From 40ccbe51a7f94f0bbddc76cec71e771d88eabfe2 Mon Sep 17 00:00:00 2001 From: DesireeWyrzylala <74858504+DesireeWyrzylala@users.noreply.github.com> Date: Sun, 9 Feb 2025 18:36:27 +0100 Subject: [PATCH] first results comparing, include sub-lof --- .../anomalien/CNN_groups_anomaly.png | Bin 0 -> 54225 bytes .../anomalien/OmniAnomaly_groups_anomaly.png | Bin 0 -> 55667 bytes .../anomalien/lstmad_groups_anomaly.png | Bin 0 -> 55444 bytes .../anomalien/poly_groups_anomaly.png | Bin 0 -> 55085 bytes bilder/evaluation/groups/CNN_groups.png | Bin 0 -> 70949 bytes .../evaluation/groups/OmniANomaly_groups.png | Bin 0 -> 72069 bytes .../evaluation/groups/POLY_AUC-PR_groups.png | Bin 30380 -> 70725 bytes bilder/evaluation/groups/lstmad_groups.png | Bin 0 -> 70723 bytes bilder/metriken_der_modelle_nach_gruppen.png | Bin 0 -> 272518 bytes docs/Paper/Paper Git Uebersicht.md | 3 +- docs/Paper/Paper Uebersicht.md | 8 +- docs/data/Datensatz.md | 53 + docs/evaluation/Vergleich der Ergebnisse.md | 510 ++++ src/models/desi/call_Sub_LOF.py | 28 + src/models/desi/desi_evaluate_groups.ipynb | 2236 ++++++++++------- src/template_evaluate_groups.ipynb | 2 +- 16 files changed, 1867 insertions(+), 973 deletions(-) create mode 100644 bilder/evaluation/anomalien/CNN_groups_anomaly.png create mode 100644 bilder/evaluation/anomalien/OmniAnomaly_groups_anomaly.png create mode 100644 bilder/evaluation/anomalien/lstmad_groups_anomaly.png create mode 100644 bilder/evaluation/anomalien/poly_groups_anomaly.png create mode 100644 bilder/evaluation/groups/CNN_groups.png create mode 100644 bilder/evaluation/groups/OmniANomaly_groups.png create mode 100644 bilder/evaluation/groups/lstmad_groups.png create mode 100644 bilder/metriken_der_modelle_nach_gruppen.png create mode 100644 docs/evaluation/Vergleich der Ergebnisse.md create mode 100644 src/models/desi/call_Sub_LOF.py diff --git a/bilder/evaluation/anomalien/CNN_groups_anomaly.png b/bilder/evaluation/anomalien/CNN_groups_anomaly.png new file mode 100644 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getesten Parameter für alle Modelle + Enthält ganz unten die Optimalen Werte (von den evaluierten) @@ -17,7 +18,7 @@ **Evaluations-Modell** [**Link zu VUS**](https://github.com/TheDatumOrg/VUS) -**Übersichten zur Genauigkeit der Modelle bei verschiedenen ANomalietypen** +**Übersichten zur Genauigkeit der Modelle bei verschiedenen Anomalietypen** [TSB_UAD/resulst/statistical_test_table](https://github.com/TheDatumOrg/TSB-UAD/tree/main/result/statistical_test_table) **AnomalieDetektor TSB_UAD** diff --git a/docs/Paper/Paper Uebersicht.md b/docs/Paper/Paper Uebersicht.md index 8c3b52d..b1741ca 100644 --- a/docs/Paper/Paper Uebersicht.md +++ b/docs/Paper/Paper Uebersicht.md @@ -1,12 +1,12 @@ -[Anonmalidetektion](https://github.com/TheDatumOrg/TSB-UAD/blob/main/docs/evaluation/VUS.md) +[Git Anonmalidetektion](https://github.com/TheDatumOrg/TSB-UAD/blob/main/docs/evaluation/VUS.md) **Welche Anomalien werden betrachtet?** - + **Wie erfolgt eine Anomaliedetektion?** - + # Runtime + on single CPU process - + # Detection Pipeline The typical pipeline for time series anomaly detection involves three key stages: (i) preprocessing of time series data, (ii) application of anomaly detection algorithms, and (iii) post-processing of the resulting anomaly scores. diff --git a/docs/data/Datensatz.md b/docs/data/Datensatz.md index 4178372..755f77f 100644 --- a/docs/data/Datensatz.md +++ b/docs/data/Datensatz.md @@ -18,6 +18,59 @@ + Medizin + Haushallt + Sensoren + + Anzahl an Gruppen: 23 + + UCR: 76 + + SMD: 38 + + YAHOO: 35 + + Exathlon: 32 + + NAB: 28 + + OPPORTUNITY: 28 + + WSD: 25 + + SVDB: 20 + + SMAP: 19 + + IOPS: 17 + + TODS: 15 + + Stock: 10 + + MGAB: 9 + + MSL: 9 + + NEK: 9 + + LTDB: 9 + + MITDB: 8 + + TAO: 3 + + SED: 3 + + Daphnet: 1 + + SWaT: 1 + + Power: 1 + + CATSv2: 1 ++ Anzahl an Zeitserien mit nur Punktanomalien: 55 + + YAHOO: 31 + + Stock: 10 + + UCR: 5 + + TODS: 3 + + WSD: 2 + + TAO: 2 + + IOPS: 2 ++ Anzahl an Zeitserien mit nur Sequenzanomalien: 158 + + Exathlon: 32 + + SVDB: 19 + + SMD: 14 + + WSD: 14 + + OPPORTUNITY: 13 + + NAB: 12 + + LTDB: 9 + + MGAB: 9 + + MITDB: 8 + + TODS: 6 + + NEK: 4 + + SED: 3 + + YAHOO: 3 + + MSL: 3 + + IOPS: 3 + + SMAP: 2 + + Daphnet: 1 + + CATSv2: 1 + + Power: 1 + + SWaT: 1 ## Teilung in Trainings- und Testdatensatz + Autoren haben Liste an Datensätze, welche für Training und Test verwendet wurden aufgelistet diff --git a/docs/evaluation/Vergleich der Ergebnisse.md b/docs/evaluation/Vergleich der Ergebnisse.md new file mode 100644 index 0000000..ff39223 --- /dev/null +++ b/docs/evaluation/Vergleich der Ergebnisse.md @@ -0,0 +1,510 @@ + +# Laufzeiten +| Laufzeiten | POLY | iForest | PCA | USAD | CNN | OmAn | LSTM | kShape | kMeans | OCSVM | LOF | KNN | +| ------------------------------ | ---- | ------- | --- | ---- | ---- | ---- | ---- | ------ | ------ | ----- | --- | --- | +| **Bei Autoren (s)** | 0.09 | 0.14 | 2 | 2 | 3 | 4 | 8 | 8.5 | 11 | 13 | 16 | 19 | +| **Insgesamt (h)** | 3.42 | | | | 2.93 | 3.42 | 3.66 | | | | | | +| **Durchschnitt pro Datei (s)** | 31.0 | | | | 26.6 | 31 | 33.2 | | | | | | + +# Datensätze ++ Gesamtanzahl Zeitserien: 397 ++ Anzahl an Gruppen: 23 ++ Anzahl an Zeitserien mit nur Punktanomalien: 55 ++ Anzahl an Zeitserien mit nur Sequenzanomalien: 158 +# POLY: ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Nein + +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: 0.233 + + Precision: 0.340 + + Standard-F1: 0.451 (vgl. 0.37, +0.081, $\approx$ + 21.9 %) + + Auc-Roc: 0.805 (vgl. 0.73, + 0.075, $\approx$ + 10.3 %) + + Auc-PR: 0.394 (vgl. 0.31, + 0.084, $\approx$ + 27,1 %) + + Vus-PR: 0.478 (vgl. 0.39, + 0.088, $\approx$ + 22.6 %) ++ Durchschnitt Punktanomalien: + + Recall: 0.088 + + Precision: 0.046 + + Standard-F1: 0.100 + + Auc-Roc: 0.781 + + Auc_PR: 0.060 + + Vus-PR: 0.392 ++ Durchschnitt Sequenzanomalien: + + Recall: 0.233 + + Precision: 0.532 + + Standard-F1: 0.556 + + Auc-Roc: 0.805 + + Auc-PR: 0.499 + + Vus-PR: 0.521 + +**Bemerkung:** ++ Deutlich besser bei Sequenzanomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + Exathlon: 0.844513 + + nach VUS-PR: + + Exathlon: 0.847945 (vgl. 0.74, + 0.107945, $\approx$ 14.59 %) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + MGAB: 0.008996 + + nach VUS-PR: + + MGAB: 0.008269 (vgl. 0.01, - 0.001731, vermutl. gleich) + + +# iForest (pc14) ++ Prozessor: CPU + + Modell: + + Anzahl + + Taktfrequenz: ++ Nutzung mehrerer Kerne: Ja? +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.35) + + Auc-Roc: (vgl. 0.71) + + Auc-PR: (vgl. 0.29) + + Vus-PR: (vgl. 0.30) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei _anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. Stock + Tao 0.99) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.00) +# Sub-PCA ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Nein +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.42) + + Auc-Roc: (vgl. 0.71) + + Auc-PR: (vgl. 0.37) + + Vus-PR: (vgl. 0.42) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei _anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. Exathlon + Tao 0.93) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.01) + +# USAD ++ Prozessor: GPU + + Modell: NVIDIA GeForce RTX 2060 SUPER + + Anzahl CUDA-Kerne: 2176 + + Taktfrequenz Basistakt: ca. 1470 MHz +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.37) + + Auc-Roc: (vgl. 0.66) + + Auc-PR: (vgl. 0.32) + + Vus-PR: (vgl. 0.36) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei _anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. TAO 0.93) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.00) + +# CNN ++ Prozessor: GPU + + Modell: NVIDIA GeForce RTX 2060 SUPER + + Anzahl CUDA-Kerne: 2176 + + Taktfrequenz Basistakt: ca. 1470 MHz + +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: 0.220 + + Precision: 0.473 + + Standard-F1: 0.414 (vgl. 0.38, + 0.034, $\approx$ 8.5 %) + + Auc-Roc: 0.741 (vgl. 0.71, + 0.031, $\approx$ 4.4 %) + + Auc-PR: 0.366 (vgl. 0.33, +0.036, $\approx$ 10.9 %) + + Vus-PR: 0.367 (vgl. 0.34, + 0.027, $\approx$ 7.9 %) ++ Durchschnitt Punktanomalien: + + Recall: 0.495 + + Precision: 0.406 + + Standard-F1: 0.610 + + Auc-Roc: 0.860 + + Auc-PR: 0.585 + + Vus-PR: 0.571 ++ Durchschnitt Sequenzanomalien: + + Recall: 0.166 + + Precision: 0.592 + + Standard-F1: 0.430 + + Auc-Roc: 0.726 + + Auc-PR: 0.387 + + Vus-PR: 0.395 + +**Bemerkung:** ++ Deutlich besser bei Punkt-Anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + TAO: 0.994857 + + nach VUS-PR: + + TAO: 0.994270 (vgl. 1.0, -0.00573 , vermutl. gleich) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + MGAB: 0.003855 + + nach VUS-PR: + + MGAB: 0.006988 (vgl. 0.01, -0.003012 , vermutl. gleich) + +# OmniAnomaly ++ Prozessor: GPU + + Modell: NVIDIA GeForce RTX 2060 SUPER + + Anzahl CUDA-Kerne: 2176 + + Taktfrequenz Basistakt: ca. 1470 MHz +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: 0.204 + + Precision: 0.382 + + Standard-F1: 0.392 (vgl. 0.31, + 0.082, $\approx$ 26.5 %) + + Auc-Roc: 0.707 (vgl. 0.65, + 0.057, $\approx$ 8.77 %) + + Auc-PR: 0.354 (vgl. 0.27, + 0.084, $\approx$ 31.1 %) + + Vus-PR: 0.377 (vgl. 0.29, + 0.087, $\approx$ 30 %) ++ Durchschnitt Punktanomalien: + + Recall: 0.093 + + Precision: 0.130 + + Standard-F1: 0.163 + + Auc-Roc: 0.698 + + Auc-PR: 0.125 + + Vus-PR: 0.329 ++ Durchschnitt Sequenzanomalien: + + Recall: 0.216 + + Precision: 0.548 + + Standard-F1: 0.512 + + Auc-Roc: 0.720 + + Auc-PR: 0.481 + + Vus-PR: 0.467 + +**Bemerkung:** ++ Deutlich besser bei Sequenzanomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + Exathlon: 0.874519 (TAO: 0.344) + + nach VUS-PR: + + TAO: 0.930020 (vgl. 0.98, -0.05 , $\approx$ - 5.1 %; Exathlon: 0.88 vgl. 0.83 $\approx$ 6.0 %) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + MGAB: 0.015268 + + nach VUS-PR: + + MGAB: 0.005586 (vgl. 0.0, + 0.005 , vermutl. gleich) + +# LSTMAD ++ Prozessor: GPU + + Modell: NVIDIA GeForce RTX 2060 SUPER + + Anzahl CUDA-Kerne: 2176 + + Taktfrequenz Basistakt: ca. 1470 MHz +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: 0.174 + + Precision: 0.427 + + Standard-F1: 0.365 (vgl. 0.37, - 0.005, vermutl. gleich) + + Auc-Roc: 0.669 (vgl. 0.68, - 0.011, $\approx$ - 1.6 %) + + Auc-PR: 0.313 (vgl. 0.31, + 0.003, vermutl. gleich) + + Vus-PR: 0.320 (vgl. 0.33, -0.01, $\approx$ 3.0 %) ++ Durchschnitt Punktanomalien: + + Recall: 0.358 + + Precision: 0.336 + + Standard-F1: 0.482 + + Auc-Roc: 0.698 + + Auc-PR: 0.426 + + Vus-PR: 0.471 ++ Durchschnitt Sequenzanomalien: + + Recall: 0.146 + + Precision: 0.559 + + Standard-F1: 0.403 + + Auc-Roc: 0.673 + + Auc-PR: 0.357 + + Vus-PR: 0.358 + +**Bemerkung:** ++ Deutlich besser bei Punktanomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + TAO: 0.993397 + + nach VUS-PR: + + TAO: 0.995044 (vgl. 1.0, -0.005 ,vermutl. gleich) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + UCR: 0.028041 + + nach VUS-PR: + + UCR: 0.023293 (vgl. 0.02, +0.003 , vermutl. gleich) +# kShapeAD (pc22) ++ Prozessor: + + Modell: + + Anzahl Kerne: + + Taktfrequenz: ++ Nutzung mehrerer Kerne: Ja? +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.39) + + Auc-Roc: (vgl. 0.74) + + Auc-PR: (vgl. 0.35) + + Vus-PR: (vgl. 0.40) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei _anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. TAO 0.91) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.02) +# kMeansAD ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Ja +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.37) + + Auc-Roc: (vgl. 0.74) + + Auc-PR: (vgl. 0.32) + + Vus-PR: (vgl. 0.37) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei _anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. TAO 0.92) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.01) +# Sub-OCSVM ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Nein ? +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.22) + + Auc-Roc: (vgl. 0.65) + + Auc-PR: (vgl. 0.16) + + Vus-PR: (vgl. 0.23) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei -anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. TAO 0.92) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.01) +# LOF (pc22) ++ Prozessor: CPU + + Modell: + + Anzahl Kerne: + + Taktfrequenz: ++ Nutzung mehrerer Kerne: Ja? +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.21) + + Auc-Roc: (vgl. 0.58) + + Auc-PR: (vgl. 0.14) + + Vus-PR: (vgl. 0.17) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei -anomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. TAO 0.91) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl. MGAB 0.00) + +# Sub-KNN ++ Prozessor: CPU + + Modell: iCore 5 8th + + Anzahl Kerne: 6 + + Taktfrequenz: 3.00 GHz ++ Nutzung mehrerer Kerne: Ja +**Evaluation:** ++ Durchschnitt Gesamt: + + Recall: + + Precision: + + Standard-F1: (vgl. 0.34) + + Auc-Roc: (vgl. 0.76) + + Auc-PR: (vgl. 0.27) + + Vus-PR: (vgl. 0.35) ++ Durchschnitt Punktanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: ++ Durchschnitt Sequenzanomalien: + + Recall: + + Precision: + + Standard-F1: + + Auc-Roc: + + Auc-PR: + + Vus-PR: + +**Bemerkung:** ++ Deutlich besser bei Sequenzanomalien ++ Beste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl.) ++ Schlechteste erkannte Gruppe: + + nach AUC-PR: + + + + nach VUS-PR: + + (vgl.) \ No newline at end of file diff --git a/src/models/desi/call_Sub_LOF.py b/src/models/desi/call_Sub_LOF.py new file mode 100644 index 0000000..e4c3e2f --- /dev/null +++ b/src/models/desi/call_Sub_LOF.py @@ -0,0 +1,28 @@ +from LOF import LOF +import sys +import pathlib +sys.path.append(str(pathlib.Path.absolute)+ '../../') +from src.run_model_wrapper import main +from src.utils.slidingWindows import find_length_rank + +#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4} +params = { + 'periodicity': [1, 2, 3], + 'n_neighbors': [10, 20, 30, 40, 50] + } + +def run_Sub_LOF(data, periodicity=1, n_neighbors=30, metric='minkowski', n_jobs=1): + slidingWindow = find_length_rank(data, rank=periodicity) + clf = LOF(slidingWindow=slidingWindow, n_neighbors=n_neighbors, metric=metric, n_jobs=n_jobs) + clf.fit(data) + score = clf.decision_scores_ + return score.ravel() + +model = 'Sub-LOF' +output_path = '../../../docs/evaluation/' + +#writes results in .csv +main(run_Sub_LOF,params,model,data_folders = '../../../data/', model_type='unsupervised',output_dir = output_path) + +#pip3 install -r requirements.txt +# python src/models/desi/call_poly.py \ No newline at end of file diff --git a/src/models/desi/desi_evaluate_groups.ipynb b/src/models/desi/desi_evaluate_groups.ipynb index 1325b6a..49790c7 100644 --- a/src/models/desi/desi_evaluate_groups.ipynb +++ b/src/models/desi/desi_evaluate_groups.ipynb @@ -2,217 +2,32 @@ "cells": [ { "cell_type": "code", - "execution_count": 18, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", - "import plotly.express as px" + "import plotly.express as px\n", + "import numpy as np" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 159, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr 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" <td>0.479093</td>\n", - " <td>0.240997</td>\n", - " <td>0.750789</td>\n", - " <td>0.337209</td>\n", - " <td>0.394618</td>\n", - " <td>0.733698</td>\n", - " <td>0.000000</td>\n", - " <td>0.0</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " params \\\n", - "0 {'win_size': 50, 'lr': 0.002} \n", - "1 {'win_size': 100, 'lr': 0.002} \n", - "2 {'win_size': 100, 'lr': 0.0002} \n", - "3 {'win_size': 100, 'lr': 0.002} \n", - "4 {'win_size': 100, 'lr': 0.002} \n", - "\n", - " file_name duration group \\\n", - "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 3.769196 NAB \n", - "1 002_NAB_id_2_WebService_tr_1500_1st_4106.csv 5.537790 NAB \n", - "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 5.778356 NAB \n", - "3 004_NAB_id_4_Facility_tr_1007_1st_1437.csv 3.462159 NAB \n", - "4 005_NAB_id_5_Traffic_tr_594_1st_1645.csv 2.271409 NAB \n", - "\n", - " point anomaly seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC \\\n", - "0 False True 0.221717 0.505060 0.130220 0.416842 \n", - "1 False False 0.400549 0.509456 0.402214 0.523848 \n", - "2 False True 0.390329 0.605371 0.390623 0.613543 \n", - "3 False False 0.408544 0.720660 0.412292 0.735874 \n", - "4 False False 0.112038 0.475239 0.114226 0.479093 \n", - "\n", - " Standard-F1 PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", - "0 0.254451 0.561845 0.500000 0.507629 0.784372 0.142857 \n", - "1 0.459489 1.000000 1.000000 0.501176 0.992744 0.163265 \n", - "2 0.427462 1.000000 1.000000 0.561863 0.990312 0.206829 \n", - "3 0.417320 1.000000 1.000000 0.578501 0.986099 0.248756 \n", - "4 0.240997 0.750789 0.337209 0.394618 0.733698 0.000000 \n", - "\n", - " Precision \n", - "0 1.0 \n", - "1 1.0 \n", - "2 1.0 \n", - "3 1.0 \n", - "4 0.0 " - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "#Dataframe erstellen\n", - "model = 'OmniAnomaly'\n", + "model = 'run_LSTMAD'\n", "path = '../../../docs/evaluation/'+model+'.csv'\n", "df = pd.read_csv(path)\n", - "df.head()" + "df.head()\n", + "model = 'LSTMAD'" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 160, "metadata": {}, "outputs": [ { @@ -245,7 +60,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 28, + "execution_count": 160, "metadata": {}, "output_type": "execute_result" } @@ -256,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 161, "metadata": {}, "outputs": [], "source": [ @@ -296,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -392,34 +207,34 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1302203072910785, - 0.4022137728871261, - 0.3906233887098125, - 0.4122921912099407, - 0.1142257558806306, - 0.0880792758972597, - 0.5945298792003745, - 0.8273090007162244, - 0.2552472815151967, - 0.9997542718069378, - 0.0907112675516106, - 0.1292702960609943, - 0.0972818379040075, - 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zwischen den Gruppen für LSTMAD </b>", "xanchor": "center", "y": 0.95, "yanchor": "top" @@ -2727,7 +2542,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -2781,107 +2596,107 @@ " <tbody>\n", " <tr>\n", " <th>0</th>\n", - " <td>{'win_size': 50, 'lr': 0.002}</td>\n", + " <td>{'window_size': 150, 'lr': 0.0004}</td>\n", " <td>001_NAB_id_1_Facility_tr_1007_1st_2014.csv</td>\n", - " <td>3.769196</td>\n", + " <td>3.095788</td>\n", " <td>NAB</td>\n", " <td>False</td>\n", " <td>True</td>\n", - " <td>0.221717</td>\n", - " <td>0.505060</td>\n", - " <td>0.130220</td>\n", - " <td>0.416842</td>\n", - " <td>0.254451</td>\n", - " <td>0.561845</td>\n", - " <td>0.500000</td>\n", - " <td>0.507629</td>\n", - " <td>0.784372</td>\n", - " <td>0.142857</td>\n", - " <td>1.0</td>\n", + " <td>0.111481</td>\n", + " <td>0.500314</td>\n", + " <td>0.100945</td>\n", + " <td>0.505591</td>\n", + " <td>0.159277</td>\n", + " <td>0.994203</td>\n", + " 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0.002} \n", + " params \\\n", + "0 {'window_size': 150, 'lr': 0.0004} \n", + "2 {'window_size': 150, 'lr': 0.0004} \n", + "5 {'window_size': 150, 'lr': 0.0004} \n", + "6 {'window_size': 100, 'lr': 0.0008} \n", + "9 {'window_size': 100, 'lr': 0.0008} \n", "\n", " file_name duration group point anomaly \\\n", - "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 3.769196 NAB False \n", - "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 5.778356 NAB False \n", - "5 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 7.245088 NAB False \n", - "6 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 3.391191 NAB False \n", - "9 010_NAB_id_10_WebService_tr_500_1st_271.csv 2.211799 NAB False \n", + "0 001_NAB_id_1_Facility_tr_1007_1st_2014.csv 3.095788 NAB False \n", + "2 003_NAB_id_3_WebService_tr_1362_1st_1462.csv 3.208956 NAB False \n", + "5 006_NAB_id_6_Traffic_tr_2579_1st_5839.csv 9.755734 NAB False \n", + "6 007_NAB_id_7_Traffic_tr_624_1st_2087.csv 2.961864 NAB False \n", + "9 010_NAB_id_10_WebService_tr_500_1st_271.csv 1.678742 NAB False \n", "\n", " seq anomaly AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 PA-F1 \\\n", - "0 True 0.221717 0.505060 0.130220 0.416842 0.254451 0.561845 \n", - "2 True 0.390329 0.605371 0.390623 0.613543 0.427462 1.000000 \n", - "5 True 0.123775 0.250741 0.088079 0.239634 0.181512 0.333333 \n", - "6 True 0.585766 0.871281 0.594530 0.931290 0.639133 0.901818 \n", - "9 True 0.999178 0.999849 0.999754 0.999975 0.989894 1.000000 \n", + "0 True 0.111481 0.500314 0.100945 0.505591 0.159277 0.994203 \n", + "2 True 0.121635 0.490010 0.117158 0.496531 0.175308 0.999672 \n", + "5 True 0.086379 0.413945 0.100095 0.488165 0.181512 0.636785 \n", + "6 True 0.190021 0.564489 0.229572 0.661377 0.205743 1.000000 \n", + "9 True 0.226605 0.471617 0.327570 0.655625 0.259647 1.000000 \n", "\n", " Event-based-F1 R-based-F1 Affiliation-F Recall Precision \\\n", - "0 0.500000 0.507629 0.784372 0.142857 1.0 \n", - "2 1.000000 0.561863 0.990312 0.206829 1.0 \n", - "5 0.333333 0.604860 0.685506 0.000000 0.0 \n", - "6 0.778116 0.712246 0.847405 0.008065 1.0 \n", - "9 1.000000 0.991283 0.999862 0.141892 1.0 \n", + "0 0.818182 0.794531 0.884825 0.023324 1.000000 \n", + "2 0.933333 0.327012 0.945860 0.009192 0.700000 \n", + "5 0.500000 0.351660 0.685506 0.003883 0.666667 \n", + "6 1.000000 0.349967 0.925632 0.056452 0.636364 \n", + "9 1.000000 0.672282 0.965715 0.040541 0.857143 \n", "\n", " anomaly \n", "0 Sequenzeanomalie \n", @@ -2925,7 +2740,7 @@ "9 Sequenzeanomalie " ] }, - "execution_count": 31, + "execution_count": 163, "metadata": {}, "output_type": "execute_result" } @@ -2940,7 +2755,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 164, "metadata": {}, "outputs": [ { @@ -3042,18 +2857,18 @@ "x0": " ", "xaxis": "x", "y": [ - 0.1302203072910785, - 0.3906233887098125, - 0.0880792758972597, - 0.5945298792003745, - 0.9997542718069378, - 0.0972818379040075, - 0.2424842875715648, - 0.2285050582179044, - 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0.8227837167698208, + 0.0687846632659852, + 0.5783764293709797, + 0.0498103041175154, + 0.7098845120370701, + 0.8334442425849976, + 0.826462469593118, + 0.965047653373962 ], "y0": " ", "yaxis": "y" @@ -4819,19 +4634,19 @@ "x0": " ", "xaxis": "x", "y": [ - 0.9954658523123608, - 0.9540456788536132, - 0.0129539886817153, - 0.0141127847717399, - 0.997142294920792, - 0.9946721879823966, - 0.7433025389052081, - 0.020668967725045, - 0.9940731638610902, - 0.0201813242167401, - 0.8698690021430505, - 0.9803703088298416, - 0.985106954794408 + 0.9708542809813376, + 0.5100187118489438, + 0.0126849291325253, + 0.0135167882658251, + 0.9653797242887892, + 0.9745536964616012, + 0.6931910397490794, + 0.0206942972017477, + 0.9477772157758838, + 0.0201098826188157, + 0.5220683014942072, + 0.8490685089085376, + 0.8717597131009235 ], "y0": " ", "yaxis": "y" @@ -5412,7 +5227,7 @@ } }, "title": { - "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für OmniAnomaly </b>", + "text": "<b> Vergleich der Ergebnisse der Anomalien zwischen den Gruppen für LSTMAD </b>", "xanchor": "center", "y": 0.95, "yanchor": "top" @@ -5471,7 +5286,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 165, "metadata": {}, "outputs": [ { @@ -5480,81 +5295,81 @@ "text": [ " duration AUC-PR AUC-ROC VUS-PR VUS-ROC Standard-F1 \\\n", "group \n", - "CATSv2 71.282038 0.437868 0.665188 0.282282 0.656742 0.539985 \n", - "Daphnet 36.482601 0.192069 0.486957 0.123026 0.414858 0.304343 \n", - "Exathlon 23.724488 0.874519 0.903489 0.876372 0.906182 0.892089 \n", - "IOPS 28.534339 0.368163 0.767703 0.192837 0.768461 0.412712 \n", - "LTDB 79.342613 0.479711 0.658691 0.524763 0.695028 0.517053 \n", - "MGAB 35.448378 0.015268 0.518880 0.005586 0.616341 0.042315 \n", - "MITDB 412.153767 0.206999 0.576751 0.163465 0.636558 0.270434 \n", - "MSL 3.461633 0.394283 0.751053 0.428048 0.809637 0.468206 \n", - "NAB 4.644117 0.332227 0.596125 0.342007 0.631778 0.411216 \n", - "NEK 1.422495 0.836145 0.964286 0.858349 0.975467 0.834403 \n", - "OPPORTUNITY 7.265648 0.649867 0.683519 0.649931 0.686148 0.670022 \n", - "Power 27.649961 0.064665 0.357775 0.067090 0.370433 0.157947 \n", - "SED 20.536611 0.031663 0.379970 0.055985 0.540631 0.089486 \n", - "SMAP 5.358580 0.385082 0.680605 0.417852 0.714648 0.428524 \n", - "SMD 8.052523 0.531140 0.819793 0.478742 0.832297 0.532466 \n", - "SVDB 67.847321 0.476835 0.757079 0.445289 0.799487 0.530508 \n", - "SWaT 290.177460 0.757687 0.846538 0.366250 0.572268 0.790817 \n", - "Stock 124.854756 0.133646 0.488489 0.771658 0.881907 0.216473 \n", - "TAO 59.424318 0.344060 0.872320 0.930020 0.988752 0.398812 \n", - "TODS 10.018318 0.172369 0.536398 0.538194 0.754373 0.245359 \n", - "UCR 29.581275 0.085236 0.650036 0.089552 0.709993 0.124586 \n", - "WSD 9.488622 0.251057 0.764089 0.157612 0.779561 0.292047 \n", - "YAHOO 1.386380 0.148188 0.732594 0.219787 0.806646 0.177277 \n", + "CATSv2 70.652527 0.358071 0.671672 0.329056 0.694311 0.426442 \n", + "Daphnet 26.989239 0.132234 0.418213 0.133080 0.427408 0.236743 \n", + "Exathlon 26.784657 0.733875 0.839358 0.735253 0.844099 0.759256 \n", + "IOPS 28.707300 0.320195 0.764905 0.213044 0.838156 0.389598 \n", + "LTDB 63.727441 0.276735 0.569772 0.329828 0.658579 0.341555 \n", + "MGAB 36.815743 0.045860 0.571003 0.025419 0.780171 0.120355 \n", + "MITDB 240.941847 0.113066 0.575368 0.112398 0.648662 0.156766 \n", + "MSL 2.516762 0.237442 0.623682 0.305128 0.702196 0.346157 \n", + "NAB 4.075609 0.153306 0.504177 0.173732 0.561732 0.240700 \n", + "NEK 0.899027 0.667421 0.845031 0.689697 0.898101 0.683098 \n", + "OPPORTUNITY 6.970732 0.545535 0.678946 0.563772 0.683432 0.624304 \n", + "Power 27.608061 0.064788 0.359705 0.067250 0.373181 0.157935 \n", + "SED 19.483207 0.030497 0.366075 0.056562 0.546872 0.083031 \n", + "SMAP 3.499126 0.278827 0.662888 0.273214 0.717289 0.350976 \n", + "SMD 6.188577 0.539890 0.821128 0.483944 0.858948 0.582395 \n", + "SVDB 61.223802 0.129879 0.633003 0.127489 0.702458 0.178644 \n", + "SWaT 128.076170 0.737695 0.828700 0.669824 0.820193 0.790613 \n", + "Stock 295.751233 0.519232 0.488192 0.817960 0.906313 0.653335 \n", + "TAO 163.842410 0.993397 0.996664 0.995044 0.999209 0.994867 \n", + "TODS 10.916495 0.205671 0.532069 0.522228 0.816347 0.257129 \n", + "UCR 37.781606 0.028041 0.605540 0.023293 0.679216 0.055109 \n", + "WSD 10.785602 0.209492 0.697083 0.130270 0.823629 0.273168 \n", + "YAHOO 1.763641 0.443957 0.728624 0.417416 0.871581 0.473548 \n", "\n", " PA-F1 Event-based-F1 R-based-F1 Affiliation-F Recall \\\n", "group \n", - "CATSv2 0.639547 0.536535 0.258580 0.701594 0.213514 \n", - "Daphnet 0.774593 0.599617 0.510968 0.893638 0.001301 \n", - "Exathlon 0.963988 0.918659 0.799582 0.965929 0.195978 \n", - "IOPS 0.634470 0.461117 0.385165 0.802123 0.273930 \n", - "LTDB 0.716920 0.654282 0.597085 0.831645 0.052542 \n", - "MGAB 0.056634 0.044285 0.139063 0.672112 0.022778 \n", - "MITDB 0.590404 0.411884 0.295631 0.778462 0.142823 \n", - "MSL 0.825098 0.610205 0.561177 0.879271 0.213466 \n", - "NAB 0.874075 0.668719 0.539226 0.860430 0.112409 \n", - "NEK 0.916144 0.868247 0.749711 0.953528 0.428216 \n", - "OPPORTUNITY 0.725678 0.694376 0.704499 0.902400 0.399095 \n", - "Power 0.651820 0.157874 0.313331 0.678766 0.000000 \n", - "SED 0.078859 0.078859 0.016867 0.669618 0.000000 \n", - "SMAP 0.691928 0.578204 0.524365 0.860791 0.340266 \n", - "SMD 0.847773 0.769811 0.560165 0.918319 0.442662 \n", - "SVDB 0.794697 0.732677 0.521409 0.879679 0.281850 \n", - "SWaT 0.852928 0.433937 0.337093 0.690392 0.649675 \n", - "Stock 0.218733 0.217215 0.202627 0.677488 0.012213 \n", - "TAO 0.398172 0.389231 0.310520 0.867186 0.087213 \n", - "TODS 0.437079 0.217715 0.398944 0.714572 0.056183 \n", - "UCR 0.372287 0.209194 0.172525 0.811677 0.095867 \n", - "WSD 0.421879 0.370317 0.313923 0.841778 0.233585 \n", - "YAHOO 0.172599 0.167928 0.195717 0.825712 0.117390 \n", + "CATSv2 0.505051 0.100000 0.030394 0.677806 0.010608 \n", + "Daphnet 0.992255 0.778325 0.309125 0.923358 0.061145 \n", + "Exathlon 0.953842 0.921167 0.460834 0.960718 0.148109 \n", + "IOPS 0.713355 0.640416 0.390190 0.856602 0.216378 \n", + "LTDB 0.843457 0.640913 0.281689 0.813421 0.034194 \n", + "MGAB 0.501671 0.368894 0.183225 0.765091 0.108175 \n", + "MITDB 0.865574 0.510863 0.192051 0.817963 0.050266 \n", + "MSL 0.821691 0.679834 0.386690 0.895687 0.088714 \n", + "NAB 0.935755 0.721129 0.413728 0.859832 0.029048 \n", + "NEK 0.985692 0.952862 0.470029 0.949782 0.164960 \n", + "OPPORTUNITY 0.732896 0.673800 0.414382 0.915580 0.353342 \n", + "Power 0.776197 0.157921 0.240411 0.678766 0.000667 \n", + "SED 0.078859 0.078859 0.015015 0.669603 0.000000 \n", + "SMAP 0.828653 0.808116 0.381508 0.948423 0.129299 \n", + "SMD 0.976127 0.941175 0.439749 0.956396 0.311674 \n", + "SVDB 0.913646 0.690670 0.245988 0.853885 0.071883 \n", + "SWaT 0.937086 0.793675 0.239082 0.719987 0.654887 \n", + "Stock 0.691291 0.672879 0.656718 0.687735 0.242005 \n", + "TAO 0.994872 0.994897 0.995514 0.996286 0.451029 \n", + "TODS 0.548961 0.377087 0.359258 0.724617 0.047110 \n", + "UCR 0.413236 0.181246 0.109963 0.802254 0.055210 \n", + "WSD 0.581095 0.509569 0.288492 0.863097 0.201021 \n", + "YAHOO 0.481749 0.479901 0.489514 0.868692 0.454894 \n", "\n", " Precision \n", "group \n", - "CATSv2 0.980453 \n", - "Daphnet 1.000000 \n", - "Exathlon 0.808444 \n", - "IOPS 0.540134 \n", - "LTDB 0.640558 \n", - "MGAB 0.003985 \n", - "MITDB 0.306206 \n", - "MSL 0.314254 \n", - "NAB 0.484350 \n", - "NEK 0.917869 \n", - "OPPORTUNITY 0.427947 \n", - "Power 0.000000 \n", + "CATSv2 1.000000 \n", + "Daphnet 0.582645 \n", + "Exathlon 0.834452 \n", + "IOPS 0.494514 \n", + "LTDB 0.420027 \n", + "MGAB 0.022300 \n", + "MITDB 0.388797 \n", + "MSL 0.497302 \n", + "NAB 0.402316 \n", + "NEK 1.000000 \n", + "OPPORTUNITY 0.422735 \n", + "Power 0.028571 \n", "SED 0.000000 \n", - "SMAP 0.369953 \n", - "SMD 0.521057 \n", - "SVDB 0.838828 \n", - "SWaT 1.000000 \n", - "Stock 0.412057 \n", - "TAO 0.536819 \n", - "TODS 0.308668 \n", - "UCR 0.080902 \n", - "WSD 0.240701 \n", - "YAHOO 0.069368 \n" + "SMAP 0.566717 \n", + "SMD 0.871311 \n", + "SVDB 0.413539 \n", + "SWaT 0.996935 \n", + "Stock 0.693638 \n", + "TAO 0.663512 \n", + "TODS 0.420484 \n", + "UCR 0.014105 \n", + "WSD 0.415571 \n", + "YAHOO 0.265364 \n" ] } ], @@ -5567,24 +5382,511 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 166, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Gesamtdauer Training in s: 12315.015, in min: 205.250, in h: 34.208\n", - "Durchschnittliches Training pro Datei in s: 31.020\n" + "Gesamtdauer Training in s: 13171.054, in min: 219.518, in h: 3.659\n", + "Durchschnittliches Training pro Datei in s: 33.176\n" ] } ], "source": [ "duration = df['duration'].sum()\n", - "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/360):.3f}')\n", + "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/3600):.3f}')\n", "print(f'Durchschnittliches Training pro Datei in s: {(duration / df.shape[0]):.3f}')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Durchschnitte der Evaluationsmetriken" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Durchschnittle Gesamt-Performanz des Modells: LSTMAD\n", + "Recall: 0.174, Precision: 0.427, F1: 0.365, Auc-Roc: 0.669, Auc-PR: 0.313, Vus-PR: 0.320\n" + ] + } + ], + "source": [ + "#Gesamt\n", + "recall = np.mean(df['Recall'])\n", + "precision = np.mean(df['Precision'])\n", + "f1 = np.mean(df['Standard-F1'])\n", + "aucRoc = np.mean(df['AUC-ROC'])\n", + "aucPR = np.mean(df['AUC-PR'])\n", + "vusPR = np.mean(df['VUS-PR'])\n", + "\n", + "print('Durchschnittle Gesamt-Performanz des Modells: ' + model)\n", + "print(f'Recall: {recall:.3f}, Precision: {precision:.3f}, F1: {f1:.3f}, Auc-Roc: {aucRoc:.3f}, Auc-PR: {aucPR:.3f}, Vus-PR: {vusPR:.3f}')" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Anzahl an Datensätzen mit Punktanomalien: 55\n", + "Durchschnittle Gesamt-Performanz des Modells: LSTMAD\n", + "Recall: 0.358, Precision: 0.336, F1: 0.482, Auc-Roc: 0.698, Auc-PR: 0.426, Vus-PR: 0.471\n" + ] + } + ], + "source": [ + "#Punktanomalien\n", + "df_punkt = df.where(df['point anomaly']).dropna()\n", + "print('Anzahl an Datensätzen mit Punktanomalien: ', df_punkt.shape[0])\n", + "#print(df_punkt['group'].value_counts())\n", + "recall1 = np.mean(df_punkt['Recall'])\n", + "precision1 = np.mean(df_punkt['Precision'])\n", + "f11 = np.mean(df_punkt['Standard-F1'])\n", + "aucRoc1 = np.mean(df_punkt['AUC-ROC'])\n", + "aucPR1 = np.mean(df_punkt['AUC-PR'])\n", + "vusPR1 = np.mean(df_punkt['VUS-PR'])\n", + "\n", + "print('Durchschnittle Gesamt-Performanz des Modells: ' + model)\n", + "print(f'Recall: {recall1:.3f}, Precision: {precision1:.3f}, F1: {f11:.3f}, Auc-Roc: {aucRoc1:.3f}, Auc-PR: {aucPR1:.3f}, Vus-PR: {vusPR1:.3f}')" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Anzahl an Datensätzen mit Sequenzanomalien: 158\n", + "Durchschnittle Gesamt-Performanz des Modells: LSTMAD\n", + "Recall: 0.146, Precision: 0.559, F1: 0.403, Auc-Roc: 0.673, Auc-PR: 0.357, Vus-PR: 0.358\n" + ] + } + ], + "source": [ + "#Sequenzanomalien\n", + "df_seq = df.where(df['seq anomaly']).dropna()\n", + "print('Anzahl an Datensätzen mit Sequenzanomalien: ', df_seq.shape[0])\n", + "#print(df_seq['group'].value_counts())\n", + "recall2 = np.mean(df_seq['Recall'])\n", + "precision2 = np.mean(df_seq['Precision'])\n", + "f12 = np.mean(df_seq['Standard-F1'])\n", + "aucRoc2 = np.mean(df_seq['AUC-ROC'])\n", + "aucPR2 = np.mean(df_seq['AUC-PR'])\n", + "vusPR2 = np.mean(df_seq['VUS-PR'])\n", + "\n", + "print('Durchschnittle Gesamt-Performanz des Modells: ' + model)\n", + "print(f'Recall: {recall2:.3f}, Precision: {precision2:.3f}, F1: {f12:.3f}, Auc-Roc: {aucRoc2:.3f}, Auc-PR: {aucPR2:.3f}, Vus-PR: {vusPR2:.3f}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Gruppenvergleich" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>AUC-PR</th>\n", + " <th>AUC-ROC</th>\n", + " <th>VUS-PR</th>\n", + " <th>Standard-F1</th>\n", + " <th>Recall</th>\n", + " <th>Precision</th>\n", + " </tr>\n", + " <tr>\n", + " <th>group</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>CATSv2</th>\n", + " <td>0.358071</td>\n", + " <td>0.671672</td>\n", + " <td>0.329056</td>\n", + " <td>0.426442</td>\n", + " <td>0.010608</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Daphnet</th>\n", + " <td>0.132234</td>\n", + " <td>0.418213</td>\n", + " <td>0.133080</td>\n", + " <td>0.236743</td>\n", + " <td>0.061145</td>\n", + " <td>0.582645</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Exathlon</th>\n", + " <td>0.733875</td>\n", + " <td>0.839358</td>\n", + " <td>0.735253</td>\n", + " <td>0.759256</td>\n", + " <td>0.148109</td>\n", + " <td>0.834452</td>\n", + " </tr>\n", + " <tr>\n", + " <th>IOPS</th>\n", + " <td>0.320195</td>\n", + " <td>0.764905</td>\n", + " <td>0.213044</td>\n", + " <td>0.389598</td>\n", + " <td>0.216378</td>\n", + " <td>0.494514</td>\n", + " </tr>\n", + " <tr>\n", + " <th>LTDB</th>\n", + " <td>0.276735</td>\n", + " <td>0.569772</td>\n", + " <td>0.329828</td>\n", + " <td>0.341555</td>\n", + " <td>0.034194</td>\n", + " <td>0.420027</td>\n", + " </tr>\n", + " <tr>\n", + " <th>MGAB</th>\n", + " <td>0.045860</td>\n", + " <td>0.571003</td>\n", + " <td>0.025419</td>\n", + " <td>0.120355</td>\n", + " <td>0.108175</td>\n", + " <td>0.022300</td>\n", + " </tr>\n", + " <tr>\n", + " <th>MITDB</th>\n", + " <td>0.113066</td>\n", + " <td>0.575368</td>\n", + " <td>0.112398</td>\n", + " <td>0.156766</td>\n", + " <td>0.050266</td>\n", + " <td>0.388797</td>\n", + " </tr>\n", + " <tr>\n", + " <th>MSL</th>\n", + " <td>0.237442</td>\n", + " <td>0.623682</td>\n", + " <td>0.305128</td>\n", + " <td>0.346157</td>\n", + " <td>0.088714</td>\n", + " <td>0.497302</td>\n", + " </tr>\n", + " <tr>\n", + " <th>NAB</th>\n", + " <td>0.153306</td>\n", + " <td>0.504177</td>\n", + " <td>0.173732</td>\n", + " <td>0.240700</td>\n", + " <td>0.029048</td>\n", + " <td>0.402316</td>\n", + " </tr>\n", + " <tr>\n", + " <th>NEK</th>\n", + " <td>0.667421</td>\n", + " <td>0.845031</td>\n", + " <td>0.689697</td>\n", + " <td>0.683098</td>\n", + " <td>0.164960</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>OPPORTUNITY</th>\n", + " <td>0.545535</td>\n", + " <td>0.678946</td>\n", + " <td>0.563772</td>\n", + " <td>0.624304</td>\n", + " <td>0.353342</td>\n", + " <td>0.422735</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Power</th>\n", + " <td>0.064788</td>\n", + " <td>0.359705</td>\n", + " <td>0.067250</td>\n", + " <td>0.157935</td>\n", + " <td>0.000667</td>\n", + " <td>0.028571</td>\n", + " </tr>\n", + " <tr>\n", + " <th>SED</th>\n", + " <td>0.030497</td>\n", + " <td>0.366075</td>\n", + " <td>0.056562</td>\n", + " <td>0.083031</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>SMAP</th>\n", + " <td>0.278827</td>\n", + " <td>0.662888</td>\n", + " <td>0.273214</td>\n", + " <td>0.350976</td>\n", + " <td>0.129299</td>\n", + " <td>0.566717</td>\n", + " </tr>\n", + " <tr>\n", + " <th>SMD</th>\n", + " <td>0.539890</td>\n", + " <td>0.821128</td>\n", + " <td>0.483944</td>\n", + " <td>0.582395</td>\n", + " <td>0.311674</td>\n", + " <td>0.871311</td>\n", + " </tr>\n", + " <tr>\n", + " <th>SVDB</th>\n", + " <td>0.129879</td>\n", + " <td>0.633003</td>\n", + " <td>0.127489</td>\n", + " <td>0.178644</td>\n", + " <td>0.071883</td>\n", + " <td>0.413539</td>\n", + " </tr>\n", + " <tr>\n", + " <th>SWaT</th>\n", + " <td>0.737695</td>\n", + " <td>0.828700</td>\n", + " <td>0.669824</td>\n", + " <td>0.790613</td>\n", + " <td>0.654887</td>\n", + " <td>0.996935</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Stock</th>\n", + " <td>0.519232</td>\n", + " <td>0.488192</td>\n", + " <td>0.817960</td>\n", + " <td>0.653335</td>\n", + " <td>0.242005</td>\n", + " <td>0.693638</td>\n", + " </tr>\n", + " <tr>\n", + " <th>TAO</th>\n", + " <td>0.993397</td>\n", + " <td>0.996664</td>\n", + " <td>0.995044</td>\n", + " <td>0.994867</td>\n", + " <td>0.451029</td>\n", + " <td>0.663512</td>\n", + " </tr>\n", + " <tr>\n", + " <th>TODS</th>\n", + " <td>0.205671</td>\n", + " <td>0.532069</td>\n", + " <td>0.522228</td>\n", + " <td>0.257129</td>\n", + " <td>0.047110</td>\n", + " <td>0.420484</td>\n", + " </tr>\n", + " <tr>\n", + " <th>UCR</th>\n", + " <td>0.028041</td>\n", + " <td>0.605540</td>\n", + " <td>0.023293</td>\n", + " <td>0.055109</td>\n", + " <td>0.055210</td>\n", + " <td>0.014105</td>\n", + " </tr>\n", + " <tr>\n", + " <th>WSD</th>\n", + " <td>0.209492</td>\n", + " <td>0.697083</td>\n", + " <td>0.130270</td>\n", + " <td>0.273168</td>\n", + " <td>0.201021</td>\n", + " <td>0.415571</td>\n", + " </tr>\n", + " <tr>\n", + " <th>YAHOO</th>\n", + " <td>0.443957</td>\n", + " <td>0.728624</td>\n", + " <td>0.417416</td>\n", + " <td>0.473548</td>\n", + " <td>0.454894</td>\n", + " <td>0.265364</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " AUC-PR AUC-ROC VUS-PR Standard-F1 Recall Precision\n", + "group \n", + "CATSv2 0.358071 0.671672 0.329056 0.426442 0.010608 1.000000\n", + "Daphnet 0.132234 0.418213 0.133080 0.236743 0.061145 0.582645\n", + "Exathlon 0.733875 0.839358 0.735253 0.759256 0.148109 0.834452\n", + "IOPS 0.320195 0.764905 0.213044 0.389598 0.216378 0.494514\n", + "LTDB 0.276735 0.569772 0.329828 0.341555 0.034194 0.420027\n", + "MGAB 0.045860 0.571003 0.025419 0.120355 0.108175 0.022300\n", + "MITDB 0.113066 0.575368 0.112398 0.156766 0.050266 0.388797\n", + "MSL 0.237442 0.623682 0.305128 0.346157 0.088714 0.497302\n", + "NAB 0.153306 0.504177 0.173732 0.240700 0.029048 0.402316\n", + "NEK 0.667421 0.845031 0.689697 0.683098 0.164960 1.000000\n", + "OPPORTUNITY 0.545535 0.678946 0.563772 0.624304 0.353342 0.422735\n", + "Power 0.064788 0.359705 0.067250 0.157935 0.000667 0.028571\n", + "SED 0.030497 0.366075 0.056562 0.083031 0.000000 0.000000\n", + "SMAP 0.278827 0.662888 0.273214 0.350976 0.129299 0.566717\n", + "SMD 0.539890 0.821128 0.483944 0.582395 0.311674 0.871311\n", + "SVDB 0.129879 0.633003 0.127489 0.178644 0.071883 0.413539\n", + "SWaT 0.737695 0.828700 0.669824 0.790613 0.654887 0.996935\n", + "Stock 0.519232 0.488192 0.817960 0.653335 0.242005 0.693638\n", + "TAO 0.993397 0.996664 0.995044 0.994867 0.451029 0.663512\n", + "TODS 0.205671 0.532069 0.522228 0.257129 0.047110 0.420484\n", + "UCR 0.028041 0.605540 0.023293 0.055109 0.055210 0.014105\n", + "WSD 0.209492 0.697083 0.130270 0.273168 0.201021 0.415571\n", + "YAHOO 0.443957 0.728624 0.417416 0.473548 0.454894 0.265364" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_metrics = df[['group','AUC-PR','AUC-ROC','VUS-PR','Standard-F1','Recall','Precision']]\n", + "df_groups = df_metrics.groupby('group')\n", + "df_groups.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "group\n", + "UCR 0.028041\n", + "SED 0.030497\n", + "MGAB 0.045860\n", + "Power 0.064788\n", + "MITDB 0.113066\n", + "SVDB 0.129879\n", + "Daphnet 0.132234\n", + "NAB 0.153306\n", + "TODS 0.205671\n", + "WSD 0.209492\n", + "MSL 0.237442\n", + "LTDB 0.276735\n", + "SMAP 0.278827\n", + "IOPS 0.320195\n", + "CATSv2 0.358071\n", + "YAHOO 0.443957\n", + "Stock 0.519232\n", + "SMD 0.539890\n", + "OPPORTUNITY 0.545535\n", + "NEK 0.667421\n", + "Exathlon 0.733875\n", + "SWaT 0.737695\n", + "TAO 0.993397\n", + "Name: AUC-PR, dtype: float64" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Gruppen aufsteigend sortiert nach durchschnittlichem AUC-PR wert\n", + "df_groups['AUC-PR'].mean().sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "group\n", + "UCR 0.023293\n", + "MGAB 0.025419\n", + "SED 0.056562\n", + "Power 0.067250\n", + "MITDB 0.112398\n", + "SVDB 0.127489\n", + "WSD 0.130270\n", + "Daphnet 0.133080\n", + "NAB 0.173732\n", + "IOPS 0.213044\n", + "SMAP 0.273214\n", + "MSL 0.305128\n", + "CATSv2 0.329056\n", + "LTDB 0.329828\n", + "YAHOO 0.417416\n", + "SMD 0.483944\n", + "TODS 0.522228\n", + "OPPORTUNITY 0.563772\n", + "SWaT 0.669824\n", + "NEK 0.689697\n", + "Exathlon 0.735253\n", + "Stock 0.817960\n", + "TAO 0.995044\n", + "Name: VUS-PR, dtype: float64" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Gruppen aufsteigend sortiert nach durchschnittlichem VUS-PR wert\n", + "df_groups['VUS-PR'].mean().sort_values()" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/src/template_evaluate_groups.ipynb b/src/template_evaluate_groups.ipynb index d1ab6bf..f777ca3 100644 --- a/src/template_evaluate_groups.ipynb +++ b/src/template_evaluate_groups.ipynb @@ -5432,7 +5432,7 @@ "outputs": [], "source": [ "duration = df['duration'].sum()\n", - "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/360):.3f}')\n", + "print(f'Gesamtdauer Training in s: {duration:.3f}, in min: {(duration/60):.3f}, in h: {(duration/3600):.3f}')\n", "print(f'Durchschnittliches Training pro Datei in s: {(duration / df.shape[0]):.3f}')" ] }, -- GitLab