Clean up the legacy anomaly detection mechanism in the Settings

Clean up the legacy anomaly detection mechanism in the Settings, which is implemented in the 2017-2018. The will be replaced by the new anomaly detection mechanism.

Bug: n/a
Test: make -j64 RunSettingsRoboTests ROBOTEST_FILTER="com.android.settings.fuelgauge"
Change-Id: Id5b5f4987c205c45698b6aa25aeb9604479e79c6
This commit is contained in:
ykhung
2024-01-16 10:09:47 +08:00
committed by YK Hung
parent 5d0121e044
commit 5bf510bf0d
12 changed files with 2 additions and 1326 deletions

View File

@@ -38,7 +38,6 @@ import androidx.annotation.VisibleForTesting;
import com.android.settings.applications.ProcStatsData;
import com.android.settings.datausage.lib.DataUsageLib;
import com.android.settings.fuelgauge.batterytip.AnomalyConfigJobService;
import com.android.settings.network.MobileNetworkRepository;
import com.android.settingslib.net.DataUsageController;
@@ -99,7 +98,6 @@ public class SettingsDumpService extends Service {
dump.put(KEY_DATAUSAGE, dumpDataUsage());
dump.put(KEY_MEMORY, dumpMemory());
dump.put(KEY_DEFAULT_BROWSER_APP, dumpDefaultBrowser());
dump.put(KEY_ANOMALY_DETECTION, dumpAnomalyDetection());
} catch (Exception e) {
Log.w(TAG, "exception in dump: ", e);
}
@@ -197,20 +195,6 @@ public class SettingsDumpService extends Service {
}
}
@VisibleForTesting
JSONObject dumpAnomalyDetection() throws JSONException {
final JSONObject obj = new JSONObject();
final SharedPreferences sharedPreferences = getSharedPreferences(
AnomalyConfigJobService.PREF_DB,
Context.MODE_PRIVATE);
final int currentVersion = sharedPreferences.getInt(
AnomalyConfigJobService.KEY_ANOMALY_CONFIG_VERSION,
0 /* defValue */);
obj.put("anomaly_config_version", String.valueOf(currentVersion));
return obj;
}
private void dumpMobileNetworkSettings(IndentingPrintWriter writer) {
MobileNetworkRepository.getInstance(this).dump(writer);
}

View File

@@ -1,80 +0,0 @@
/*
* Copyright (C) 2018 The Android Open Source Project
*
* 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.
*/
package com.android.settings.fuelgauge.batterytip;
import android.app.job.JobInfo;
import android.app.job.JobParameters;
import android.app.job.JobScheduler;
import android.app.job.JobService;
import android.content.ComponentName;
import android.content.Context;
import android.util.Log;
import androidx.annotation.VisibleForTesting;
import com.android.settings.R;
import com.android.settingslib.utils.ThreadUtils;
import java.util.concurrent.TimeUnit;
/** A JobService to clean up obsolete data in anomaly database */
public class AnomalyCleanupJobService extends JobService {
private static final String TAG = "AnomalyCleanUpJobService";
@VisibleForTesting static final long CLEAN_UP_FREQUENCY_MS = TimeUnit.DAYS.toMillis(1);
public static void scheduleCleanUp(Context context) {
final JobScheduler jobScheduler = context.getSystemService(JobScheduler.class);
final ComponentName component = new ComponentName(context, AnomalyCleanupJobService.class);
final JobInfo.Builder jobBuilder =
new JobInfo.Builder(R.integer.job_anomaly_clean_up, component)
.setPeriodic(CLEAN_UP_FREQUENCY_MS)
.setRequiresDeviceIdle(true)
.setRequiresCharging(true)
.setPersisted(true);
final JobInfo pending = jobScheduler.getPendingJob(R.integer.job_anomaly_clean_up);
// Don't schedule it if it already exists, to make sure it runs periodically even after
// reboot
if (pending == null
&& jobScheduler.schedule(jobBuilder.build()) != JobScheduler.RESULT_SUCCESS) {
Log.i(TAG, "Anomaly clean up job service schedule failed.");
}
}
@Override
public boolean onStartJob(JobParameters params) {
final BatteryDatabaseManager batteryDatabaseManager =
BatteryDatabaseManager.getInstance(this);
final BatteryTipPolicy policy = new BatteryTipPolicy(this);
ThreadUtils.postOnBackgroundThread(
() -> {
batteryDatabaseManager.deleteAllAnomaliesBeforeTimeStamp(
System.currentTimeMillis()
- TimeUnit.DAYS.toMillis(policy.dataHistoryRetainDay));
jobFinished(params, false /* wantsReschedule */);
});
return true;
}
@Override
public boolean onStopJob(JobParameters jobParameters) {
return false;
}
}

View File

@@ -1,139 +0,0 @@
/*
* Copyright (C) 2018 The Android Open Source Project
*
* 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.
*/
package com.android.settings.fuelgauge.batterytip;
import android.app.StatsManager;
import android.app.job.JobInfo;
import android.app.job.JobParameters;
import android.app.job.JobScheduler;
import android.app.job.JobService;
import android.content.ComponentName;
import android.content.Context;
import android.content.SharedPreferences;
import android.provider.Settings;
import android.text.TextUtils;
import android.util.Base64;
import android.util.Log;
import androidx.annotation.VisibleForTesting;
import com.android.settings.R;
import com.android.settingslib.utils.ThreadUtils;
import java.util.concurrent.TimeUnit;
/** A JobService check whether to update the anomaly config periodically */
public class AnomalyConfigJobService extends JobService {
private static final String TAG = "AnomalyConfigJobService";
public static final String PREF_DB = "anomaly_pref";
public static final String KEY_ANOMALY_CONFIG_VERSION = "anomaly_config_version";
private static final int DEFAULT_VERSION = 0;
@VisibleForTesting static final long CONFIG_UPDATE_FREQUENCY_MS = TimeUnit.DAYS.toMillis(1);
public static void scheduleConfigUpdate(Context context) {
final JobScheduler jobScheduler = context.getSystemService(JobScheduler.class);
final ComponentName component = new ComponentName(context, AnomalyConfigJobService.class);
final JobInfo.Builder jobBuilder =
new JobInfo.Builder(R.integer.job_anomaly_config_update, component)
.setPeriodic(CONFIG_UPDATE_FREQUENCY_MS)
.setRequiresDeviceIdle(true)
.setRequiresCharging(true)
.setPersisted(true);
final JobInfo pending = jobScheduler.getPendingJob(R.integer.job_anomaly_config_update);
// Don't schedule it if it already exists, to make sure it runs periodically even after
// reboot
if (pending == null
&& jobScheduler.schedule(jobBuilder.build()) != JobScheduler.RESULT_SUCCESS) {
Log.i(TAG, "Anomaly config update job service schedule failed.");
}
}
@Override
public boolean onStartJob(JobParameters params) {
ThreadUtils.postOnBackgroundThread(
() -> {
final StatsManager statsManager = getSystemService(StatsManager.class);
checkAnomalyConfig(statsManager);
try {
BatteryTipUtils.uploadAnomalyPendingIntent(this, statsManager);
} catch (StatsManager.StatsUnavailableException e) {
Log.w(TAG, "Failed to uploadAnomalyPendingIntent.", e);
}
jobFinished(params, false /* wantsReschedule */);
});
return true;
}
@Override
public boolean onStopJob(JobParameters jobParameters) {
return false;
}
@VisibleForTesting
synchronized void checkAnomalyConfig(StatsManager statsManager) {
final SharedPreferences sharedPreferences =
getSharedPreferences(PREF_DB, Context.MODE_PRIVATE);
final int currentVersion =
sharedPreferences.getInt(KEY_ANOMALY_CONFIG_VERSION, DEFAULT_VERSION);
final int newVersion =
Settings.Global.getInt(
getContentResolver(),
Settings.Global.ANOMALY_CONFIG_VERSION,
DEFAULT_VERSION);
final String rawConfig =
Settings.Global.getString(getContentResolver(), Settings.Global.ANOMALY_CONFIG);
Log.i(TAG, "CurrentVersion: " + currentVersion + " new version: " + newVersion);
if (newVersion > currentVersion) {
try {
statsManager.removeConfig(StatsManagerConfig.ANOMALY_CONFIG_KEY);
} catch (StatsManager.StatsUnavailableException e) {
Log.i(
TAG,
"When updating anomaly config, failed to first remove the old config "
+ StatsManagerConfig.ANOMALY_CONFIG_KEY,
e);
}
if (!TextUtils.isEmpty(rawConfig)) {
try {
final byte[] config = Base64.decode(rawConfig, Base64.DEFAULT);
statsManager.addConfig(StatsManagerConfig.ANOMALY_CONFIG_KEY, config);
Log.i(
TAG,
"Upload the anomaly config. configKey: "
+ StatsManagerConfig.ANOMALY_CONFIG_KEY);
SharedPreferences.Editor editor = sharedPreferences.edit();
editor.putInt(KEY_ANOMALY_CONFIG_VERSION, newVersion);
editor.commit();
} catch (IllegalArgumentException e) {
Log.e(TAG, "Anomaly raw config is in wrong format", e);
} catch (StatsManager.StatsUnavailableException e) {
Log.i(
TAG,
"Upload of anomaly config failed for configKey "
+ StatsManagerConfig.ANOMALY_CONFIG_KEY,
e);
}
}
}
}
}

View File

@@ -1,52 +0,0 @@
/*
* Copyright (C) 2018 The Android Open Source Project
*
* 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.
*/
package com.android.settings.fuelgauge.batterytip;
import android.app.StatsManager;
import android.content.BroadcastReceiver;
import android.content.Context;
import android.content.Intent;
import android.util.Log;
/**
* Receive broadcast when {@link StatsManager} restart, then check the anomaly config and prepare
* info for {@link StatsManager}
*/
public class AnomalyConfigReceiver extends BroadcastReceiver {
private static final String TAG = "AnomalyConfigReceiver";
@Override
public void onReceive(Context context, Intent intent) {
if (StatsManager.ACTION_STATSD_STARTED.equals(intent.getAction())
|| Intent.ACTION_BOOT_COMPLETED.equals(intent.getAction())) {
final StatsManager statsManager = context.getSystemService(StatsManager.class);
// Check whether to update the config
AnomalyConfigJobService.scheduleConfigUpdate(context);
try {
BatteryTipUtils.uploadAnomalyPendingIntent(context, statsManager);
} catch (StatsManager.StatsUnavailableException e) {
Log.w(TAG, "Failed to uploadAnomalyPendingIntent.", e);
}
if (Intent.ACTION_BOOT_COMPLETED.equals(intent.getAction())) {
AnomalyCleanupJobService.scheduleCleanUp(context);
}
}
}
}

View File

@@ -1,267 +0,0 @@
/*
* Copyright (C) 2018 The Android Open Source Project
*
* 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.
*/
package com.android.settings.fuelgauge.batterytip;
import static android.os.StatsDimensionsValue.INT_VALUE_TYPE;
import static android.os.StatsDimensionsValue.TUPLE_VALUE_TYPE;
import android.app.AppOpsManager;
import android.app.StatsManager;
import android.app.job.JobInfo;
import android.app.job.JobParameters;
import android.app.job.JobScheduler;
import android.app.job.JobService;
import android.app.job.JobWorkItem;
import android.app.settings.SettingsEnums;
import android.content.ComponentName;
import android.content.ContentResolver;
import android.content.Context;
import android.content.Intent;
import android.os.Bundle;
import android.os.StatsDimensionsValue;
import android.os.UserManager;
import android.provider.Settings;
import android.util.Log;
import androidx.annotation.GuardedBy;
import androidx.annotation.VisibleForTesting;
import com.android.internal.util.ArrayUtils;
import com.android.settings.R;
import com.android.settings.fuelgauge.BatteryUtils;
import com.android.settings.fuelgauge.PowerUsageFeatureProvider;
import com.android.settings.overlay.FeatureFactory;
import com.android.settingslib.core.instrumentation.MetricsFeatureProvider;
import com.android.settingslib.fuelgauge.PowerAllowlistBackend;
import com.android.settingslib.utils.ThreadUtils;
import java.time.Duration;
import java.util.ArrayList;
import java.util.List;
import java.util.concurrent.TimeUnit;
/** A JobService to store anomaly data to anomaly database */
public class AnomalyDetectionJobService extends JobService {
private static final String TAG = "AnomalyDetectionService";
private static final int ON = 1;
@VisibleForTesting static final int UID_NULL = -1;
@VisibleForTesting static final int STATSD_UID_FILED = 1;
@VisibleForTesting static final long MAX_DELAY_MS = Duration.ofDays(1).toMillis();
private final Object mLock = new Object();
@GuardedBy("mLock")
@VisibleForTesting
boolean mIsJobCanceled = false;
public static void scheduleAnomalyDetection(Context context, Intent intent) {
final JobScheduler jobScheduler = context.getSystemService(JobScheduler.class);
final ComponentName component =
new ComponentName(context, AnomalyDetectionJobService.class);
final JobInfo.Builder jobBuilder =
new JobInfo.Builder(R.integer.job_anomaly_detection, component)
.setOverrideDeadline(MAX_DELAY_MS);
if (jobScheduler.enqueue(jobBuilder.build(), new JobWorkItem(intent))
!= JobScheduler.RESULT_SUCCESS) {
Log.i(TAG, "Anomaly detection job service enqueue failed.");
}
}
@Override
public boolean onStartJob(JobParameters params) {
synchronized (mLock) {
mIsJobCanceled = false;
}
ThreadUtils.postOnBackgroundThread(
() -> {
final Context context = AnomalyDetectionJobService.this;
final BatteryDatabaseManager batteryDatabaseManager =
BatteryDatabaseManager.getInstance(this);
final BatteryTipPolicy policy = new BatteryTipPolicy(this);
final BatteryUtils batteryUtils = BatteryUtils.getInstance(this);
final ContentResolver contentResolver = getContentResolver();
final UserManager userManager = getSystemService(UserManager.class);
final PowerAllowlistBackend powerAllowlistBackend =
PowerAllowlistBackend.getInstance(context);
final PowerUsageFeatureProvider powerUsageFeatureProvider =
FeatureFactory.getFeatureFactory().getPowerUsageFeatureProvider();
final MetricsFeatureProvider metricsFeatureProvider =
FeatureFactory.getFeatureFactory().getMetricsFeatureProvider();
for (JobWorkItem item = dequeueWork(params);
item != null;
item = dequeueWork(params)) {
saveAnomalyToDatabase(
context,
userManager,
batteryDatabaseManager,
batteryUtils,
policy,
powerAllowlistBackend,
contentResolver,
powerUsageFeatureProvider,
metricsFeatureProvider,
item.getIntent().getExtras());
completeWork(params, item);
}
});
return true;
}
@Override
public boolean onStopJob(JobParameters jobParameters) {
synchronized (mLock) {
mIsJobCanceled = true;
}
return true; // Need to reschedule
}
@VisibleForTesting
void saveAnomalyToDatabase(
Context context,
UserManager userManager,
BatteryDatabaseManager databaseManager,
BatteryUtils batteryUtils,
BatteryTipPolicy policy,
PowerAllowlistBackend powerAllowlistBackend,
ContentResolver contentResolver,
PowerUsageFeatureProvider powerUsageFeatureProvider,
MetricsFeatureProvider metricsFeatureProvider,
Bundle bundle) {
// The Example of intentDimsValue is: 35:{1:{1:{1:10013|}|}|}
final StatsDimensionsValue intentDimsValue =
bundle.getParcelable(StatsManager.EXTRA_STATS_DIMENSIONS_VALUE);
final long timeMs =
bundle.getLong(
AnomalyDetectionReceiver.KEY_ANOMALY_TIMESTAMP, System.currentTimeMillis());
final ArrayList<String> cookies =
bundle.getStringArrayList(StatsManager.EXTRA_STATS_BROADCAST_SUBSCRIBER_COOKIES);
final AnomalyInfo anomalyInfo =
new AnomalyInfo(!ArrayUtils.isEmpty(cookies) ? cookies.get(0) : "");
Log.i(TAG, "Extra stats value: " + intentDimsValue.toString());
try {
final int uid = extractUidFromStatsDimensionsValue(intentDimsValue);
final boolean autoFeatureOn =
powerUsageFeatureProvider.isSmartBatterySupported()
? Settings.Global.getInt(
contentResolver,
Settings.Global.ADAPTIVE_BATTERY_MANAGEMENT_ENABLED,
ON)
== ON
: Settings.Global.getInt(
contentResolver,
Settings.Global.APP_AUTO_RESTRICTION_ENABLED,
ON)
== ON;
final String packageName = batteryUtils.getPackageName(uid);
final long versionCode = batteryUtils.getAppLongVersionCode(packageName);
final String versionedPackage = packageName + "/" + versionCode;
if (batteryUtils.shouldHideAnomaly(powerAllowlistBackend, uid, anomalyInfo)) {
metricsFeatureProvider.action(
SettingsEnums.PAGE_UNKNOWN,
SettingsEnums.ACTION_ANOMALY_IGNORED,
SettingsEnums.PAGE_UNKNOWN,
versionedPackage,
anomalyInfo.anomalyType);
} else {
if (autoFeatureOn && anomalyInfo.autoRestriction) {
// Auto restrict this app
batteryUtils.setForceAppStandby(uid, packageName, AppOpsManager.MODE_IGNORED);
databaseManager.insertAnomaly(
uid,
packageName,
anomalyInfo.anomalyType,
AnomalyDatabaseHelper.State.AUTO_HANDLED,
timeMs);
} else {
databaseManager.insertAnomaly(
uid,
packageName,
anomalyInfo.anomalyType,
AnomalyDatabaseHelper.State.NEW,
timeMs);
}
metricsFeatureProvider.action(
SettingsEnums.PAGE_UNKNOWN,
SettingsEnums.ACTION_ANOMALY_TRIGGERED,
SettingsEnums.PAGE_UNKNOWN,
versionedPackage,
anomalyInfo.anomalyType);
}
} catch (NullPointerException | IndexOutOfBoundsException e) {
Log.e(TAG, "Parse stats dimensions value error.", e);
}
}
/**
* Extract the uid from {@link StatsDimensionsValue} <br>
* <br>
* The uid dimension has the format: {1:int} inside the tuple list. Here are some examples: <br>
* 1.Excessive bg anomaly: 27:{1:10089|} <br>
* 2.Wakeup alarm anomaly: 35:{1:{1:{1:10013|}|}|} <br>
* 3.Bluetooth anomaly: 3:{1:{1:{1:10140|}|}|}
*/
@VisibleForTesting
int extractUidFromStatsDimensionsValue(StatsDimensionsValue statsDimensionsValue) {
if (statsDimensionsValue == null) {
return UID_NULL;
}
if (statsDimensionsValue.isValueType(INT_VALUE_TYPE)
&& statsDimensionsValue.getField() == STATSD_UID_FILED) {
// Find out the real uid
return statsDimensionsValue.getIntValue();
}
if (statsDimensionsValue.isValueType(TUPLE_VALUE_TYPE)) {
final List<StatsDimensionsValue> values = statsDimensionsValue.getTupleValueList();
for (int i = 0, size = values.size(); i < size; i++) {
int uid = extractUidFromStatsDimensionsValue(values.get(i));
if (uid != UID_NULL) {
return uid;
}
}
}
return UID_NULL;
}
@VisibleForTesting
JobWorkItem dequeueWork(JobParameters parameters) {
synchronized (mLock) {
if (mIsJobCanceled) {
return null;
}
return parameters.dequeueWork();
}
}
@VisibleForTesting
void completeWork(JobParameters parameters, JobWorkItem item) {
synchronized (mLock) {
if (mIsJobCanceled) {
return;
}
parameters.completeWork(item);
}
}
}

View File

@@ -1,55 +0,0 @@
/*
* Copyright (C) 2018 The Android Open Source Project
*
* 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.
*/
package com.android.settings.fuelgauge.batterytip;
import android.app.StatsManager;
import android.content.BroadcastReceiver;
import android.content.Context;
import android.content.Intent;
import android.os.Bundle;
import android.util.Log;
/** Receive the anomaly info from {@link StatsManager} */
public class AnomalyDetectionReceiver extends BroadcastReceiver {
private static final String TAG = "SettingsAnomalyReceiver";
public static final String KEY_ANOMALY_TIMESTAMP = "key_anomaly_timestamp";
@Override
public void onReceive(Context context, Intent intent) {
final long configUid = intent.getLongExtra(StatsManager.EXTRA_STATS_CONFIG_UID, -1);
final long configKey = intent.getLongExtra(StatsManager.EXTRA_STATS_CONFIG_KEY, -1);
final long subscriptionId =
intent.getLongExtra(StatsManager.EXTRA_STATS_SUBSCRIPTION_ID, -1);
Log.i(
TAG,
"Anomaly intent received. configUid = "
+ configUid
+ " configKey = "
+ configKey
+ " subscriptionId = "
+ subscriptionId);
final Bundle bundle = intent.getExtras();
if (bundle == null) {
return;
}
bundle.putLong(KEY_ANOMALY_TIMESTAMP, System.currentTimeMillis());
AnomalyDetectionJobService.scheduleAnomalyDetection(context, intent);
}
}

View File

@@ -17,8 +17,6 @@
package com.android.settings.fuelgauge.batterytip;
import android.app.AppOpsManager;
import android.app.PendingIntent;
import android.app.StatsManager;
import android.content.Context;
import android.content.Intent;
import android.os.UserHandle;
@@ -111,36 +109,8 @@ public class BatteryTipUtils {
}
}
/**
* Upload the {@link PendingIntent} to {@link StatsManager} for anomaly detection
*
* @throws StatsManager.StatsUnavailableException if failed to communicate with stats service
*/
public static void uploadAnomalyPendingIntent(Context context, StatsManager statsManager)
throws StatsManager.StatsUnavailableException {
final Intent extraIntent = new Intent(context, AnomalyDetectionReceiver.class);
final PendingIntent pendingIntent =
PendingIntent.getBroadcast(
context,
REQUEST_CODE,
extraIntent,
PendingIntent.FLAG_UPDATE_CURRENT | PendingIntent.FLAG_MUTABLE);
statsManager.setBroadcastSubscriber(
pendingIntent,
StatsManagerConfig.ANOMALY_CONFIG_KEY,
StatsManagerConfig.SUBSCRIBER_ID);
}
/** Detect and return anomaly apps after {@code timeAfterMs} */
/** Detect and return anomaly apps after {@code timeAfterMs} */
public static List<AppInfo> detectAnomalies(Context context, long timeAfterMs) {
final List<AppInfo> highUsageApps =
BatteryDatabaseManager.getInstance(context)
.queryAllAnomalies(timeAfterMs, AnomalyDatabaseHelper.State.NEW);
// Remove it if it doesn't have label or been restricted
highUsageApps.removeIf(
AppLabelPredicate.getInstance(context)
.or(AppRestrictionPredicate.getInstance(context)));
return highUsageApps;
return new ArrayList<>();
}
}