Merge changes from topic "b172655679-bayes-falsing" into sc-dev

### Single Tap

`FalsingManager#isFalseTap(boolean robustCheck, double falsePenalty)`. This

method tells the `FalsingManager` that you want to validate a single tap. It

`FalsingManager#isSimpleTape()`. This method

performs a only very basic checking, checking that observed `MotionEvent`s are

all within some small x & y region ("touch slop"). Useful for only the most simple of scenarios,

you probably want `FalsingManager#isFalseTap` method for most cases.

`FalsingManager#isFalseTap(@Penalty int penalty)`. This

method tells the `FalsingManager` that you want to thoroughly validate a single tap. It

returns true if it thinks the tap should be rejected (i.e. the tap looks more

like a swipe) and false otherwise.

`robustCheck` determines what heuristics are used. If set to false, the method

performs a only very basic checking, checking that observed `MotionEvent`s are

all within some small x & y region ("touch slop").

When `robustCheck` is set to true, several more advanced rules are additionally

applied:

It runs through the following heuristics to validate a tap:

1.  If the device recognizes a face (i.e. face-auth) the tap is **accepted**.

2.  If the tap is the _second_ tap in recent history and looks like a valid Double Tap

4.  Otherwise the tap is **accepted**.

All the above rules are applied only after first confirming the gesture does

in fact look like a basic tap.

in fact look like a simple tap.

`falsePenalty` is a measure of how much the `HistoryTracker`'s belief should be

`penalty` is a measure of how much the `HistoryTracker`'s belief should be

penalized in the event that the tap is rejected. This value is only used if

`robustCheck` is set to true.

A value of `0` means no change in belief. A value of `1` means a _very_ strong

confidence in a false tap. In general, as a single tap on the screen is not

verifiable, a small value should be supplied - on the order of `0.1`. Pass `0`

if you don't want to penalize belief at all. Pass a higher value

the earlier in the UX flow your interaction occurs. Once an owner is farther

along in a UX flow (multiple taps or swipes), its safer to assume that a single

accidental tap should cause less of a penalty.

the gesture fails to validate as a simple tap.

The `@FalsingManager.Penalty` values are fairly straightforward, but note that you

should generally be choosing `LOW_PENALTY`. It is inherently difficult to know if a

tap is truly false or not, so a single mis-tap should apply only a small penalty.

If the owner is further along in a UX flow, and is still mis-tapping, it may make more

sense to increase the penalty as mis-taps should be less likely to occur after

several successful gestures.

### Double Tap

package com.android.systemui.plugins;

import android.annotation.IntDef;

import android.net.Uri;

import android.view.MotionEvent;

import java.io.FileDescriptor;

import java.io.PrintWriter;

import java.lang.annotation.Retention;

import java.lang.annotation.RetentionPolicy;

/**

 * Interface that decides whether a touch on the phone was accidental. i.e. Pocket Dialing.

public interface FalsingManager {

    int VERSION = 6;

    int NO_PENALTY = 0;

    int LOW_PENALTY = 1;

    int MODERATE_PENALTY = 2;

    int HIGH_PENALTY = 3;

    @IntDef({

            NO_PENALTY,

            LOW_PENALTY,

            MODERATE_PENALTY,

            HIGH_PENALTY

    })

    @Retention(RetentionPolicy.SOURCE)

    public @interface Penalty {}

    void onSuccessfulUnlock();

    boolean isUnlockingDisabled();

    /** Returns true if the gesture should be rejected. */

    boolean isFalseTouch(int interactionType);

    /**

     * Does basic checking to see if gesture looks like a tap.

     *

     * Only does the most basic of checks. No penalty is applied if this method returns false.

     *

     * For more robust analysis, use {@link #isFalseTap(int)}.

     */

    boolean isSimpleTap();

    /**

     * Returns true if the FalsingManager thinks the last gesure was not a valid tap.

     * Returns true if the FalsingManager thinks the last gesture was not a valid tap.

     *

     * The first parameter, robustCheck, distinctly changes behavior. When set to false,

     * this method simply looks at the last gesture and returns whether it is a tap or not, (as

     * opposed to a swipe or other non-tap gesture). When set to true, a more thorough analysis

     * is performed that can include historical interactions and other contextual cues to see

     * This method runs a more thorough analysis than the similar {@link #isSimpleTap()},

     * that can include historical interactions and other contextual cues to see

     * if the tap looks accidental.

     *

     * Set robustCheck to true if you want to validate a tap for launching an action, like opening

     * a notification. Set to false if you simply want to know if the last gesture looked like a

     * tap.

     * Use this method to validate a tap for launching an action, like opening

     * a notification.

     *

     * The second parameter, falsePenalty, indicates how much this should affect future gesture

     * classifications if this tap looks like a false.

     * The only parameter, penalty, indicates how much this should affect future gesture

     * classifications if this tap looks like a false. As single taps are hard to confirm as false

     * or otherwise, a low penalty value is encouraged unless context indicates otherwise.

     */

    boolean isFalseTap(boolean robustCheck, double falsePenalty);

    boolean isFalseTap(@Penalty int penalty);

    /**

     * Returns true if the last two gestures do not look like a double tap.

    }

    @Override

    public boolean isFalseTap(boolean robustCheck, double falsePenalty) {

    public boolean isSimpleTap() {

        FalsingClassifier.Result result = mSingleTapClassifier.isTap(

                mDataProvider.getRecentMotionEvents(), 0);

        mPriorResults = Collections.singleton(result);

        return !result.isFalse();

    }

    @Override

    public boolean isFalseTap(@Penalty int penalty) {

        if (skipFalsing()) {

            return false;

        }

        double falsePenalty = 0;

        switch(penalty) {

            case NO_PENALTY:

                falsePenalty = 0;

                break;

            case LOW_PENALTY:

                falsePenalty = 0.1;

                break;

            case MODERATE_PENALTY:

                falsePenalty = 0.3;

                break;

            case HIGH_PENALTY:

                falsePenalty = 0.6;

                break;

        }

        FalsingClassifier.Result singleTapResult =

                mSingleTapClassifier.isTap(mDataProvider.getRecentMotionEvents().isEmpty()

                        ? mDataProvider.getPriorMotionEvents()

                        : mDataProvider.getRecentMotionEvents());

                        : mDataProvider.getRecentMotionEvents(), falsePenalty);

        mPriorResults = Collections.singleton(singleTapResult);

        if (!singleTapResult.isFalse() && robustCheck) {

        if (!singleTapResult.isFalse()) {

            if (mDataProvider.isJustUnlockedWithFace()) {

                // Immediately pass if a face is detected.

                mPriorResults = Collections.singleton(FalsingClassifier.Result.passed(1));

    public boolean isDoubleTap(List<MotionEvent> firstEvents, List<MotionEvent> secondEvents,

            StringBuilder reason) {

        Result firstTap = mSingleTapClassifier.isTap(firstEvents);

        Result firstTap = mSingleTapClassifier.isTap(firstEvents, 0.5);

        if (firstTap.isFalse()) {

            reason.append("First gesture is not a tap. ").append(firstTap.getReason());

            return false;

        }

        Result secondTap = mSingleTapClassifier.isTap(secondEvents);

        Result secondTap = mSingleTapClassifier.isTap(secondEvents, 0.5);

        if (secondTap.isFalse()) {

            reason.append("Second gesture is not a tap. ").append(secondTap.getReason());

            return false;

 */

public class FalsingManagerFake implements FalsingManager {

    private boolean mIsFalseTouch;

    private boolean mIsFalseTap;

    private boolean mIsSimpleTap;

    private boolean mIsFalseDoubleTap;

    private boolean mIsUnlockingDisabled;

    private boolean mIsClassiferEnabled;

        return mIsFalseTouch;

    }

    public void setFalseRobustTap(boolean falseRobustTap) {

    public void setFalseTap(boolean falseRobustTap) {

        mIsFalseRobustTap = falseRobustTap;

    }

    public void setFalseTap(boolean falseTap) {

        mIsFalseTap = falseTap;

    public void setSimpleTap(boolean isSimpleTape) {

        mIsSimpleTap = isSimpleTape;

    }

    public void setFalseDoubleTap(boolean falseDoubleTap) {

    }

    @Override

    public boolean isFalseTap(boolean robustCheck, double falsePenalty) {

        return robustCheck ? mIsFalseRobustTap : mIsFalseTap;

    public boolean isSimpleTap() {

        return mIsSimpleTap;

    }

    @Override

    public boolean isFalseTap(@Penalty int penalty) {

        return mIsFalseRobustTap;

    }

    @Override