table();
// Create local caches using the database as loaded. We will garbage collect
// rows from the caches and the database once the history service is
// available.
auto rows =
std::make_unique<std::vector<AutocompleteActionPredictorTable::Row>>();
auto* rows_ptr = rows.get();
table_->GetTaskRunner()->PostTaskAndReply(
FROM_HERE,
base::BindOnce(&AutocompleteActionPredictorTable::GetAllRows, table_,
rows_ptr),
base::BindOnce(&AutocompleteActionPredictor::CreateCaches,
weak_ptr_factory_.GetWeakPtr(), std::move(rows)));
}
}
AutocompleteActionPredictor::~AutocompleteActionPredictor() {
if (main_profile_predictor_) {
main_profile_predictor_->incognito_predictor_ = nullptr;
} else if (incognito_predictor_) {
incognito_predictor_->main_profile_predictor_ = nullptr;
}
}
void AutocompleteActionPredictor::RegisterTransitionalMatches(
const std::u16string& user_text,
const AutocompleteResult& result) {
if (user_text.length() < kMinimumUserTextLength ||
user_text.length() > kMaximumStringLength) {
return;
}
const std::u16string lower_user_text(base::i18n::ToLower(user_text));
// Merge this in to an existing match if we already saw |user_text|
auto match_it = std::ranges::find(
transitional_matches_, lower_user_text,
&AutocompleteActionPredictor::TransitionalMatch::user_text);
if (match_it == transitional_matches_.end()) {
if (transitional_matches_size_ + lower_user_text.length() >
kMaximumTransitionalMatchesSize) {
return;
}
transitional_matches_.emplace_back(lower_user_text);
transitional_matches_size_ += lower_user_text.length();
match_it = transitional_matches_.end() - 1;
}
for (const auto& match : result) {
const GURL& url = match.destination_url;
const size_t size = url.spec().size();
if (!base::Contains(match_it->urls, url) && size <= kMaximumStringLength &&
transitional_matches_size_ + size <= kMaximumTransitionalMatchesSize) {
match_it->urls.push_back(url);
transitional_matches_size_ += size;
}
}
}
void AutocompleteActionPredictor::ClearTransitionalMatches() {
transitional_matches_.clear();
transitional_matches_size_ = 0;
}
void AutocompleteActionPredictor::StartPrerendering(
const GURL& url,
content::WebContents& web_contents) {
DCHECK_CURRENTLY_ON(content::BrowserThread::UI);
// Helpers to create content::PreloadingAttempt.
auto* preloading_data =
content::PreloadingData::GetOrCreateForWebContents(&web_contents);
content::PreloadingURLMatchCallback same_url_matcher =
content::PreloadingData::GetSameURLMatcher(url);
SetIsNavigationInDomainCallback(preloading_data);
// Create new PreloadingAttempt and pass all the values corresponding to this
// prerendering attempt for Prerender.
content::PreloadingAttempt* preloading_attempt =
preloading_data->AddPreloadingAttempt(
chrome_preloading_predictor::kOmniboxDirectURLInput,
content::PreloadingType::kPrerender, std::move(same_url_matcher),
web_contents.GetPrimaryMainFrame()->GetPageUkmSourceId());
PrerenderManager::CreateForWebContents(&web_contents);
auto* prerender_manager = PrerenderManager::FromWebContents(&web_contents);
direct_url_input_prerender_handle_ =
prerender_manager->StartPrerenderDirectUrlInput(url, *preloading_attempt);
}
AutocompleteActionPredictor::Action
AutocompleteActionPredictor::DecideActionByConfidence(double confidence) {
Action action = ACTION_NONE;
if (confidence >= kPrerenderDUIConfidenceCutoff.Get()) {
action = ACTION_PRERENDER;
} else if (confidence >= kPreconnectConfidenceCutoff.Get()) {
action = ACTION_PRECONNECT;
}
return action;
}
AutocompleteActionPredictor::Action
AutocompleteActionPredictor::RecommendAction(
const std::u16string& user_text,
const AutocompleteMatch& match,
content::WebContents* web_contents) const {
const double confidence = CalculateConfidence(user_text, match);
DCHECK(confidence >= 0.0 && confidence <= 1.0);
// Map the confidence to an action.
Action action = DecideActionByConfidence(confidence);
// Downgrade prerender to preconnect if this is a search match.
// Default search result engine pre* is managed by `SearchPrefetchService`.
if (action == ACTION_PRERENDER &&
AutocompleteMatch::IsSearchType(match.type)) {
action = ACTION_PRECONNECT;
}
// During startup/shutdown it could be possible that the Omnibox doesn't have
// an attached WebContents yet. In that case, don't create PreloadingData and
// don't add PreloadingPrediction.
if (web_contents) {
// Create new PreloadingPrediction class and pass all the fields.
content::PreloadingURLMatchCallback same_url_matcher =
content::PreloadingData::GetSameURLMatcher(match.destination_url);
auto* preloading_data =
content::PreloadingData::GetOrCreateForWebContents(web_contents);
SetIsNavigationInDomainCallback(preloading_data);
// We multiply confidence by 100 to pass the percentage and cast it into int
// for logs.
preloading_data->AddPreloadingPrediction(
chrome_preloading_predictor::kOmniboxDirectURLInput,
static_cast<int>(confidence * 100), std::move(same_url_matcher),
web_contents->GetPrimaryMainFrame()->GetPageUkmSourceId());
}
return action;
}
// static
bool AutocompleteActionPredictor::IsPreconnectable(
const AutocompleteMatch& match) {
return AutocompleteMatch::IsSearchType(match.type);
}
void AutocompleteActionPredictor::OnOmniboxOpenedUrl(const OmniboxLog& log) {
if (!initialized_) {
return;
}
// TODO(dominich): The body of this method doesn't need to be run
// synchronously. Investigate posting it as a task to be run later.
if (log.text.length() < kMinimumUserTextLength ||
log.text.length() > kMaximumStringLength) {
return;
}
// Do not attempt to learn from omnibox interactions where the omnibox
// dropdown is closed. In these cases the user text (|log.text|) that we
// learn from is either empty or effectively identical to the destination
// string. In either case, it can't teach us much. Also do not attempt
// to learn from paste-and-go actions even if the popup is open because
// the paste-and-go destination has no relation to whatever text the user
// may have typed.
if (!log.is_popup_open || log.is_paste_and_go) {
return;
}
const AutocompleteMatch& match = log.result->match_at(log.selection.line);
const GURL& opened_url = match.destination_url;
// Record the value if prerender for direct url input was not started. Other
// values (kHitFinished, kUnused, kCancelled) are recorded in
// PrerenderManager.
if (!direct_url_input_prerender_handle_) {
base::UmaHistogramEnumeration(
internal::kHistogramPrerenderPredictionStatusDirectUrlInput,
PrerenderPredictionStatus::kNotStarted);
}
UpdateDatabaseFromTransitionalMatches(opened_url);
}
void AutocompleteActionPredictor::UpdateDatabaseFromTransitionalMatches(
const GURL& opened_url) {
std::vector<AutocompleteActionPredictorTable::Row> rows_to_add;
std::vector<AutocompleteActionPredictorTable::Row> rows_to_update;
for (const TransitionalMatch& transitional_match : transitional_matches_) {
DCHECK_GE(transitional_match.user_text.length(), kMinimumUserTextLength);
DCHECK_LE(transitional_match.user_text.length(), kMaximumStringLength);
// Add entries to the database for those matches.
for (const GURL& url : transitional_match.urls) {
DCHECK_LE(url.spec().length(), kMaximumStringLength);
const DBCacheKey key = {transitional_match.user_text, url};
const bool is_hit = !opened_url.is_empty() && (url == opened_url);
AutocompleteActionPredictorTable::Row row;
row.user_text = key.user_text;
row.url = key.url;
auto it = db_cache_.find(key);
if (it == db_cache_.end()) {
row.id = base::Uuid::GenerateRandomV4().AsLowercaseString();
row.number_of_hits = is_hit ? 1 : 0;
row.number_of_misses = is_hit ? 0 : 1;
rows_to_add.push_back(row);
} else {
DCHECK(db_id_cache_.find(key) != db_id_cache_.end());
row.id = db_id_cache_.find(key)->second;
row.number_of_hits = it->second.number_of_hits + (is_hit ? 1 : 0);
row.number_of_misses = it->second.number_of_misses + (is_hit ? 0 : 1);
rows_to_update.push_back(row);
}
}
}
if (!rows_to_add.empty() || !rows_to_update.empty()) {
AddAndUpdateRows(rows_to_add, rows_to_update);
}
std::vector<AutocompleteActionPredictorTable::Row::Id> ids_to_delete;
if (db_cache_.size() > kMaximumCacheSize) {
DeleteLowestConfidenceRowsFromCaches(db_cache_.size() - kMaximumCacheSize,
&ids_to_delete);
}
if (!ids_to_delete.empty() && table_.get()) {
table_->GetTaskRunner()->PostTask(
FROM_HERE, base::BindOnce(&AutocompleteActionPredictorTable::DeleteRows,
table_, std::move(ids_to_delete)));
}
ClearTransitionalMatches();
}
void AutocompleteActionPredictor::DeleteAllRows() {
DCHECK(initialized_);
db_cache_.clear();
db_id_cache_.clear();
if (table_.get()) {
table_->GetTaskRunner()->PostTask(
FROM_HERE,
base::BindOnce(&AutocompleteActionPredictorTable::DeleteAllRows,
table_));
}
}
void AutocompleteActionPredictor::DeleteRowsFromCaches(
const history::URLRows& rows,
std::vector<AutocompleteActionPredictorTable::Row::Id>* id_list) {
DCHECK(initialized_);
DCHECK(id_list);
for (auto it = db_cache_.begin(); it != db_cache_.end();) {
if (std::ranges::any_of(rows,
history::URLRow::URLRowHasURL(it->first.url))) {
const DBIdCacheMap::iterator id_it = db_id_cache_.find(it->first);
DCHECK(id_it != db_id_cache_.end());
id_list->push_back(id_it->second);
db_id_cache_.erase(id_it);
db_cache_.erase(it++);
} else {
++it;
}
}
}
void AutocompleteActionPredictor::AddAndUpdateRows(
const AutocompleteActionPredictorTable::Rows& rows_to_add,
const AutocompleteActionPredictorTable::Rows& rows_to_update) {
if (!initialized_) {
return;
}
for (auto it = rows_to_add.begin(); it != rows_to_add.end(); ++it) {
const DBCacheKey key = { it->user_text, it->url };
DBCacheValue value = { it->number_of_hits, it->number_of_misses };
DCHECK(db_cache_.find(key) == db_cache_.end());
db_cache_[key] = value;
db_id_cache_[key] = it->id;
}
for (auto it = rows_to_update.begin(); it != rows_to_update.end(); ++it) {
const DBCacheKey key = { it->user_text, it->url };
auto db_it = db_cache_.find(key);
DCHECK(db_it != db_cache_.end());
DCHECK(db_id_cache_.find(key) != db_id_cache_.end());
db_it->second.number_of_hits = it->number_of_hits;
db_it->second.number_of_misses = it->number_of_misses;
}
if (table_.get()) {
table_->GetTaskRunner()->PostTask(
FROM_HERE,
base::BindOnce(&AutocompleteActionPredictorTable::AddAndUpdateRows,
table_, rows_to_add, rows_to_update));
}
}
void AutocompleteActionPredictor::CreateCaches(
std::unique_ptr<std::vector<AutocompleteActionPredictorTable::Row>> rows) {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(!profile_->IsOffTheRecord());
DCHECK(!initialized_);
DCHECK(db_cache_.empty());
DCHECK(db_id_cache_.empty());
for (std::vector<AutocompleteActionPredictorTable::Row>::const_iterator it =
rows->begin(); it != rows->end(); ++it) {
const DBCacheKey key = { it->user_text, it->url };
const DBCacheValue value = { it->number_of_hits, it->number_of_misses };
db_cache_[key] = value;
db_id_cache_[key] = it->id;
}
// If the history service is ready, delete any old or invalid entries.
history::HistoryService* history_service =
HistoryServiceFactory::GetForProfile(profile_,
ServiceAccessType::EXPLICIT_ACCESS);
if (history_service) {
TryDeleteOldEntries(history_service);
history_service_observation_.Observe(history_service);
}
}
void AutocompleteActionPredictor::TryDeleteOldEntries(
history::HistoryService* service) {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(!profile_->IsOffTheRecord());
DCHECK(!initialized_);
if (!service) {
return;
}
history::URLDatabase* url_db = service->InMemoryDatabase();
if (!url_db) {
return;
}
DeleteOldEntries(url_db);
}
void AutocompleteActionPredictor::DeleteOldEntries(
history::URLDatabase* url_db) {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(!profile_->IsOffTheRecord());
DCHECK(!initialized_);
DCHECK(table_.get());
std::vector<AutocompleteActionPredictorTable::Row::Id> ids_to_delete;
DeleteOldIdsFromCaches(url_db, &ids_to_delete);
if (db_cache_.size() > kMaximumCacheSize) {
DeleteLowestConfidenceRowsFromCaches(db_cache_.size() - kMaximumCacheSize,
&ids_to_delete);
}
if (!ids_to_delete.empty()) {
table_->GetTaskRunner()->PostTask(
FROM_HERE, base::BindOnce(&AutocompleteActionPredictorTable::DeleteRows,
table_, std::move(ids_to_delete)));
}
FinishInitialization();
if (incognito_predictor_) {
incognito_predictor_->CopyFromMainProfile();
}
}
void AutocompleteActionPredictor::DeleteOldIdsFromCaches(
history::URLDatabase* url_db,
std::vector<AutocompleteActionPredictorTable::Row::Id>* id_list) {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(!profile_->IsOffTheRecord());
DCHECK(url_db);
DCHECK(id_list);
for (auto it = db_cache_.begin(); it != db_cache_.end();) {
history::URLRow url_row;
if ((url_db->GetRowForURL(it->first.url, &url_row) == 0) ||
((base::Time::Now() - url_row.last_visit()).InDays() >
kMaximumDaysToKeepEntry)) {
const DBIdCacheMap::iterator id_it = db_id_cache_.find(it->first);
DCHECK(id_it != db_id_cache_.end());
id_list->push_back(id_it->second);
db_id_cache_.erase(id_it);
db_cache_.erase(it++);
} else {
++it;
}
}
}
void AutocompleteActionPredictor::DeleteLowestConfidenceRowsFromCaches(
size_t count,
std::vector<AutocompleteActionPredictorTable::Row::Id>* id_list) {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(id_list);
auto compare_confidence = [](const DBCacheMap::iterator& lhs,
const DBCacheMap::iterator& rhs) {
const DBCacheValue& lhs_value = lhs->second;
const DBCacheValue& rhs_value = rhs->second;
// Compare by confidence scores first. In case of equality, compare by
// number of hits.
int lhs_confidence_to_compare =
lhs_value.number_of_hits *
(rhs_value.number_of_hits + rhs_value.number_of_misses);
int rhs_confidence_to_compare =
rhs_value.number_of_hits *
(lhs_value.number_of_hits + lhs_value.number_of_misses);
return std::tie(lhs_confidence_to_compare, lhs_value.number_of_hits) <
std::tie(rhs_confidence_to_compare, rhs_value.number_of_hits);
};
// Use max heap to find |count| smallest elements in |db_cache_|.
std::priority_queue<DBCacheMap::iterator, std::vector<DBCacheMap::iterator>,
decltype(compare_confidence)>
max_heap(compare_confidence);
for (auto it = db_cache_.begin(); it != db_cache_.end(); ++it) {
max_heap.push(it);
if (max_heap.size() > count)
max_heap.pop();
}
// Only iterators to the erased elements are invalidated, so it's safe to keep
// using remaining iterators.
while (!max_heap.empty()) {
auto entry_to_delete = max_heap.top();
auto id_it = db_id_cache_.find(entry_to_delete->first);
DCHECK(id_it != db_id_cache_.end());
id_list->push_back(id_it->second);
db_id_cache_.erase(id_it);
db_cache_.erase(entry_to_delete);
max_heap.pop();
}
}
void AutocompleteActionPredictor::CopyFromMainProfile() {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(profile_->IsOffTheRecord());
DCHECK(!initialized_);
DCHECK(main_profile_predictor_);
DCHECK(main_profile_predictor_->initialized_);
db_cache_ = main_profile_predictor_->db_cache_;
db_id_cache_ = main_profile_predictor_->db_id_cache_;
FinishInitialization();
}
void AutocompleteActionPredictor::FinishInitialization() {
CHECK(content::BrowserThread::CurrentlyOn(content::BrowserThread::UI));
DCHECK(!initialized_);
initialized_ = true;
for (Observer& obs : observers_) {
obs.OnInitialized();
}
}
double AutocompleteActionPredictor::CalculateConfidence(
const std::u16string& user_text,
const AutocompleteMatch& match) const {
const DBCacheKey key = { user_text, match.destination_url };
if (user_text.length() < kMinimumUserTextLength) {
return 0.0;
}
const DBCacheMap::const_iterator iter = db_cache_.find(key);
if (iter == db_cache_.end()) {
return 0.0;
}
return CalculateConfidenceForDbEntry(iter);
}
double AutocompleteActionPredictor::CalculateConfidenceForDbEntry(
DBCacheMap::const_iterator iter) const {
const DBCacheValue& value = iter->second;
if (value.number_of_hits < kMinimumNumberOfHits) {
return 0.0;
}
const double number_of_hits = static_cast<double>(value.number_of_hits);
return number_of_hits / (number_of_hits + value.number_of_misses);
}
void AutocompleteActionPredictor::Shutdown() {
history_service_observation_.Reset();
}
void AutocompleteActionPredictor::OnHistoryDeletions(
history::HistoryService* history_service,
const history::DeletionInfo& deletion_info) {
DCHECK(initialized_);
if (deletion_info.IsAllHistory()) {
DeleteAllRows();
return;
}
std::vector<AutocompleteActionPredictorTable::Row::Id> id_list;
DeleteRowsFromCaches(deletion_info.deleted_rows(), &id_list);
if (!deletion_info.is_from_expiration() && history_service) {
auto* url_db = history_service->InMemoryDatabase();
if (url_db)
DeleteOldIdsFromCaches(url_db, &id_list);
}
if (table_.get()) {
table_->GetTaskRunner()->PostTask(
FROM_HERE, base::BindOnce(&AutocompleteActionPredictorTable::DeleteRows,
table_, std::move(id_list)));
}
}
void AutocompleteActionPredictor::OnHistoryServiceLoaded(
history::HistoryService* history_service) {
if (!initialized_) {
TryDeleteOldEntries(history_service);
}
}
void AutocompleteActionPredictor::AddObserver(Observer* observer) {
observers_.AddObserver(observer);
}
void AutocompleteActionPredictor::RemoveObserver(Observer* observer) {
observers_.RemoveObserver(observer);
}
AutocompleteActionPredictor::TransitionalMatch::TransitionalMatch() = default;
AutocompleteActionPredictor::TransitionalMatch::TransitionalMatch(
const std::u16string in_user_text)
: user_text(in_user_text) {}
AutocompleteActionPredictor::TransitionalMatch::TransitionalMatch(
const TransitionalMatch& other) = default;
AutocompleteActionPredictor::TransitionalMatch::~TransitionalMatch() = default;
} // namespace predictors
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