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 "external/Perfetto.h"
22 #include "guardrail/StatsdStats.h"
23 #include "metadata_util.h"
24 #include "stats_log_util.h"
25 #include "subscriber_util.h"
26 #include "subscriber/IncidentdReporter.h"
27 #include "subscriber/SubscriberReporter.h"
28
29 #include <inttypes.h>
30 #include <statslog_statsd.h>
31 #include <time.h>
32
33 namespace android {
34 namespace os {
35 namespace statsd {
36
AnomalyTracker(const Alert & alert,const ConfigKey & configKey)37 AnomalyTracker::AnomalyTracker(const Alert& alert, const ConfigKey& configKey)
38 : mAlert(alert), mConfigKey(configKey), mNumOfPastBuckets(mAlert.num_buckets() - 1) {
39 VLOG("AnomalyTracker() called");
40 if (mAlert.num_buckets() <= 0) {
41 ALOGE("Cannot create AnomalyTracker with %lld buckets", (long long)mAlert.num_buckets());
42 return;
43 }
44 if (!mAlert.has_trigger_if_sum_gt()) {
45 ALOGE("Cannot create AnomalyTracker without threshold");
46 return;
47 }
48 resetStorage(); // initialization
49 }
50
~AnomalyTracker()51 AnomalyTracker::~AnomalyTracker() {
52 VLOG("~AnomalyTracker() called");
53 }
54
resetStorage()55 void AnomalyTracker::resetStorage() {
56 VLOG("resetStorage() called.");
57 mPastBuckets.clear();
58 // Excludes the current bucket.
59 mPastBuckets.resize(mNumOfPastBuckets);
60 mSumOverPastBuckets.clear();
61 }
62
index(int64_t bucketNum) const63 size_t AnomalyTracker::index(int64_t bucketNum) const {
64 if (bucketNum < 0) {
65 ALOGE("index() was passed a negative bucket number (%lld)!", (long long)bucketNum);
66 }
67 return bucketNum % mNumOfPastBuckets;
68 }
69
advanceMostRecentBucketTo(const int64_t & bucketNum)70 void AnomalyTracker::advanceMostRecentBucketTo(const int64_t& bucketNum) {
71 VLOG("advanceMostRecentBucketTo() called.");
72 if (mNumOfPastBuckets <= 0) {
73 return;
74 }
75 if (bucketNum <= mMostRecentBucketNum) {
76 ALOGW("Cannot advance buckets backwards (bucketNum=%lld but mMostRecentBucketNum=%lld)",
77 (long long)bucketNum, (long long)mMostRecentBucketNum);
78 return;
79 }
80 // If in the future (i.e. buckets are ancient), just empty out all past info.
81 if (bucketNum >= mMostRecentBucketNum + mNumOfPastBuckets) {
82 resetStorage();
83 mMostRecentBucketNum = bucketNum;
84 return;
85 }
86
87 // Clear out space by emptying out old mPastBuckets[i] values and update mSumOverPastBuckets.
88 for (int64_t i = mMostRecentBucketNum + 1; i <= bucketNum; i++) {
89 const int idx = index(i);
90 subtractBucketFromSum(mPastBuckets[idx]);
91 mPastBuckets[idx] = nullptr; // release (but not clear) the old bucket.
92 }
93 mMostRecentBucketNum = bucketNum;
94 }
95
addPastBucket(const MetricDimensionKey & key,const int64_t & bucketValue,const int64_t & bucketNum)96 void AnomalyTracker::addPastBucket(const MetricDimensionKey& key,
97 const int64_t& bucketValue,
98 const int64_t& bucketNum) {
99 VLOG("addPastBucket(bucketValue) called.");
100 if (mNumOfPastBuckets == 0 ||
101 bucketNum < 0 || bucketNum <= mMostRecentBucketNum - mNumOfPastBuckets) {
102 return;
103 }
104
105 const int bucketIndex = index(bucketNum);
106 if (bucketNum <= mMostRecentBucketNum && (mPastBuckets[bucketIndex] != nullptr)) {
107 // We need to insert into an already existing past bucket.
108 std::shared_ptr<DimToValMap>& bucket = mPastBuckets[bucketIndex];
109 auto itr = bucket->find(key);
110 if (itr != bucket->end()) {
111 // Old entry already exists; update it.
112 subtractValueFromSum(key, itr->second);
113 itr->second = bucketValue;
114 } else {
115 bucket->insert({key, bucketValue});
116 }
117 mSumOverPastBuckets[key] += bucketValue;
118 } else {
119 // Bucket does not exist yet (in future or was never made), so we must make it.
120 std::shared_ptr<DimToValMap> bucket = std::make_shared<DimToValMap>();
121 bucket->insert({key, bucketValue});
122 addPastBucket(bucket, bucketNum);
123 }
124 }
125
addPastBucket(std::shared_ptr<DimToValMap> bucket,const int64_t & bucketNum)126 void AnomalyTracker::addPastBucket(std::shared_ptr<DimToValMap> bucket,
127 const int64_t& bucketNum) {
128 VLOG("addPastBucket(bucket) called.");
129 if (mNumOfPastBuckets == 0 ||
130 bucketNum < 0 || bucketNum <= mMostRecentBucketNum - mNumOfPastBuckets) {
131 return;
132 }
133
134 if (bucketNum <= mMostRecentBucketNum) {
135 // We are updating an old bucket, not adding a new one.
136 subtractBucketFromSum(mPastBuckets[index(bucketNum)]);
137 } else {
138 // Clear space for the new bucket to be at bucketNum.
139 advanceMostRecentBucketTo(bucketNum);
140 }
141 mPastBuckets[index(bucketNum)] = bucket;
142 addBucketToSum(bucket);
143 }
144
subtractBucketFromSum(const shared_ptr<DimToValMap> & bucket)145 void AnomalyTracker::subtractBucketFromSum(const shared_ptr<DimToValMap>& bucket) {
146 if (bucket == nullptr) {
147 return;
148 }
149 for (const auto& keyValuePair : *bucket) {
150 subtractValueFromSum(keyValuePair.first, keyValuePair.second);
151 }
152 }
153
154
subtractValueFromSum(const MetricDimensionKey & key,const int64_t & bucketValue)155 void AnomalyTracker::subtractValueFromSum(const MetricDimensionKey& key,
156 const int64_t& bucketValue) {
157 auto itr = mSumOverPastBuckets.find(key);
158 if (itr == mSumOverPastBuckets.end()) {
159 return;
160 }
161 itr->second -= bucketValue;
162 if (itr->second == 0) {
163 mSumOverPastBuckets.erase(itr);
164 }
165 }
166
addBucketToSum(const shared_ptr<DimToValMap> & bucket)167 void AnomalyTracker::addBucketToSum(const shared_ptr<DimToValMap>& bucket) {
168 if (bucket == nullptr) {
169 return;
170 }
171 // For each dimension present in the bucket, add its value to its corresponding sum.
172 for (const auto& keyValuePair : *bucket) {
173 mSumOverPastBuckets[keyValuePair.first] += keyValuePair.second;
174 }
175 }
176
getPastBucketValue(const MetricDimensionKey & key,const int64_t & bucketNum) const177 int64_t AnomalyTracker::getPastBucketValue(const MetricDimensionKey& key,
178 const int64_t& bucketNum) const {
179 if (bucketNum < 0 || mMostRecentBucketNum < 0
180 || bucketNum <= mMostRecentBucketNum - mNumOfPastBuckets
181 || bucketNum > mMostRecentBucketNum) {
182 return 0;
183 }
184
185 const auto& bucket = mPastBuckets[index(bucketNum)];
186 if (bucket == nullptr) {
187 return 0;
188 }
189 const auto& itr = bucket->find(key);
190 return itr == bucket->end() ? 0 : itr->second;
191 }
192
getSumOverPastBuckets(const MetricDimensionKey & key) const193 int64_t AnomalyTracker::getSumOverPastBuckets(const MetricDimensionKey& key) const {
194 const auto& itr = mSumOverPastBuckets.find(key);
195 if (itr != mSumOverPastBuckets.end()) {
196 return itr->second;
197 }
198 return 0;
199 }
200
detectAnomaly(const int64_t & currentBucketNum,const MetricDimensionKey & key,const int64_t & currentBucketValue)201 bool AnomalyTracker::detectAnomaly(const int64_t& currentBucketNum,
202 const MetricDimensionKey& key,
203 const int64_t& currentBucketValue) {
204
205 // currentBucketNum should be the next bucket after pastBuckets. If not, advance so that it is.
206 if (currentBucketNum > mMostRecentBucketNum + 1) {
207 advanceMostRecentBucketTo(currentBucketNum - 1);
208 }
209 return mAlert.has_trigger_if_sum_gt() &&
210 getSumOverPastBuckets(key) + currentBucketValue > mAlert.trigger_if_sum_gt();
211 }
212
declareAnomaly(const int64_t & timestampNs,int64_t metricId,const MetricDimensionKey & key,int64_t metricValue)213 void AnomalyTracker::declareAnomaly(const int64_t& timestampNs, int64_t metricId,
214 const MetricDimensionKey& key, int64_t metricValue) {
215 // TODO(b/110563466): Why receive timestamp? RefractoryPeriod should always be based on
216 // real time right now.
217 if (isInRefractoryPeriod(timestampNs, key)) {
218 VLOG("Skipping anomaly declaration since within refractory period");
219 return;
220 }
221 if (mAlert.has_refractory_period_secs()) {
222 mRefractoryPeriodEndsSec[key] = ((timestampNs + NS_PER_SEC - 1) / NS_PER_SEC) // round up
223 + mAlert.refractory_period_secs();
224 // TODO(b/110563466): If we had access to the bucket_size_millis, consider
225 // calling resetStorage()
226 // if (mAlert.refractory_period_secs() > mNumOfPastBuckets * bucketSizeNs) {resetStorage();}
227 }
228
229 if (!mSubscriptions.empty()) {
230 ALOGI("An anomaly (%" PRId64 ") %s has occurred! Informing subscribers.",
231 mAlert.id(), key.toString().c_str());
232 informSubscribers(key, metricId, metricValue);
233 } else {
234 ALOGI("An anomaly has occurred! (But no subscriber for that alert.)");
235 }
236
237 StatsdStats::getInstance().noteAnomalyDeclared(mConfigKey, mAlert.id());
238
239 // TODO(b/110564268): This should also take in the const MetricDimensionKey& key?
240 util::stats_write(util::ANOMALY_DETECTED, mConfigKey.GetUid(),
241 mConfigKey.GetId(), mAlert.id());
242 }
243
detectAndDeclareAnomaly(const int64_t & timestampNs,const int64_t & currBucketNum,int64_t metricId,const MetricDimensionKey & key,const int64_t & currentBucketValue)244 void AnomalyTracker::detectAndDeclareAnomaly(const int64_t& timestampNs,
245 const int64_t& currBucketNum, int64_t metricId,
246 const MetricDimensionKey& key,
247 const int64_t& currentBucketValue) {
248 if (detectAnomaly(currBucketNum, key, currentBucketValue)) {
249 declareAnomaly(timestampNs, metricId, key, currentBucketValue);
250 }
251 }
252
isInRefractoryPeriod(const int64_t & timestampNs,const MetricDimensionKey & key) const253 bool AnomalyTracker::isInRefractoryPeriod(const int64_t& timestampNs,
254 const MetricDimensionKey& key) const {
255 const auto& it = mRefractoryPeriodEndsSec.find(key);
256 if (it != mRefractoryPeriodEndsSec.end()) {
257 return timestampNs < (it->second * (int64_t)NS_PER_SEC);
258 }
259 return false;
260 }
261
informSubscribers(const MetricDimensionKey & key,int64_t metric_id,int64_t metricValue)262 void AnomalyTracker::informSubscribers(const MetricDimensionKey& key, int64_t metric_id,
263 int64_t metricValue) {
264 triggerSubscribers(mAlert.id(), metric_id, key, metricValue, mConfigKey, mSubscriptions);
265 }
266
writeAlertMetadataToProto(int64_t currentWallClockTimeNs,int64_t systemElapsedTimeNs,metadata::AlertMetadata * alertMetadata)267 bool AnomalyTracker::writeAlertMetadataToProto(int64_t currentWallClockTimeNs,
268 int64_t systemElapsedTimeNs,
269 metadata::AlertMetadata* alertMetadata) {
270 bool metadataWritten = false;
271
272 if (mRefractoryPeriodEndsSec.empty()) {
273 return false;
274 }
275
276 for (const auto& it: mRefractoryPeriodEndsSec) {
277 // Do not write the timestamp to disk if it has already expired
278 if (it.second < systemElapsedTimeNs / NS_PER_SEC) {
279 continue;
280 }
281
282 metadataWritten = true;
283 if (alertMetadata->alert_dim_keyed_data_size() == 0) {
284 alertMetadata->set_alert_id(mAlert.id());
285 }
286
287 metadata::AlertDimensionKeyedData* keyedData = alertMetadata->add_alert_dim_keyed_data();
288 // We convert and write the refractory_end_sec to wall clock time because we do not know
289 // when statsd will start again.
290 int32_t refractoryEndWallClockSec = (int32_t) ((currentWallClockTimeNs / NS_PER_SEC) +
291 (it.second - systemElapsedTimeNs / NS_PER_SEC));
292
293 keyedData->set_last_refractory_ends_sec(refractoryEndWallClockSec);
294 writeMetricDimensionKeyToMetadataDimensionKey(
295 it.first, keyedData->mutable_dimension_key());
296 }
297
298 return metadataWritten;
299 }
300
loadAlertMetadata(const metadata::AlertMetadata & alertMetadata,int64_t currentWallClockTimeNs,int64_t systemElapsedTimeNs)301 void AnomalyTracker::loadAlertMetadata(
302 const metadata::AlertMetadata& alertMetadata,
303 int64_t currentWallClockTimeNs,
304 int64_t systemElapsedTimeNs) {
305 for (const metadata::AlertDimensionKeyedData& keyedData :
306 alertMetadata.alert_dim_keyed_data()) {
307 if ((uint64_t) keyedData.last_refractory_ends_sec() < currentWallClockTimeNs / NS_PER_SEC) {
308 // Do not update the timestamp if it has already expired.
309 continue;
310 }
311 MetricDimensionKey metricKey = loadMetricDimensionKeyFromProto(
312 keyedData.dimension_key());
313 int32_t refractoryPeriodEndsSec = (int32_t) keyedData.last_refractory_ends_sec() -
314 currentWallClockTimeNs / NS_PER_SEC + systemElapsedTimeNs / NS_PER_SEC;
315 mRefractoryPeriodEndsSec[metricKey] = refractoryPeriodEndsSec;
316 }
317 }
318
319 } // namespace statsd
320 } // namespace os
321 } // namespace android
322