/* * Copyright (C) 2017 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 android.view.textclassifier; import android.annotation.NonNull; import android.annotation.Nullable; import android.content.ComponentName; import android.content.Context; import android.content.Intent; import android.content.pm.PackageManager; import android.content.pm.ResolveInfo; import android.graphics.drawable.Drawable; import android.net.Uri; import android.os.LocaleList; import android.os.ParcelFileDescriptor; import android.provider.Browser; import android.provider.ContactsContract; import android.provider.Settings; import android.text.util.Linkify; import android.util.Patterns; import com.android.internal.annotations.GuardedBy; import com.android.internal.logging.MetricsLogger; import com.android.internal.util.Preconditions; import java.io.File; import java.io.FileNotFoundException; import java.io.IOException; import java.util.ArrayList; import java.util.Arrays; import java.util.Collection; import java.util.Collections; import java.util.HashMap; import java.util.List; import java.util.Locale; import java.util.Map; import java.util.Objects; import java.util.regex.Matcher; import java.util.regex.Pattern; /** * Default implementation of the {@link TextClassifier} interface. * *

This class uses machine learning to recognize entities in text. * Unless otherwise stated, methods of this class are blocking operations and should most * likely not be called on the UI thread. * * @hide */ final class TextClassifierImpl implements TextClassifier { private static final String LOG_TAG = DEFAULT_LOG_TAG; private static final String MODEL_DIR = "/etc/textclassifier/"; private static final String MODEL_FILE_REGEX = "textclassifier\\.smartselection\\.(.*)\\.model"; private static final String UPDATED_MODEL_FILE_PATH = "/data/misc/textclassifier/textclassifier.smartselection.model"; private static final List ENTITY_TYPES_ALL = Collections.unmodifiableList(Arrays.asList( TextClassifier.TYPE_ADDRESS, TextClassifier.TYPE_EMAIL, TextClassifier.TYPE_PHONE, TextClassifier.TYPE_URL)); private static final List ENTITY_TYPES_BASE = Collections.unmodifiableList(Arrays.asList( TextClassifier.TYPE_ADDRESS, TextClassifier.TYPE_EMAIL, TextClassifier.TYPE_PHONE, TextClassifier.TYPE_URL)); private final Context mContext; private final MetricsLogger mMetricsLogger = new MetricsLogger(); private final Object mSmartSelectionLock = new Object(); @GuardedBy("mSmartSelectionLock") // Do not access outside this lock. private Map mModelFilePaths; @GuardedBy("mSmartSelectionLock") // Do not access outside this lock. private Locale mLocale; @GuardedBy("mSmartSelectionLock") // Do not access outside this lock. private int mVersion; @GuardedBy("mSmartSelectionLock") // Do not access outside this lock. private SmartSelection mSmartSelection; private TextClassifierConstants mSettings; TextClassifierImpl(Context context) { mContext = Preconditions.checkNotNull(context); } @Override public TextSelection suggestSelection( @NonNull CharSequence text, int selectionStartIndex, int selectionEndIndex, @NonNull TextSelection.Options options) { Utils.validateInput(text, selectionStartIndex, selectionEndIndex); try { if (text.length() > 0) { final LocaleList locales = (options == null) ? null : options.getDefaultLocales(); final SmartSelection smartSelection = getSmartSelection(locales); final String string = text.toString(); final int start; final int end; if (getSettings().isDarkLaunch() && !options.isDarkLaunchAllowed()) { start = selectionStartIndex; end = selectionEndIndex; } else { final int[] startEnd = smartSelection.suggest( string, selectionStartIndex, selectionEndIndex); start = startEnd[0]; end = startEnd[1]; } if (start <= end && start >= 0 && end <= string.length() && start <= selectionStartIndex && end >= selectionEndIndex) { final TextSelection.Builder tsBuilder = new TextSelection.Builder(start, end); final SmartSelection.ClassificationResult[] results = smartSelection.classifyText( string, start, end, getHintFlags(string, start, end)); final int size = results.length; for (int i = 0; i < size; i++) { tsBuilder.setEntityType(results[i].mCollection, results[i].mScore); } return tsBuilder .setSignature( getSignature(string, selectionStartIndex, selectionEndIndex)) .build(); } else { // We can not trust the result. Log the issue and ignore the result. Log.d(LOG_TAG, "Got bad indices for input text. Ignoring result."); } } } catch (Throwable t) { // Avoid throwing from this method. Log the error. Log.e(LOG_TAG, "Error suggesting selection for text. No changes to selection suggested.", t); } // Getting here means something went wrong, return a NO_OP result. return TextClassifier.NO_OP.suggestSelection( text, selectionStartIndex, selectionEndIndex, options); } @Override public TextClassification classifyText( @NonNull CharSequence text, int startIndex, int endIndex, @NonNull TextClassification.Options options) { Utils.validateInput(text, startIndex, endIndex); try { if (text.length() > 0) { final String string = text.toString(); final LocaleList locales = (options == null) ? null : options.getDefaultLocales(); final SmartSelection.ClassificationResult[] results = getSmartSelection(locales) .classifyText(string, startIndex, endIndex, getHintFlags(string, startIndex, endIndex)); if (results.length > 0) { final TextClassification classificationResult = createClassificationResult(results, string, startIndex, endIndex); return classificationResult; } } } catch (Throwable t) { // Avoid throwing from this method. Log the error. Log.e(LOG_TAG, "Error getting text classification info.", t); } // Getting here means something went wrong, return a NO_OP result. return TextClassifier.NO_OP.classifyText(text, startIndex, endIndex, options); } @Override public TextLinks generateLinks( @NonNull CharSequence text, @Nullable TextLinks.Options options) { Utils.validateInput(text); final String textString = text.toString(); final TextLinks.Builder builder = new TextLinks.Builder(textString); if (!getSettings().isSmartLinkifyEnabled()) { return builder.build(); } try { final LocaleList defaultLocales = options != null ? options.getDefaultLocales() : null; final Collection entitiesToIdentify = options != null && options.getEntityConfig() != null ? options.getEntityConfig().getEntities(this) : ENTITY_TYPES_ALL; final SmartSelection smartSelection = getSmartSelection(defaultLocales); final SmartSelection.AnnotatedSpan[] annotations = smartSelection.annotate(textString); for (SmartSelection.AnnotatedSpan span : annotations) { final SmartSelection.ClassificationResult[] results = span.getClassification(); if (results.length == 0 || !entitiesToIdentify.contains(results[0].mCollection)) { continue; } final Map entityScores = new HashMap<>(); for (int i = 0; i < results.length; i++) { entityScores.put(results[i].mCollection, results[i].mScore); } builder.addLink(new TextLinks.TextLink( textString, span.getStartIndex(), span.getEndIndex(), entityScores)); } } catch (Throwable t) { // Avoid throwing from this method. Log the error. Log.e(LOG_TAG, "Error getting links info.", t); } return builder.build(); } @Override public Collection getEntitiesForPreset(@TextClassifier.EntityPreset int entityPreset) { switch (entityPreset) { case TextClassifier.ENTITY_PRESET_NONE: return Collections.emptyList(); case TextClassifier.ENTITY_PRESET_BASE: return ENTITY_TYPES_BASE; case TextClassifier.ENTITY_PRESET_ALL: // fall through default: return ENTITY_TYPES_ALL; } } @Override public void logEvent(String source, String event) { if (LOG_TAG.equals(source)) { mMetricsLogger.count(event, 1); } } @Override public TextClassifierConstants getSettings() { if (mSettings == null) { mSettings = TextClassifierConstants.loadFromString(Settings.Global.getString( mContext.getContentResolver(), Settings.Global.TEXT_CLASSIFIER_CONSTANTS)); } return mSettings; } private SmartSelection getSmartSelection(LocaleList localeList) throws FileNotFoundException { synchronized (mSmartSelectionLock) { localeList = localeList == null ? LocaleList.getEmptyLocaleList() : localeList; final Locale locale = findBestSupportedLocaleLocked(localeList); if (locale == null) { throw new FileNotFoundException("No file for null locale"); } if (mSmartSelection == null || !Objects.equals(mLocale, locale)) { destroySmartSelectionIfExistsLocked(); final ParcelFileDescriptor fd = getFdLocked(locale); final int modelFd = fd.getFd(); mVersion = SmartSelection.getVersion(modelFd); mSmartSelection = new SmartSelection(modelFd); closeAndLogError(fd); mLocale = locale; } return mSmartSelection; } } private String getSignature(String text, int start, int end) { synchronized (mSmartSelectionLock) { final String versionInfo = (mLocale != null) ? String.format(Locale.US, "%s_v%d", mLocale.toLanguageTag(), mVersion) : ""; final int hash = Objects.hash(text, start, end, mContext.getPackageName()); return String.format(Locale.US, "%s|%s|%d", LOG_TAG, versionInfo, hash); } } @GuardedBy("mSmartSelectionLock") // Do not call outside this lock. private ParcelFileDescriptor getFdLocked(Locale locale) throws FileNotFoundException { ParcelFileDescriptor updateFd; int updateVersion = -1; try { updateFd = ParcelFileDescriptor.open( new File(UPDATED_MODEL_FILE_PATH), ParcelFileDescriptor.MODE_READ_ONLY); if (updateFd != null) { updateVersion = SmartSelection.getVersion(updateFd.getFd()); } } catch (FileNotFoundException e) { updateFd = null; } ParcelFileDescriptor factoryFd; int factoryVersion = -1; try { final String factoryModelFilePath = getFactoryModelFilePathsLocked().get(locale); if (factoryModelFilePath != null) { factoryFd = ParcelFileDescriptor.open( new File(factoryModelFilePath), ParcelFileDescriptor.MODE_READ_ONLY); if (factoryFd != null) { factoryVersion = SmartSelection.getVersion(factoryFd.getFd()); } } else { factoryFd = null; } } catch (FileNotFoundException e) { factoryFd = null; } if (updateFd == null) { if (factoryFd != null) { return factoryFd; } else { throw new FileNotFoundException( String.format("No model file found for %s", locale)); } } final int updateFdInt = updateFd.getFd(); final boolean localeMatches = Objects.equals( locale.getLanguage().trim().toLowerCase(), SmartSelection.getLanguage(updateFdInt).trim().toLowerCase()); if (factoryFd == null) { if (localeMatches) { return updateFd; } else { closeAndLogError(updateFd); throw new FileNotFoundException( String.format("No model file found for %s", locale)); } } if (!localeMatches) { closeAndLogError(updateFd); return factoryFd; } if (updateVersion > factoryVersion) { closeAndLogError(factoryFd); return updateFd; } else { closeAndLogError(updateFd); return factoryFd; } } @GuardedBy("mSmartSelectionLock") // Do not call outside this lock. private void destroySmartSelectionIfExistsLocked() { if (mSmartSelection != null) { mSmartSelection.close(); mSmartSelection = null; } } @GuardedBy("mSmartSelectionLock") // Do not call outside this lock. @Nullable private Locale findBestSupportedLocaleLocked(LocaleList localeList) { // Specified localeList takes priority over the system default, so it is listed first. final String languages = localeList.isEmpty() ? LocaleList.getDefault().toLanguageTags() : localeList.toLanguageTags() + "," + LocaleList.getDefault().toLanguageTags(); final List languageRangeList = Locale.LanguageRange.parse(languages); final List supportedLocales = new ArrayList<>(getFactoryModelFilePathsLocked().keySet()); final Locale updatedModelLocale = getUpdatedModelLocale(); if (updatedModelLocale != null) { supportedLocales.add(updatedModelLocale); } return Locale.lookup(languageRangeList, supportedLocales); } @GuardedBy("mSmartSelectionLock") // Do not call outside this lock. private Map getFactoryModelFilePathsLocked() { if (mModelFilePaths == null) { final Map modelFilePaths = new HashMap<>(); final File modelsDir = new File(MODEL_DIR); if (modelsDir.exists() && modelsDir.isDirectory()) { final File[] models = modelsDir.listFiles(); final Pattern modelFilenamePattern = Pattern.compile(MODEL_FILE_REGEX); final int size = models.length; for (int i = 0; i < size; i++) { final File modelFile = models[i]; final Matcher matcher = modelFilenamePattern.matcher(modelFile.getName()); if (matcher.matches() && modelFile.isFile()) { final String language = matcher.group(1); final Locale locale = Locale.forLanguageTag(language); modelFilePaths.put(locale, modelFile.getAbsolutePath()); } } } mModelFilePaths = modelFilePaths; } return mModelFilePaths; } @Nullable private Locale getUpdatedModelLocale() { try { final ParcelFileDescriptor updateFd = ParcelFileDescriptor.open( new File(UPDATED_MODEL_FILE_PATH), ParcelFileDescriptor.MODE_READ_ONLY); final Locale locale = Locale.forLanguageTag( SmartSelection.getLanguage(updateFd.getFd())); closeAndLogError(updateFd); return locale; } catch (FileNotFoundException e) { return null; } } private TextClassification createClassificationResult( SmartSelection.ClassificationResult[] classifications, String text, int start, int end) { final String classifiedText = text.substring(start, end); final TextClassification.Builder builder = new TextClassification.Builder() .setText(classifiedText); final int size = classifications.length; for (int i = 0; i < size; i++) { builder.setEntityType(classifications[i].mCollection, classifications[i].mScore); } final String type = getHighestScoringType(classifications); addActions(builder, IntentFactory.create(mContext, type, classifiedText)); return builder.setSignature(getSignature(text, start, end)).build(); } /** Extends the classification with the intents that can be resolved. */ private void addActions( TextClassification.Builder builder, List intents) { final PackageManager pm = mContext.getPackageManager(); final int size = intents.size(); for (int i = 0; i < size; i++) { final Intent intent = intents.get(i); final ResolveInfo resolveInfo; if (intent != null) { resolveInfo = pm.resolveActivity(intent, 0); } else { resolveInfo = null; } if (resolveInfo != null && resolveInfo.activityInfo != null) { final String packageName = resolveInfo.activityInfo.packageName; CharSequence label; Drawable icon; if ("android".equals(packageName)) { // Requires the chooser to find an activity to handle the intent. label = IntentFactory.getLabel(mContext, intent); icon = null; } else { // A default activity will handle the intent. intent.setComponent( new ComponentName(packageName, resolveInfo.activityInfo.name)); icon = resolveInfo.activityInfo.loadIcon(pm); if (icon == null) { icon = resolveInfo.loadIcon(pm); } label = resolveInfo.activityInfo.loadLabel(pm); if (label == null) { label = resolveInfo.loadLabel(pm); } } final String labelString = (label != null) ? label.toString() : null; if (i == 0) { builder.setPrimaryAction(intent, labelString, icon); } else { builder.addSecondaryAction(intent, labelString, icon); } } } } private static int getHintFlags(CharSequence text, int start, int end) { int flag = 0; final CharSequence subText = text.subSequence(start, end); if (Patterns.AUTOLINK_EMAIL_ADDRESS.matcher(subText).matches()) { flag |= SmartSelection.HINT_FLAG_EMAIL; } if (Patterns.AUTOLINK_WEB_URL.matcher(subText).matches() && Linkify.sUrlMatchFilter.acceptMatch(text, start, end)) { flag |= SmartSelection.HINT_FLAG_URL; } return flag; } private static String getHighestScoringType(SmartSelection.ClassificationResult[] types) { if (types.length < 1) { return ""; } String type = types[0].mCollection; float highestScore = types[0].mScore; final int size = types.length; for (int i = 1; i < size; i++) { if (types[i].mScore > highestScore) { type = types[i].mCollection; highestScore = types[i].mScore; } } return type; } /** * Closes the ParcelFileDescriptor and logs any errors that occur. */ private static void closeAndLogError(ParcelFileDescriptor fd) { try { fd.close(); } catch (IOException e) { Log.e(LOG_TAG, "Error closing file.", e); } } /** * Creates intents based on the classification type. */ private static final class IntentFactory { private IntentFactory() {} @NonNull public static List create(Context context, String type, String text) { final List intents = new ArrayList<>(); type = type.trim().toLowerCase(Locale.ENGLISH); text = text.trim(); switch (type) { case TextClassifier.TYPE_EMAIL: intents.add(new Intent(Intent.ACTION_SENDTO) .setData(Uri.parse(String.format("mailto:%s", text)))); intents.add(new Intent(Intent.ACTION_INSERT_OR_EDIT) .setType(ContactsContract.Contacts.CONTENT_ITEM_TYPE) .putExtra(ContactsContract.Intents.Insert.EMAIL, text)); break; case TextClassifier.TYPE_PHONE: intents.add(new Intent(Intent.ACTION_DIAL) .setData(Uri.parse(String.format("tel:%s", text)))); intents.add(new Intent(Intent.ACTION_INSERT_OR_EDIT) .setType(ContactsContract.Contacts.CONTENT_ITEM_TYPE) .putExtra(ContactsContract.Intents.Insert.PHONE, text)); intents.add(new Intent(Intent.ACTION_SENDTO) .setData(Uri.parse(String.format("smsto:%s", text)))); break; case TextClassifier.TYPE_ADDRESS: intents.add(new Intent(Intent.ACTION_VIEW) .setData(Uri.parse(String.format("geo:0,0?q=%s", text)))); break; case TextClassifier.TYPE_URL: final String httpPrefix = "http://"; final String httpsPrefix = "https://"; if (text.toLowerCase().startsWith(httpPrefix)) { text = httpPrefix + text.substring(httpPrefix.length()); } else if (text.toLowerCase().startsWith(httpsPrefix)) { text = httpsPrefix + text.substring(httpsPrefix.length()); } else { text = httpPrefix + text; } intents.add(new Intent(Intent.ACTION_VIEW, Uri.parse(text)) .putExtra(Browser.EXTRA_APPLICATION_ID, context.getPackageName())); break; } return intents; } @Nullable public static String getLabel(Context context, @Nullable Intent intent) { if (intent == null || intent.getAction() == null) { return null; } switch (intent.getAction()) { case Intent.ACTION_DIAL: return context.getString(com.android.internal.R.string.dial); case Intent.ACTION_SENDTO: switch (intent.getScheme()) { case "mailto": return context.getString(com.android.internal.R.string.email); case "smsto": return context.getString(com.android.internal.R.string.sms); default: return null; } case Intent.ACTION_INSERT_OR_EDIT: switch (intent.getDataString()) { case ContactsContract.Contacts.CONTENT_ITEM_TYPE: return context.getString(com.android.internal.R.string.add_contact); default: return null; } case Intent.ACTION_VIEW: switch (intent.getScheme()) { case "geo": return context.getString(com.android.internal.R.string.map); case "http": // fall through case "https": return context.getString(com.android.internal.R.string.browse); default: return null; } default: return null; } } } }