| // 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. |
| |
| #include "src/anomaly/AnomalyTracker.h" |
| #include "../metrics/metrics_test_helper.h" |
| |
| #include <gtest/gtest.h> |
| #include <math.h> |
| #include <stdio.h> |
| #include <vector> |
| |
| using namespace testing; |
| using android::sp; |
| using std::set; |
| using std::unordered_map; |
| using std::vector; |
| |
| #ifdef __ANDROID__ |
| |
| namespace android { |
| namespace os { |
| namespace statsd { |
| |
| const ConfigKey kConfigKey(0, 12345); |
| |
| MetricDimensionKey getMockMetricDimensionKey(int key, string value) { |
| int pos[] = {key, 0, 0}; |
| HashableDimensionKey dim; |
| dim.addValue(FieldValue(Field(1, pos, 0), Value(value))); |
| return MetricDimensionKey(dim, DEFAULT_DIMENSION_KEY); |
| } |
| |
| void AddValueToBucket(const std::vector<std::pair<MetricDimensionKey, long>>& key_value_pair_list, |
| std::shared_ptr<DimToValMap> bucket) { |
| for (auto itr = key_value_pair_list.begin(); itr != key_value_pair_list.end(); itr++) { |
| (*bucket)[itr->first] += itr->second; |
| } |
| } |
| |
| std::shared_ptr<DimToValMap> MockBucket( |
| const std::vector<std::pair<MetricDimensionKey, long>>& key_value_pair_list) { |
| std::shared_ptr<DimToValMap> bucket = std::make_shared<DimToValMap>(); |
| AddValueToBucket(key_value_pair_list, bucket); |
| return bucket; |
| } |
| |
| // Returns the value, for the given key, in that bucket, or 0 if not present. |
| int64_t getBucketValue(const std::shared_ptr<DimToValMap>& bucket, |
| const MetricDimensionKey& key) { |
| const auto& itr = bucket->find(key); |
| if (itr != bucket->end()) { |
| return itr->second; |
| } |
| return 0; |
| } |
| |
| // Returns true if keys in trueList are detected as anomalies and keys in falseList are not. |
| bool detectAnomaliesPass(AnomalyTracker& tracker, |
| const int64_t& bucketNum, |
| const std::shared_ptr<DimToValMap>& currentBucket, |
| const std::set<const MetricDimensionKey>& trueList, |
| const std::set<const MetricDimensionKey>& falseList) { |
| for (MetricDimensionKey key : trueList) { |
| if (!tracker.detectAnomaly(bucketNum, key, getBucketValue(currentBucket, key))) { |
| return false; |
| } |
| } |
| for (MetricDimensionKey key : falseList) { |
| if (tracker.detectAnomaly(bucketNum, key, getBucketValue(currentBucket, key))) { |
| return false; |
| } |
| } |
| return true; |
| } |
| |
| // Calls tracker.detectAndDeclareAnomaly on each key in the bucket. |
| void detectAndDeclareAnomalies(AnomalyTracker& tracker, |
| const int64_t& bucketNum, |
| const std::shared_ptr<DimToValMap>& bucket, |
| const int64_t& eventTimestamp) { |
| for (const auto& kv : *bucket) { |
| tracker.detectAndDeclareAnomaly(eventTimestamp, bucketNum, kv.first, kv.second); |
| } |
| } |
| |
| // Asserts that the refractory time for each key in timestamps is the corresponding |
| // timestamp (in ns) + refractoryPeriodSec. |
| // If a timestamp value is negative, instead asserts that the refractory period is inapplicable |
| // (either non-existant or already past). |
| void checkRefractoryTimes(AnomalyTracker& tracker, |
| const int64_t& currTimestampNs, |
| const int32_t& refractoryPeriodSec, |
| const std::unordered_map<MetricDimensionKey, int64_t>& timestamps) { |
| for (const auto& kv : timestamps) { |
| if (kv.second < 0) { |
| // Make sure that, if there is a refractory period, it is already past. |
| EXPECT_LT(tracker.getRefractoryPeriodEndsSec(kv.first) * NS_PER_SEC, |
| (uint64_t)currTimestampNs) |
| << "Failure was at currTimestampNs " << currTimestampNs; |
| } else { |
| EXPECT_EQ(tracker.getRefractoryPeriodEndsSec(kv.first), |
| std::ceil(1.0 * kv.second / NS_PER_SEC) + refractoryPeriodSec) |
| << "Failure was at currTimestampNs " << currTimestampNs; |
| } |
| } |
| } |
| |
| TEST(AnomalyTrackerTest, TestConsecutiveBuckets) { |
| const int64_t bucketSizeNs = 30 * NS_PER_SEC; |
| const int32_t refractoryPeriodSec = 2 * bucketSizeNs / NS_PER_SEC; |
| Alert alert; |
| alert.set_num_buckets(3); |
| alert.set_refractory_period_secs(refractoryPeriodSec); |
| alert.set_trigger_if_sum_gt(2); |
| |
| AnomalyTracker anomalyTracker(alert, kConfigKey); |
| MetricDimensionKey keyA = getMockMetricDimensionKey(1, "a"); |
| MetricDimensionKey keyB = getMockMetricDimensionKey(1, "b"); |
| MetricDimensionKey keyC = getMockMetricDimensionKey(1, "c"); |
| |
| int64_t eventTimestamp0 = 10 * NS_PER_SEC; |
| int64_t eventTimestamp1 = bucketSizeNs + 11 * NS_PER_SEC; |
| int64_t eventTimestamp2 = 2 * bucketSizeNs + 12 * NS_PER_SEC; |
| int64_t eventTimestamp3 = 3 * bucketSizeNs + 13 * NS_PER_SEC; |
| int64_t eventTimestamp4 = 4 * bucketSizeNs + 14 * NS_PER_SEC; |
| int64_t eventTimestamp5 = 5 * bucketSizeNs + 5 * NS_PER_SEC; |
| int64_t eventTimestamp6 = 6 * bucketSizeNs + 16 * NS_PER_SEC; |
| |
| std::shared_ptr<DimToValMap> bucket0 = MockBucket({{keyA, 1}, {keyB, 2}, {keyC, 1}}); |
| std::shared_ptr<DimToValMap> bucket1 = MockBucket({{keyA, 1}}); |
| std::shared_ptr<DimToValMap> bucket2 = MockBucket({{keyB, 1}}); |
| std::shared_ptr<DimToValMap> bucket3 = MockBucket({{keyA, 2}}); |
| std::shared_ptr<DimToValMap> bucket4 = MockBucket({{keyB, 5}}); |
| std::shared_ptr<DimToValMap> bucket5 = MockBucket({{keyA, 2}}); |
| std::shared_ptr<DimToValMap> bucket6 = MockBucket({{keyA, 2}}); |
| |
| // Start time with no events. |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0u); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, -1LL); |
| |
| // Event from bucket #0 occurs. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 0, bucket0, {}, {keyA, keyB, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 0, bucket0, eventTimestamp1); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp0, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, -1}, {keyC, -1}}); |
| |
| // Adds past bucket #0 |
| anomalyTracker.addPastBucket(bucket0, 0); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 3u); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 0LL); |
| |
| // Event from bucket #1 occurs. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 1, bucket1, {}, {keyA, keyB, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 1, bucket1, eventTimestamp1); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp1, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, -1}, {keyC, -1}}); |
| |
| // Adds past bucket #0 again. The sum does not change. |
| anomalyTracker.addPastBucket(bucket0, 0); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 3u); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 0LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 1, bucket1, {}, {keyA, keyB, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 1, bucket1, eventTimestamp1 + 1); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp1, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, -1}, {keyC, -1}}); |
| |
| // Adds past bucket #1. |
| anomalyTracker.addPastBucket(bucket1, 1); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 1L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 3UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| |
| // Event from bucket #2 occurs. New anomaly on keyB. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 2, bucket2, {keyB}, {keyA, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 2, bucket2, eventTimestamp2); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp2, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp2}, {keyC, -1}}); |
| |
| // Adds past bucket #1 again. Nothing changes. |
| anomalyTracker.addPastBucket(bucket1, 1); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 1L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 3UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| // Event from bucket #2 occurs (again). |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 2, bucket2, {keyB}, {keyA, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 2, bucket2, eventTimestamp2 + 1); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp2, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp2}, {keyC, -1}}); |
| |
| // Adds past bucket #2. |
| anomalyTracker.addPastBucket(bucket2, 2); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 2L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 1LL); |
| |
| // Event from bucket #3 occurs. New anomaly on keyA. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 3, bucket3, {keyA}, {keyB, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 3, bucket3, eventTimestamp3); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp3, refractoryPeriodSec, |
| {{keyA, eventTimestamp3}, {keyB, eventTimestamp2}, {keyC, -1}}); |
| |
| // Adds bucket #3. |
| anomalyTracker.addPastBucket(bucket3, 3L); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 3L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 1LL); |
| |
| // Event from bucket #4 occurs. New anomaly on keyB. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 4, bucket4, {keyB}, {keyA, keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 4, bucket4, eventTimestamp4); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp4, refractoryPeriodSec, |
| {{keyA, eventTimestamp3}, {keyB, eventTimestamp4}, {keyC, -1}}); |
| |
| // Adds bucket #4. |
| anomalyTracker.addPastBucket(bucket4, 4); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 4L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 5LL); |
| |
| // Event from bucket #5 occurs. New anomaly on keyA, which is still in refractory. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 5, bucket5, {keyA, keyB}, {keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 5, bucket5, eventTimestamp5); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp5, refractoryPeriodSec, |
| {{keyA, eventTimestamp3}, {keyB, eventTimestamp4}, {keyC, -1}}); |
| |
| // Adds bucket #5. |
| anomalyTracker.addPastBucket(bucket5, 5); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 5L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 5LL); |
| |
| // Event from bucket #6 occurs. New anomaly on keyA, which is now out of refractory. |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 6, bucket6, {keyA, keyB}, {keyC})); |
| detectAndDeclareAnomalies(anomalyTracker, 6, bucket6, eventTimestamp6); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp6, refractoryPeriodSec, |
| {{keyA, eventTimestamp6}, {keyB, eventTimestamp4}, {keyC, -1}}); |
| } |
| |
| TEST(AnomalyTrackerTest, TestSparseBuckets) { |
| const int64_t bucketSizeNs = 30 * NS_PER_SEC; |
| const int32_t refractoryPeriodSec = 2 * bucketSizeNs / NS_PER_SEC; |
| Alert alert; |
| alert.set_num_buckets(3); |
| alert.set_refractory_period_secs(refractoryPeriodSec); |
| alert.set_trigger_if_sum_gt(2); |
| |
| AnomalyTracker anomalyTracker(alert, kConfigKey); |
| MetricDimensionKey keyA = getMockMetricDimensionKey(1, "a"); |
| MetricDimensionKey keyB = getMockMetricDimensionKey(1, "b"); |
| MetricDimensionKey keyC = getMockMetricDimensionKey(1, "c"); |
| MetricDimensionKey keyD = getMockMetricDimensionKey(1, "d"); |
| MetricDimensionKey keyE = getMockMetricDimensionKey(1, "e"); |
| |
| std::shared_ptr<DimToValMap> bucket9 = MockBucket({{keyA, 1}, {keyB, 2}, {keyC, 1}}); |
| std::shared_ptr<DimToValMap> bucket16 = MockBucket({{keyB, 4}}); |
| std::shared_ptr<DimToValMap> bucket18 = MockBucket({{keyB, 1}, {keyC, 1}}); |
| std::shared_ptr<DimToValMap> bucket20 = MockBucket({{keyB, 3}, {keyC, 1}}); |
| std::shared_ptr<DimToValMap> bucket25 = MockBucket({{keyD, 1}}); |
| std::shared_ptr<DimToValMap> bucket28 = MockBucket({{keyE, 2}}); |
| |
| int64_t eventTimestamp1 = bucketSizeNs * 8 + 1; |
| int64_t eventTimestamp2 = bucketSizeNs * 15 + 11; |
| int64_t eventTimestamp3 = bucketSizeNs * 17 + 1; |
| int64_t eventTimestamp4 = bucketSizeNs * 19 + 2; |
| int64_t eventTimestamp5 = bucketSizeNs * 24 + 3; |
| int64_t eventTimestamp6 = bucketSizeNs * 27 + 3; |
| |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, -1LL); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 9, bucket9, {}, {keyA, keyB, keyC, keyD})); |
| detectAndDeclareAnomalies(anomalyTracker, 9, bucket9, eventTimestamp1); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp1, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, -1}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| |
| // Add past bucket #9 |
| anomalyTracker.addPastBucket(bucket9, 9); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 9L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 3UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyA), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 2LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 16, bucket16, {keyB}, {keyA, keyC, keyD})); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 15L); |
| detectAndDeclareAnomalies(anomalyTracker, 16, bucket16, eventTimestamp2); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 15L); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp2, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp2}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| |
| // Add past bucket #16 |
| anomalyTracker.addPastBucket(bucket16, 16); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 16L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 1UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 4LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 18, bucket18, {keyB}, {keyA, keyC, keyD})); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 1UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 4LL); |
| // Within refractory period. |
| detectAndDeclareAnomalies(anomalyTracker, 18, bucket18, eventTimestamp3); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp3, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp2}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 1UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 4LL); |
| |
| // Add past bucket #18 |
| anomalyTracker.addPastBucket(bucket18, 18); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 18L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 20, bucket20, {keyB}, {keyA, keyC, keyD})); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 19L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| detectAndDeclareAnomalies(anomalyTracker, 20, bucket20, eventTimestamp4); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp4, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp4}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| |
| // Add bucket #18 again. Nothing changes. |
| anomalyTracker.addPastBucket(bucket18, 18); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 19L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 20, bucket20, {keyB}, {keyA, keyC, keyD})); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 1LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| detectAndDeclareAnomalies(anomalyTracker, 20, bucket20, eventTimestamp4 + 1); |
| // Within refractory period. |
| checkRefractoryTimes(anomalyTracker, eventTimestamp4 + 1, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp4}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| |
| // Add past bucket #20 |
| anomalyTracker.addPastBucket(bucket20, 20); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 20L); |
| EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 2UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyB), 3LL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyC), 1LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 25, bucket25, {}, {keyA, keyB, keyC, keyD})); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 24L); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| detectAndDeclareAnomalies(anomalyTracker, 25, bucket25, eventTimestamp5); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp5, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, eventTimestamp4}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| |
| // Add past bucket #25 |
| anomalyTracker.addPastBucket(bucket25, 25); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 25L); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 1UL); |
| EXPECT_EQ(anomalyTracker.getSumOverPastBuckets(keyD), 1LL); |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 28, bucket28, {}, |
| {keyA, keyB, keyC, keyD, keyE})); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 27L); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| detectAndDeclareAnomalies(anomalyTracker, 28, bucket28, eventTimestamp6); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp6, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, -1}, {keyC, -1}, {keyD, -1}, {keyE, -1}}); |
| |
| // Updates current bucket #28. |
| (*bucket28)[keyE] = 5; |
| EXPECT_TRUE(detectAnomaliesPass(anomalyTracker, 28, bucket28, {keyE}, |
| {keyA, keyB, keyC, keyD})); |
| EXPECT_EQ(anomalyTracker.mMostRecentBucketNum, 27L); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| detectAndDeclareAnomalies(anomalyTracker, 28, bucket28, eventTimestamp6 + 7); |
| // TODO: after detectAnomaly fix: EXPECT_EQ(anomalyTracker.mSumOverPastBuckets.size(), 0UL); |
| checkRefractoryTimes(anomalyTracker, eventTimestamp6, refractoryPeriodSec, |
| {{keyA, -1}, {keyB, -1}, {keyC, -1}, {keyD, -1}, {keyE, eventTimestamp6 + 7}}); |
| } |
| |
| } // namespace statsd |
| } // namespace os |
| } // namespace android |
| #else |
| GTEST_LOG_(INFO) << "This test does nothing.\n"; |
| #endif |
