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authorDaniel Baumann <daniel.baumann@progress-linux.org>2021-12-01 06:15:11 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2021-12-01 06:15:11 +0000
commit483926a283e118590da3f9ecfa75a8a4d62143ce (patch)
treecb77052778df9a128a8cd3ff5bf7645322a13bc5 /ml/ml.cc
parentReleasing debian version 1.31.0-4. (diff)
downloadnetdata-483926a283e118590da3f9ecfa75a8a4d62143ce.tar.xz
netdata-483926a283e118590da3f9ecfa75a8a4d62143ce.zip
Merging upstream version 1.32.0.
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to 'ml/ml.cc')
-rw-r--r--ml/ml.cc153
1 files changed, 153 insertions, 0 deletions
diff --git a/ml/ml.cc b/ml/ml.cc
new file mode 100644
index 00000000..857d23d3
--- /dev/null
+++ b/ml/ml.cc
@@ -0,0 +1,153 @@
+// SPDX-License-Identifier: GPL-3.0-or-later
+
+#include "Config.h"
+#include "Dimension.h"
+#include "Host.h"
+
+using namespace ml;
+
+/*
+ * Assumptions:
+ * 1) hosts outlive their sets, and sets outlive their dimensions,
+ * 2) dimensions always have a set that has a host.
+ */
+
+void ml_init(void) {
+ Cfg.readMLConfig();
+}
+
+void ml_new_host(RRDHOST *RH) {
+ if (!Cfg.EnableAnomalyDetection)
+ return;
+
+ if (simple_pattern_matches(Cfg.SP_HostsToSkip, RH->hostname))
+ return;
+
+ Host *H = new Host(RH);
+ RH->ml_host = static_cast<ml_host_t>(H);
+
+ H->startAnomalyDetectionThreads();
+}
+
+void ml_delete_host(RRDHOST *RH) {
+ Host *H = static_cast<Host *>(RH->ml_host);
+ if (!H)
+ return;
+
+ H->stopAnomalyDetectionThreads();
+
+ delete H;
+ RH->ml_host = nullptr;
+}
+
+void ml_new_dimension(RRDDIM *RD) {
+ RRDSET *RS = RD->rrdset;
+
+ Host *H = static_cast<Host *>(RD->rrdset->rrdhost->ml_host);
+ if (!H)
+ return;
+
+ if (static_cast<unsigned>(RD->update_every) != H->updateEvery())
+ return;
+
+ if (simple_pattern_matches(Cfg.SP_ChartsToSkip, RS->name))
+ return;
+
+ Dimension *D = new Dimension(RD);
+ RD->state->ml_dimension = static_cast<ml_dimension_t>(D);
+ H->addDimension(D);
+}
+
+void ml_delete_dimension(RRDDIM *RD) {
+ Dimension *D = static_cast<Dimension *>(RD->state->ml_dimension);
+ if (!D)
+ return;
+
+ Host *H = static_cast<Host *>(RD->rrdset->rrdhost->ml_host);
+ H->removeDimension(D);
+
+ RD->state->ml_dimension = nullptr;
+}
+
+char *ml_get_host_info(RRDHOST *RH) {
+ nlohmann::json ConfigJson;
+
+ if (RH && RH->ml_host) {
+ Host *H = static_cast<Host *>(RH->ml_host);
+ H->getConfigAsJson(ConfigJson);
+ H->getDetectionInfoAsJson(ConfigJson);
+ } else {
+ ConfigJson["enabled"] = false;
+ }
+
+ return strdup(ConfigJson.dump(2, '\t').c_str());
+}
+
+bool ml_is_anomalous(RRDDIM *RD, double Value, bool Exists) {
+ Dimension *D = static_cast<Dimension *>(RD->state->ml_dimension);
+ if (!D)
+ return false;
+
+ D->addValue(Value, Exists);
+ bool Result = D->predict().second;
+ return Result;
+}
+
+char *ml_get_anomaly_events(RRDHOST *RH, const char *AnomalyDetectorName,
+ int AnomalyDetectorVersion, time_t After, time_t Before) {
+ if (!RH || !RH->ml_host) {
+ error("No host");
+ return nullptr;
+ }
+
+ Host *H = static_cast<Host *>(RH->ml_host);
+ std::vector<std::pair<time_t, time_t>> TimeRanges;
+
+ bool Res = H->getAnomaliesInRange(TimeRanges, AnomalyDetectorName,
+ AnomalyDetectorVersion,
+ H->getUUID(),
+ After, Before);
+ if (!Res) {
+ error("DB result is empty");
+ return nullptr;
+ }
+
+ nlohmann::json Json = TimeRanges;
+ return strdup(Json.dump(4).c_str());
+}
+
+char *ml_get_anomaly_event_info(RRDHOST *RH, const char *AnomalyDetectorName,
+ int AnomalyDetectorVersion, time_t After, time_t Before) {
+ if (!RH || !RH->ml_host) {
+ error("No host");
+ return nullptr;
+ }
+
+ Host *H = static_cast<Host *>(RH->ml_host);
+
+ nlohmann::json Json;
+ bool Res = H->getAnomalyInfo(Json, AnomalyDetectorName,
+ AnomalyDetectorVersion,
+ H->getUUID(),
+ After, Before);
+ if (!Res) {
+ error("DB result is empty");
+ return nullptr;
+ }
+
+ return strdup(Json.dump(4, '\t').c_str());
+}
+
+#if defined(ENABLE_ML_TESTS)
+
+#include "gtest/gtest.h"
+
+int test_ml(int argc, char *argv[]) {
+ (void) argc;
+ (void) argv;
+
+ ::testing::InitGoogleTest(&argc, argv);
+ return RUN_ALL_TESTS();
+}
+
+#endif // ENABLE_ML_TESTS