cmds/statsd/src/anomaly/AnomalyTracker.h

/*
 * 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.
 */

#pragma once

#include <gtest/gtest_prod.h>
#include "AnomalyMonitor.h"
#include "config/ConfigKey.h"
#include "frameworks/base/cmds/statsd/src/statsd_config.pb.h"  // Alert
#include "stats_util.h"  // HashableDimensionKey and DimToValMap

#include <memory> // unique_ptr
#include <stdlib.h>
#include <utils/RefBase.h>

namespace android {
namespace os {
namespace statsd {

using std::unordered_map;
using std::shared_ptr;

// Does NOT allow negative values.
class AnomalyTracker : public virtual RefBase {
public:
    AnomalyTracker(const Alert& alert, const ConfigKey& configKey);

    virtual ~AnomalyTracker();

    // Add subscriptions that depend on this alert.
    void addSubscription(const Subscription& subscription) {
        mSubscriptions.push_back(subscription);
    }

    // Adds a bucket.
    // Bucket index starts from 0.
    void addPastBucket(std::shared_ptr<DimToValMap> bucketValues, const int64_t& bucketNum);
    void addPastBucket(const MetricDimensionKey& key, const int64_t& bucketValue,
                       const int64_t& bucketNum);

    // Returns true if detected anomaly for the existing buckets on one or more dimension keys.
    bool detectAnomaly(const int64_t& currBucketNum, const MetricDimensionKey& key,
                       const int64_t& currentBucketValue);

    // Informs incidentd about the detected alert.
    void declareAnomaly(const uint64_t& timestampNs, const MetricDimensionKey& key);

    // Detects the alert and informs the incidentd when applicable.
    void detectAndDeclareAnomaly(const uint64_t& timestampNs, const int64_t& currBucketNum,
                                 const MetricDimensionKey& key,
                                 const int64_t& currentBucketValue);

    // Init the AnomalyMonitor which is shared across anomaly trackers.
    virtual void setAnomalyMonitor(const sp<AnomalyMonitor>& anomalyMonitor) {
        return; // Base AnomalyTracker class has no need for the AnomalyMonitor.
    }

    // Helper function to return the sum value of past buckets at given dimension.
    int64_t getSumOverPastBuckets(const MetricDimensionKey& key) const;

    // Helper function to return the value for a past bucket.
    int64_t getPastBucketValue(const MetricDimensionKey& key, const int64_t& bucketNum) const;

    // Returns the anomaly threshold.
    inline int64_t getAnomalyThreshold() const {
        return mAlert.trigger_if_sum_gt();
    }

    // Returns the refractory period timestamp (in seconds) for the given key.
    // If there is no stored refractory period ending timestamp, returns 0.
    uint32_t getRefractoryPeriodEndsSec(const MetricDimensionKey& key) const {
        const auto& it = mRefractoryPeriodEndsSec.find(key);
        return it != mRefractoryPeriodEndsSec.end() ? it->second : 0;
    }

    inline int getNumOfPastBuckets() const {
        return mNumOfPastBuckets;
    }

    // Declares an anomaly for each alarm in firedAlarms that belongs to this AnomalyTracker,
    // and removes it from firedAlarms. Does NOT remove the alarm from the AnomalyMonitor.
    virtual void informAlarmsFired(const uint64_t& timestampNs,
            unordered_set<sp<const AnomalyAlarm>, SpHash<AnomalyAlarm>>& firedAlarms) {
        return; // The base AnomalyTracker class doesn't have alarms.
    }

protected:
    // statsd_config.proto Alert message that defines this tracker.
    const Alert mAlert;

    // The subscriptions that depend on this alert.
    std::vector<Subscription> mSubscriptions;

    // A reference to the Alert's config key.
    const ConfigKey& mConfigKey;

    // Number of past buckets. One less than the total number of buckets needed
    // for the anomaly detection (since the current bucket is not in the past).
    int mNumOfPastBuckets;

    // The existing bucket list.
    std::vector<shared_ptr<DimToValMap>> mPastBuckets;

    // Sum over all existing buckets cached in mPastBuckets.
    DimToValMap mSumOverPastBuckets;

    // The bucket number of the last added bucket.
    int64_t mMostRecentBucketNum = -1;

    // Map from each dimension to the timestamp that its refractory period (if this anomaly was
    // declared for that dimension) ends, in seconds. Only anomalies that occur after this period
    // ends will be declared.
    // Entries may be, but are not guaranteed to be, removed after the period is finished.
    unordered_map<MetricDimensionKey, uint32_t> mRefractoryPeriodEndsSec;

    void flushPastBuckets(const int64_t& currBucketNum);

    // Add the information in the given bucket to mSumOverPastBuckets.
    void addBucketToSum(const shared_ptr<DimToValMap>& bucket);

    // Subtract the information in the given bucket from mSumOverPastBuckets
    // and remove any items with value 0.
    void subtractBucketFromSum(const shared_ptr<DimToValMap>& bucket);

    bool isInRefractoryPeriod(const uint64_t& timestampNs, const MetricDimensionKey& key);

    // Calculates the corresponding bucket index within the circular array.
    size_t index(int64_t bucketNum) const;

    // Resets all bucket data. For use when all the data gets stale.
    virtual void resetStorage();

    // Informs the subscribers that an anomaly has occurred.
    void informSubscribers(const MetricDimensionKey& key);

    FRIEND_TEST(AnomalyTrackerTest, TestConsecutiveBuckets);
    FRIEND_TEST(AnomalyTrackerTest, TestSparseBuckets);
    FRIEND_TEST(GaugeMetricProducerTest, TestAnomalyDetection);
    FRIEND_TEST(CountMetricProducerTest, TestAnomalyDetectionUnSliced);
};

}  // namespace statsd
}  // namespace os
}  // namespace android