1*38e8c45fSAndroid Build Coastguard Worker /*
2*38e8c45fSAndroid Build Coastguard Worker * Copyright (C) 2022 The Android Open Source Project
3*38e8c45fSAndroid Build Coastguard Worker *
4*38e8c45fSAndroid Build Coastguard Worker * Licensed under the Apache License, Version 2.0 (the "License");
5*38e8c45fSAndroid Build Coastguard Worker * you may not use this file except in compliance with the License.
6*38e8c45fSAndroid Build Coastguard Worker * You may obtain a copy of the License at
7*38e8c45fSAndroid Build Coastguard Worker *
8*38e8c45fSAndroid Build Coastguard Worker * http://www.apache.org/licenses/LICENSE-2.0
9*38e8c45fSAndroid Build Coastguard Worker *
10*38e8c45fSAndroid Build Coastguard Worker * Unless required by applicable law or agreed to in writing, software
11*38e8c45fSAndroid Build Coastguard Worker * distributed under the License is distributed on an "AS IS" BASIS,
12*38e8c45fSAndroid Build Coastguard Worker * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13*38e8c45fSAndroid Build Coastguard Worker * See the License for the specific language governing permissions and
14*38e8c45fSAndroid Build Coastguard Worker * limitations under the License.
15*38e8c45fSAndroid Build Coastguard Worker */
16*38e8c45fSAndroid Build Coastguard Worker
17*38e8c45fSAndroid Build Coastguard Worker #pragma once
18*38e8c45fSAndroid Build Coastguard Worker
19*38e8c45fSAndroid Build Coastguard Worker #include <array>
20*38e8c45fSAndroid Build Coastguard Worker #include <cstdint>
21*38e8c45fSAndroid Build Coastguard Worker #include <memory>
22*38e8c45fSAndroid Build Coastguard Worker #include <mutex>
23*38e8c45fSAndroid Build Coastguard Worker #include <optional>
24*38e8c45fSAndroid Build Coastguard Worker #include <string>
25*38e8c45fSAndroid Build Coastguard Worker #include <unordered_map>
26*38e8c45fSAndroid Build Coastguard Worker
27*38e8c45fSAndroid Build Coastguard Worker #include <android-base/result.h>
28*38e8c45fSAndroid Build Coastguard Worker #include <android-base/thread_annotations.h>
29*38e8c45fSAndroid Build Coastguard Worker #include <android/sysprop/InputProperties.sysprop.h>
30*38e8c45fSAndroid Build Coastguard Worker #include <input/Input.h>
31*38e8c45fSAndroid Build Coastguard Worker #include <input/MotionPredictorMetricsManager.h>
32*38e8c45fSAndroid Build Coastguard Worker #include <input/RingBuffer.h>
33*38e8c45fSAndroid Build Coastguard Worker #include <input/TfLiteMotionPredictor.h>
34*38e8c45fSAndroid Build Coastguard Worker #include <utils/Timers.h> // for nsecs_t
35*38e8c45fSAndroid Build Coastguard Worker
36*38e8c45fSAndroid Build Coastguard Worker namespace android {
37*38e8c45fSAndroid Build Coastguard Worker
isMotionPredictionEnabled()38*38e8c45fSAndroid Build Coastguard Worker static inline bool isMotionPredictionEnabled() {
39*38e8c45fSAndroid Build Coastguard Worker return sysprop::InputProperties::enable_motion_prediction().value_or(true);
40*38e8c45fSAndroid Build Coastguard Worker }
41*38e8c45fSAndroid Build Coastguard Worker
42*38e8c45fSAndroid Build Coastguard Worker // Tracker to calculate jerk from motion position samples.
43*38e8c45fSAndroid Build Coastguard Worker class JerkTracker {
44*38e8c45fSAndroid Build Coastguard Worker public:
45*38e8c45fSAndroid Build Coastguard Worker // Initialize the tracker. If normalizedDt is true, assume that each sample pushed has dt=1.
46*38e8c45fSAndroid Build Coastguard Worker // alpha is the coefficient of the first-order IIR filter for jerk. A factor of 1 results
47*38e8c45fSAndroid Build Coastguard Worker // in no smoothing.
48*38e8c45fSAndroid Build Coastguard Worker JerkTracker(bool normalizedDt, float alpha);
49*38e8c45fSAndroid Build Coastguard Worker
50*38e8c45fSAndroid Build Coastguard Worker // Add a position to the tracker and update derivative estimates.
51*38e8c45fSAndroid Build Coastguard Worker void pushSample(int64_t timestamp, float xPos, float yPos);
52*38e8c45fSAndroid Build Coastguard Worker
53*38e8c45fSAndroid Build Coastguard Worker // Reset JerkTracker for a new motion input.
54*38e8c45fSAndroid Build Coastguard Worker void reset();
55*38e8c45fSAndroid Build Coastguard Worker
56*38e8c45fSAndroid Build Coastguard Worker // Return last jerk calculation, if enough samples have been collected.
57*38e8c45fSAndroid Build Coastguard Worker // Jerk is defined as the 3rd derivative of position (change in
58*38e8c45fSAndroid Build Coastguard Worker // acceleration) and has the units of d^3p/dt^3.
59*38e8c45fSAndroid Build Coastguard Worker std::optional<float> jerkMagnitude() const;
60*38e8c45fSAndroid Build Coastguard Worker
61*38e8c45fSAndroid Build Coastguard Worker private:
62*38e8c45fSAndroid Build Coastguard Worker const bool mNormalizedDt;
63*38e8c45fSAndroid Build Coastguard Worker // Coefficient of first-order IIR filter to smooth jerk calculation.
64*38e8c45fSAndroid Build Coastguard Worker const float mAlpha;
65*38e8c45fSAndroid Build Coastguard Worker
66*38e8c45fSAndroid Build Coastguard Worker RingBuffer<int64_t> mTimestamps{4};
67*38e8c45fSAndroid Build Coastguard Worker std::array<float, 4> mXDerivatives{}; // [x, x', x'', x''']
68*38e8c45fSAndroid Build Coastguard Worker std::array<float, 4> mYDerivatives{}; // [y, y', y'', y''']
69*38e8c45fSAndroid Build Coastguard Worker float mJerkMagnitude;
70*38e8c45fSAndroid Build Coastguard Worker };
71*38e8c45fSAndroid Build Coastguard Worker
72*38e8c45fSAndroid Build Coastguard Worker /**
73*38e8c45fSAndroid Build Coastguard Worker * Given a set of MotionEvents for the current gesture, predict the motion. The returned MotionEvent
74*38e8c45fSAndroid Build Coastguard Worker * contains a set of samples in the future.
75*38e8c45fSAndroid Build Coastguard Worker *
76*38e8c45fSAndroid Build Coastguard Worker * The typical usage is like this:
77*38e8c45fSAndroid Build Coastguard Worker *
78*38e8c45fSAndroid Build Coastguard Worker * MotionPredictor predictor(offset = MY_OFFSET);
79*38e8c45fSAndroid Build Coastguard Worker * predictor.record(DOWN_MOTION_EVENT);
80*38e8c45fSAndroid Build Coastguard Worker * predictor.record(MOVE_MOTION_EVENT);
81*38e8c45fSAndroid Build Coastguard Worker * prediction = predictor.predict(futureTime);
82*38e8c45fSAndroid Build Coastguard Worker *
83*38e8c45fSAndroid Build Coastguard Worker * The resulting motion event will have eventTime <= (futureTime + MY_OFFSET). It might contain
84*38e8c45fSAndroid Build Coastguard Worker * historical data, which are additional samples from the latest recorded MotionEvent's eventTime
85*38e8c45fSAndroid Build Coastguard Worker * to the futureTime + MY_OFFSET.
86*38e8c45fSAndroid Build Coastguard Worker *
87*38e8c45fSAndroid Build Coastguard Worker * The offset is used to provide additional flexibility to the caller, in case the default present
88*38e8c45fSAndroid Build Coastguard Worker * time (typically provided by the choreographer) does not account for some delays, or to simply
89*38e8c45fSAndroid Build Coastguard Worker * reduce the aggressiveness of the prediction. Offset can be positive or negative.
90*38e8c45fSAndroid Build Coastguard Worker */
91*38e8c45fSAndroid Build Coastguard Worker class MotionPredictor {
92*38e8c45fSAndroid Build Coastguard Worker public:
93*38e8c45fSAndroid Build Coastguard Worker using ReportAtomFunction = MotionPredictorMetricsManager::ReportAtomFunction;
94*38e8c45fSAndroid Build Coastguard Worker
95*38e8c45fSAndroid Build Coastguard Worker /**
96*38e8c45fSAndroid Build Coastguard Worker * Parameters:
97*38e8c45fSAndroid Build Coastguard Worker * predictionTimestampOffsetNanos: additional, constant shift to apply to the target
98*38e8c45fSAndroid Build Coastguard Worker * prediction time. The prediction will target the time t=(prediction time +
99*38e8c45fSAndroid Build Coastguard Worker * predictionTimestampOffsetNanos).
100*38e8c45fSAndroid Build Coastguard Worker *
101*38e8c45fSAndroid Build Coastguard Worker * checkEnableMotionPrediction: the function to check whether the prediction should run. Used to
102*38e8c45fSAndroid Build Coastguard Worker * provide an additional way of turning prediction on and off. Can be toggled at runtime.
103*38e8c45fSAndroid Build Coastguard Worker *
104*38e8c45fSAndroid Build Coastguard Worker * reportAtomFunction: the function that will be called to report prediction metrics. If
105*38e8c45fSAndroid Build Coastguard Worker * omitted, the implementation will choose a default metrics reporting mechanism.
106*38e8c45fSAndroid Build Coastguard Worker */
107*38e8c45fSAndroid Build Coastguard Worker MotionPredictor(nsecs_t predictionTimestampOffsetNanos,
108*38e8c45fSAndroid Build Coastguard Worker std::function<bool()> checkEnableMotionPrediction = isMotionPredictionEnabled,
109*38e8c45fSAndroid Build Coastguard Worker ReportAtomFunction reportAtomFunction = {});
110*38e8c45fSAndroid Build Coastguard Worker
111*38e8c45fSAndroid Build Coastguard Worker /**
112*38e8c45fSAndroid Build Coastguard Worker * Record the actual motion received by the view. This event will be used for calculating the
113*38e8c45fSAndroid Build Coastguard Worker * predictions.
114*38e8c45fSAndroid Build Coastguard Worker *
115*38e8c45fSAndroid Build Coastguard Worker * @return empty result if the event was processed correctly, error if the event is not
116*38e8c45fSAndroid Build Coastguard Worker * consistent with the previously recorded events.
117*38e8c45fSAndroid Build Coastguard Worker */
118*38e8c45fSAndroid Build Coastguard Worker android::base::Result<void> record(const MotionEvent& event);
119*38e8c45fSAndroid Build Coastguard Worker
120*38e8c45fSAndroid Build Coastguard Worker std::unique_ptr<MotionEvent> predict(nsecs_t timestamp);
121*38e8c45fSAndroid Build Coastguard Worker
122*38e8c45fSAndroid Build Coastguard Worker bool isPredictionAvailable(int32_t deviceId, int32_t source);
123*38e8c45fSAndroid Build Coastguard Worker
124*38e8c45fSAndroid Build Coastguard Worker private:
125*38e8c45fSAndroid Build Coastguard Worker const nsecs_t mPredictionTimestampOffsetNanos;
126*38e8c45fSAndroid Build Coastguard Worker const std::function<bool()> mCheckMotionPredictionEnabled;
127*38e8c45fSAndroid Build Coastguard Worker
128*38e8c45fSAndroid Build Coastguard Worker std::unique_ptr<TfLiteMotionPredictorModel> mModel;
129*38e8c45fSAndroid Build Coastguard Worker
130*38e8c45fSAndroid Build Coastguard Worker std::unique_ptr<TfLiteMotionPredictorBuffers> mBuffers;
131*38e8c45fSAndroid Build Coastguard Worker std::optional<MotionEvent> mLastEvent;
132*38e8c45fSAndroid Build Coastguard Worker
133*38e8c45fSAndroid Build Coastguard Worker std::unique_ptr<JerkTracker> mJerkTracker;
134*38e8c45fSAndroid Build Coastguard Worker
135*38e8c45fSAndroid Build Coastguard Worker std::unique_ptr<MotionPredictorMetricsManager> mMetricsManager;
136*38e8c45fSAndroid Build Coastguard Worker
137*38e8c45fSAndroid Build Coastguard Worker const ReportAtomFunction mReportAtomFunction;
138*38e8c45fSAndroid Build Coastguard Worker
139*38e8c45fSAndroid Build Coastguard Worker // Initialize prediction model and associated objects.
140*38e8c45fSAndroid Build Coastguard Worker // Called during lazy initialization.
141*38e8c45fSAndroid Build Coastguard Worker // TODO: b/210158587 Consider removing lazy initialization.
142*38e8c45fSAndroid Build Coastguard Worker void initializeObjects();
143*38e8c45fSAndroid Build Coastguard Worker };
144*38e8c45fSAndroid Build Coastguard Worker
145*38e8c45fSAndroid Build Coastguard Worker } // namespace android
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