1 /*
2 * Copyright (C) 2017 The Android Open Source Project
3 *
4 * Licensed under the Apache License, Version 2.0 (the "License");
5 * you may not use this file except in compliance with the License.
6 * You may obtain a copy of the License at
7 *
8 * http://www.apache.org/licenses/LICENSE-2.0
9 *
10 * Unless required by applicable law or agreed to in writing, software
11 * distributed under the License is distributed on an "AS IS" BASIS,
12 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 * See the License for the specific language governing permissions and
14 * limitations under the License.
15 */
16
17 #define DEBUG false // STOPSHIP if true
18 #include "Log.h"
19
20 #include "AnomalyTracker.h"
21 #include "subscriber_util.h"
22 #include "external/Perfetto.h"
23 #include "guardrail/StatsdStats.h"
24 #include "subscriber/IncidentdReporter.h"
25 #include "subscriber/SubscriberReporter.h"
26
27 #include <statslog.h>
28 #include <time.h>
29
30 namespace android {
31 namespace os {
32 namespace statsd {
33
AnomalyTracker(const Alert & alert,const ConfigKey & configKey)34 AnomalyTracker::AnomalyTracker(const Alert& alert, const ConfigKey& configKey)
35 : mAlert(alert), mConfigKey(configKey), mNumOfPastBuckets(mAlert.num_buckets() - 1) {
36 VLOG("AnomalyTracker() called");
37 if (mAlert.num_buckets() <= 0) {
38 ALOGE("Cannot create AnomalyTracker with %lld buckets", (long long)mAlert.num_buckets());
39 return;
40 }
41 if (!mAlert.has_trigger_if_sum_gt()) {
42 ALOGE("Cannot create AnomalyTracker without threshold");
43 return;
44 }
45 resetStorage(); // initialization
46 }
47
~AnomalyTracker()48 AnomalyTracker::~AnomalyTracker() {
49 VLOG("~AnomalyTracker() called");
50 }
51
resetStorage()52 void AnomalyTracker::resetStorage() {
53 VLOG("resetStorage() called.");
54 mPastBuckets.clear();
55 // Excludes the current bucket.
56 mPastBuckets.resize(mNumOfPastBuckets);
57 mSumOverPastBuckets.clear();
58 }
59
index(int64_t bucketNum) const60 size_t AnomalyTracker::index(int64_t bucketNum) const {
61 if (bucketNum < 0) {
62 ALOGE("index() was passed a negative bucket number (%lld)!", (long long)bucketNum);
63 }
64 return bucketNum % mNumOfPastBuckets;
65 }
66
advanceMostRecentBucketTo(const int64_t & bucketNum)67 void AnomalyTracker::advanceMostRecentBucketTo(const int64_t& bucketNum) {
68 VLOG("advanceMostRecentBucketTo() called.");
69 if (mNumOfPastBuckets <= 0) {
70 return;
71 }
72 if (bucketNum <= mMostRecentBucketNum) {
73 ALOGW("Cannot advance buckets backwards (bucketNum=%lld but mMostRecentBucketNum=%lld)",
74 (long long)bucketNum, (long long)mMostRecentBucketNum);
75 return;
76 }
77 // If in the future (i.e. buckets are ancient), just empty out all past info.
78 if (bucketNum >= mMostRecentBucketNum + mNumOfPastBuckets) {
79 resetStorage();
80 mMostRecentBucketNum = bucketNum;
81 return;
82 }
83
84 // Clear out space by emptying out old mPastBuckets[i] values and update mSumOverPastBuckets.
85 for (int64_t i = mMostRecentBucketNum + 1; i <= bucketNum; i++) {
86 const int idx = index(i);
87 subtractBucketFromSum(mPastBuckets[idx]);
88 mPastBuckets[idx] = nullptr; // release (but not clear) the old bucket.
89 }
90 mMostRecentBucketNum = bucketNum;
91 }
92
addPastBucket(const MetricDimensionKey & key,const int64_t & bucketValue,const int64_t & bucketNum)93 void AnomalyTracker::addPastBucket(const MetricDimensionKey& key,
94 const int64_t& bucketValue,
95 const int64_t& bucketNum) {
96 VLOG("addPastBucket(bucketValue) called.");
97 if (mNumOfPastBuckets == 0 ||
98 bucketNum < 0 || bucketNum <= mMostRecentBucketNum - mNumOfPastBuckets) {
99 return;
100 }
101
102 const int bucketIndex = index(bucketNum);
103 if (bucketNum <= mMostRecentBucketNum && (mPastBuckets[bucketIndex] != nullptr)) {
104 // We need to insert into an already existing past bucket.
105 std::shared_ptr<DimToValMap>& bucket = mPastBuckets[bucketIndex];
106 auto itr = bucket->find(key);
107 if (itr != bucket->end()) {
108 // Old entry already exists; update it.
109 subtractValueFromSum(key, itr->second);
110 itr->second = bucketValue;
111 } else {
112 bucket->insert({key, bucketValue});
113 }
114 mSumOverPastBuckets[key] += bucketValue;
115 } else {
116 // Bucket does not exist yet (in future or was never made), so we must make it.
117 std::shared_ptr<DimToValMap> bucket = std::make_shared<DimToValMap>();
118 bucket->insert({key, bucketValue});
119 addPastBucket(bucket, bucketNum);
120 }
121 }
122
addPastBucket(std::shared_ptr<DimToValMap> bucket,const int64_t & bucketNum)123 void AnomalyTracker::addPastBucket(std::shared_ptr<DimToValMap> bucket,
124 const int64_t& bucketNum) {
125 VLOG("addPastBucket(bucket) called.");
126 if (mNumOfPastBuckets == 0 ||
127 bucketNum < 0 || bucketNum <= mMostRecentBucketNum - mNumOfPastBuckets) {
128 return;
129 }
130
131 if (bucketNum <= mMostRecentBucketNum) {
132 // We are updating an old bucket, not adding a new one.
133 subtractBucketFromSum(mPastBuckets[index(bucketNum)]);
134 } else {
135 // Clear space for the new bucket to be at bucketNum.
136 advanceMostRecentBucketTo(bucketNum);
137 }
138 mPastBuckets[index(bucketNum)] = bucket;
139 addBucketToSum(bucket);
140 }
141
subtractBucketFromSum(const shared_ptr<DimToValMap> & bucket)142 void AnomalyTracker::subtractBucketFromSum(const shared_ptr<DimToValMap>& bucket) {
143 if (bucket == nullptr) {
144 return;
145 }
146 for (const auto& keyValuePair : *bucket) {
147 subtractValueFromSum(keyValuePair.first, keyValuePair.second);
148 }
149 }
150
151
subtractValueFromSum(const MetricDimensionKey & key,const int64_t & bucketValue)152 void AnomalyTracker::subtractValueFromSum(const MetricDimensionKey& key,
153 const int64_t& bucketValue) {
154 auto itr = mSumOverPastBuckets.find(key);
155 if (itr == mSumOverPastBuckets.end()) {
156 return;
157 }
158 itr->second -= bucketValue;
159 if (itr->second == 0) {
160 mSumOverPastBuckets.erase(itr);
161 }
162 }
163
addBucketToSum(const shared_ptr<DimToValMap> & bucket)164 void AnomalyTracker::addBucketToSum(const shared_ptr<DimToValMap>& bucket) {
165 if (bucket == nullptr) {
166 return;
167 }
168 // For each dimension present in the bucket, add its value to its corresponding sum.
169 for (const auto& keyValuePair : *bucket) {
170 mSumOverPastBuckets[keyValuePair.first] += keyValuePair.second;
171 }
172 }
173
getPastBucketValue(const MetricDimensionKey & key,const int64_t & bucketNum) const174 int64_t AnomalyTracker::getPastBucketValue(const MetricDimensionKey& key,
175 const int64_t& bucketNum) const {
176 if (bucketNum < 0 || mMostRecentBucketNum < 0
177 || bucketNum <= mMostRecentBucketNum - mNumOfPastBuckets
178 || bucketNum > mMostRecentBucketNum) {
179 return 0;
180 }
181
182 const auto& bucket = mPastBuckets[index(bucketNum)];
183 if (bucket == nullptr) {
184 return 0;
185 }
186 const auto& itr = bucket->find(key);
187 return itr == bucket->end() ? 0 : itr->second;
188 }
189
getSumOverPastBuckets(const MetricDimensionKey & key) const190 int64_t AnomalyTracker::getSumOverPastBuckets(const MetricDimensionKey& key) const {
191 const auto& itr = mSumOverPastBuckets.find(key);
192 if (itr != mSumOverPastBuckets.end()) {
193 return itr->second;
194 }
195 return 0;
196 }
197
detectAnomaly(const int64_t & currentBucketNum,const MetricDimensionKey & key,const int64_t & currentBucketValue)198 bool AnomalyTracker::detectAnomaly(const int64_t& currentBucketNum,
199 const MetricDimensionKey& key,
200 const int64_t& currentBucketValue) {
201
202 // currentBucketNum should be the next bucket after pastBuckets. If not, advance so that it is.
203 if (currentBucketNum > mMostRecentBucketNum + 1) {
204 advanceMostRecentBucketTo(currentBucketNum - 1);
205 }
206 return mAlert.has_trigger_if_sum_gt() &&
207 getSumOverPastBuckets(key) + currentBucketValue > mAlert.trigger_if_sum_gt();
208 }
209
declareAnomaly(const int64_t & timestampNs,int64_t metricId,const MetricDimensionKey & key,int64_t metricValue)210 void AnomalyTracker::declareAnomaly(const int64_t& timestampNs, int64_t metricId,
211 const MetricDimensionKey& key, int64_t metricValue) {
212 // TODO(b/110563466): Why receive timestamp? RefractoryPeriod should always be based on
213 // real time right now.
214 if (isInRefractoryPeriod(timestampNs, key)) {
215 VLOG("Skipping anomaly declaration since within refractory period");
216 return;
217 }
218 if (mAlert.has_refractory_period_secs()) {
219 mRefractoryPeriodEndsSec[key] = ((timestampNs + NS_PER_SEC - 1) / NS_PER_SEC) // round up
220 + mAlert.refractory_period_secs();
221 // TODO(b/110563466): If we had access to the bucket_size_millis, consider
222 // calling resetStorage()
223 // if (mAlert.refractory_period_secs() > mNumOfPastBuckets * bucketSizeNs) {resetStorage();}
224 }
225
226 if (!mSubscriptions.empty()) {
227 ALOGI("An anomaly (%lld) %s has occurred! Informing subscribers.",
228 mAlert.id(), key.toString().c_str());
229 informSubscribers(key, metricId, metricValue);
230 } else {
231 ALOGI("An anomaly has occurred! (But no subscriber for that alert.)");
232 }
233
234 StatsdStats::getInstance().noteAnomalyDeclared(mConfigKey, mAlert.id());
235
236 // TODO(b/110564268): This should also take in the const MetricDimensionKey& key?
237 android::util::stats_write(android::util::ANOMALY_DETECTED, mConfigKey.GetUid(),
238 mConfigKey.GetId(), mAlert.id());
239 }
240
detectAndDeclareAnomaly(const int64_t & timestampNs,const int64_t & currBucketNum,int64_t metricId,const MetricDimensionKey & key,const int64_t & currentBucketValue)241 void AnomalyTracker::detectAndDeclareAnomaly(const int64_t& timestampNs,
242 const int64_t& currBucketNum, int64_t metricId,
243 const MetricDimensionKey& key,
244 const int64_t& currentBucketValue) {
245 if (detectAnomaly(currBucketNum, key, currentBucketValue)) {
246 declareAnomaly(timestampNs, metricId, key, currentBucketValue);
247 }
248 }
249
isInRefractoryPeriod(const int64_t & timestampNs,const MetricDimensionKey & key) const250 bool AnomalyTracker::isInRefractoryPeriod(const int64_t& timestampNs,
251 const MetricDimensionKey& key) const {
252 const auto& it = mRefractoryPeriodEndsSec.find(key);
253 if (it != mRefractoryPeriodEndsSec.end()) {
254 return timestampNs < (it->second * (int64_t)NS_PER_SEC);
255 }
256 return false;
257 }
258
informSubscribers(const MetricDimensionKey & key,int64_t metric_id,int64_t metricValue)259 void AnomalyTracker::informSubscribers(const MetricDimensionKey& key, int64_t metric_id,
260 int64_t metricValue) {
261 triggerSubscribers(mAlert.id(), metric_id, key, metricValue, mConfigKey, mSubscriptions);
262 }
263
264 } // namespace statsd
265 } // namespace os
266 } // namespace android
267