From de314ab8efc2f539abf1caae2f278a02fe19337d Mon Sep 17 00:00:00 2001
From: DesireeWyrzylala <74858504+DesireeWyrzylala@users.noreply.github.com>
Date: Thu, 13 Feb 2025 20:39:15 +0100
Subject: [PATCH] to do list und sub-iforest implementation

---
 bilder/dataset/comparing_datasets.png       | Bin 0 -> 152566 bytes
 docs/TO DO LISTE.md                         |  47 ++++++++++++++++++++
 src/models/ahmad/call_KMeansAD.py           |   1 +
 src/models/ahmad/call_LSTMAD.py             |   1 +
 src/models/ahmad/call_PCA.py                |   1 +
 src/models/desi/call_LOF.py                 |   2 +-
 src/models/desi/call_OCSVM.py               |   2 +-
 src/models/desi/call_Sub_LOF.py             |   2 +-
 src/models/desi/call_kShapeAD.py            |   1 +
 src/models/desi/call_omnianomaly.py         |   2 +-
 src/models/desi/call_usad.py                |   2 +-
 src/models/sofia_modelle/call_cnn.py        |   2 +-
 src/models/sofia_modelle/call_iforest.py    |   2 +-
 src/models/sofia_modelle/call_knn.py        |   2 +-
 src/models/sofia_modelle/call_sub_iforestpy |  28 ++++++++++++
 15 files changed, 87 insertions(+), 8 deletions(-)
 create mode 100644 bilder/dataset/comparing_datasets.png
 create mode 100644 docs/TO DO LISTE.md
 create mode 100644 src/models/sofia_modelle/call_sub_iforestpy

diff --git a/bilder/dataset/comparing_datasets.png b/bilder/dataset/comparing_datasets.png
new file mode 100644
index 0000000000000000000000000000000000000000..931d31abc374bf9d222e49ec516042e48bd92a09
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diff --git a/docs/TO DO LISTE.md b/docs/TO DO LISTE.md
new file mode 100644
index 0000000..4916bf2
--- /dev/null
+++ b/docs/TO DO LISTE.md	
@@ -0,0 +1,47 @@
+# Auffäligkeiten
+1. Es gibt Datensätze mit allgemeiner schlechter Anomalieerkennung, wobei ein / zwei / drei Modelle sehr gut darauf funktionieren
+2. Bei Stock nach AUC-PR funtkionieren nur LSTMAD und CNN (beides neuronale Netze) und alle anderen Modelle haben werte um 0.1
+3. Allgemein scheint es kein Modell zu geben, was pauschal die Anomalien gut bzw. sicher detektieren kann (insb. nicht auf allen Datensätzen)
+4. Teils große Differenzen zw. AUC-PR und VUS-PR bei bestimmten Datensätzen, v.a. mit Punktanomalien (TAO, Stock, TODS).
+5. Teils große Unterschiede zw. den VUS-PR Werten auf einzelnen Datensätzen zu den Autoren (z.B. TAO), trotz identischen Hyperparametern bzw. besserer Kombination
+6. Unterschiedliches Ranking der Modelle je nach Metrik (Recall, AUC-PR und VUS-PR)
+7. Stark abweichende durchschnittliche Trainingszeiten
+	Evtl. Durch:
+	+ Grid-Suche
+	+ Evaluation direkt mit einberechnet
+	+ Abweichende Hyperparameter
+8. Zwei der vier neuronalen Netze haben bessere Evaluations-metriken auf Sequenzanomalien, statt Punktanoamlien
+9. Probleme in der Reproducibility bei kShape, trotz gleicher Hyperparameter und Datensätze haben wir Fehler debuggen müssen.
+10. Probleme in der Reproducibility beim Testen der num_channels in CNN (stattdessen mit Lernrate getestet)
+
+# TO DO'S
++ Datensätze genauer untersuchen
+	+ Auffälligkeiten (Anomalien erkennbar?, Punkt- oder Sequenzanomalien, Eigenschaften)
+	+ Warum könnten bestimmte Modelle auf einigen Datensätze Vorteile haben?
+	+ Verstehen warum es allgemein eine Steigerung der Performanz gibt, mit entweder der gleichen Parameterkonstellation, wie von den Autoren vorgegeben oder bessere Kombination durch das Tuning pro Zeitserie, aber gleichzeitig eine teils deutlich schlechtere Metrik bei einzelnen Datensätzen (z.B. Tao)
+		+ Evtl. weil beste Hyperparameter anhand AUC-PR getestet wurden und nicht anhand VUS-PR, wie es vermutl. bei den Autoren gemacht wurde 
+			+ Heißt vergleichen der Hyperparameter dieser Datensätze mit den optimalen Hyperparametern der Autoren
+			+ Bei Ungleichheit der Hyperparameter, diese stark abweichenden Zeitserien nochmal einzeln trainieren und Ergebnisse vergleichen
+	+ Kann man anhand des Datensatzes und der Anomalien ableiten, welche Methoden (dichte-,distanz-, neuronal basiert) am besten funktionieren könnte?
+	  ![](../bilder/dataset/comparing_datasets.png)
+	+ [https://thedatumorg.github.io/TSB-AD/](https://thedatumorg.github.io/TSB-AD/ "https://thedatumorg.github.io/TSB-AD/")
+	+ insb.:
+		+ UCR
+		+ TAO
+		+ TODS
+		+ Power
+		+ MGAB
+		+ Stock
+		+ SED
++ VUS-PR besser verstehen
+	+ Woher kommen Unterschiede zu AUC-PR, insb. bei Datensätzen mit Punktanomalien (TODS, TAO und Stock) ?
+	+ Wie funktioniert das?
+	+ Liegt ein Bias der Autoren?
++ Ranking der Modelle nach Anomalietyp
+	+ Statistisch vs. Neuronal
+	+ Dichtebasiert vs. Distanzbasiert
++ Ranking der Modelle allgemein
+	+ nach Recall, AUC-PR und VUS-PR
+	+ Dichtebasiert vs. Distanzbasiert
+	+ Statistisch vs. Neuronal
++ Ausarbeiten der Algorithmen und Vorbereiten für die Hausarbeit
\ No newline at end of file
diff --git a/src/models/ahmad/call_KMeansAD.py b/src/models/ahmad/call_KMeansAD.py
index ca1af2a..6111fd0 100644
--- a/src/models/ahmad/call_KMeansAD.py
+++ b/src/models/ahmad/call_KMeansAD.py
@@ -5,6 +5,7 @@ sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.utils.slidingWindows import find_length_rank
 from src.run_model_wrapper import main
 
+#optimal hyperparameters from autors: {'periodicity': 2, 'n_clusters': 10}
 params = {
         'periodicity': [1, 2, 3],
         'n_clusters': [10, 20, 30, 40],
diff --git a/src/models/ahmad/call_LSTMAD.py b/src/models/ahmad/call_LSTMAD.py
index 54249e0..8dc2087 100644
--- a/src/models/ahmad/call_LSTMAD.py
+++ b/src/models/ahmad/call_LSTMAD.py
@@ -5,6 +5,7 @@ sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.utils.slidingWindows import find_length_rank
 from src.run_model_wrapper import main
 
+#optimal hyperparameters from autors: {'window_size': 100, 'lr': 0.0008}
 params = {
         'window_size': [50, 100, 150],
         'lr': [0.0004, 0.0008]
diff --git a/src/models/ahmad/call_PCA.py b/src/models/ahmad/call_PCA.py
index 704d8c5..3baeff3 100644
--- a/src/models/ahmad/call_PCA.py
+++ b/src/models/ahmad/call_PCA.py
@@ -5,6 +5,7 @@ sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.utils.slidingWindows import find_length_rank
 from src.run_model_wrapper import main
 
+#optimal hyperparameters: {'periodicity': 1, 'n_components': None}
 params = {
         'periodicity': [1, 2, 3],
         'n_components': [0.25, 0.5, 0.75, None]
diff --git a/src/models/desi/call_LOF.py b/src/models/desi/call_LOF.py
index fe3d36f..01eb4e6 100644
--- a/src/models/desi/call_LOF.py
+++ b/src/models/desi/call_LOF.py
@@ -4,7 +4,7 @@ import pathlib
 sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'periodicity': 1, 'n_neighbors': 50}
 params = {
         'n_neighbors': [10, 20, 30, 40, 50]
 }
diff --git a/src/models/desi/call_OCSVM.py b/src/models/desi/call_OCSVM.py
index 0feb883..9e163e2 100644
--- a/src/models/desi/call_OCSVM.py
+++ b/src/models/desi/call_OCSVM.py
@@ -5,7 +5,7 @@ sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.utils.slidingWindows import find_length_rank
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'periodicity': 2, 'kernel': 'rbf'}
 params = {
         'periodicity': [1, 2, 3],
         'kernel': ['linear', 'poly', 'rbf', 'sigmoid']
diff --git a/src/models/desi/call_Sub_LOF.py b/src/models/desi/call_Sub_LOF.py
index e4c3e2f..152eb92 100644
--- a/src/models/desi/call_Sub_LOF.py
+++ b/src/models/desi/call_Sub_LOF.py
@@ -5,7 +5,7 @@ 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}
+#optimal hyperparameters from autors: {'periodicity': 2, 'n_neighbors': 30}
 params = {
         'periodicity': [1, 2, 3],
         'n_neighbors': [10, 20, 30, 40, 50]
diff --git a/src/models/desi/call_kShapeAD.py b/src/models/desi/call_kShapeAD.py
index 5b54615..1d7e68e 100644
--- a/src/models/desi/call_kShapeAD.py
+++ b/src/models/desi/call_kShapeAD.py
@@ -11,6 +11,7 @@ import warnings
 warnings.simplefilter(action='ignore', category=FutureWarning)
 warnings.simplefilter(action='ignore', category=UserWarning)
 
+#optimal hyperparameter from autors: {'periodicity': 1}
 params = {
         'periodicity': [1, 2, 3]
 }
diff --git a/src/models/desi/call_omnianomaly.py b/src/models/desi/call_omnianomaly.py
index f8c632f..35b007c 100644
--- a/src/models/desi/call_omnianomaly.py
+++ b/src/models/desi/call_omnianomaly.py
@@ -4,7 +4,7 @@ import pathlib
 sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'win_size': 5, 'lr': 0.002}
 params = {
         'win_size': [5, 50, 100],
         'lr': [0.002, 0.0002]
diff --git a/src/models/desi/call_usad.py b/src/models/desi/call_usad.py
index 7b42ea9..9ddabcb 100644
--- a/src/models/desi/call_usad.py
+++ b/src/models/desi/call_usad.py
@@ -4,7 +4,7 @@ import pathlib
 sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'win_size': 100, 'lr': 0.001}
 params = {
         'win_size': [5, 50, 100],
         'lr': [1e-3, 1e-4, 1e-5]
diff --git a/src/models/sofia_modelle/call_cnn.py b/src/models/sofia_modelle/call_cnn.py
index 26e5eee..93197c0 100644
--- a/src/models/sofia_modelle/call_cnn.py
+++ b/src/models/sofia_modelle/call_cnn.py
@@ -4,7 +4,7 @@ import pathlib
 sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'window_size': 50, 'num_channel': [32, 32, 40]}
 params = {
         'window_size': [50, 100, 150],
         'lr': [5e-5, 1e-4, 5e-4, 8e-4, 1e-3]
diff --git a/src/models/sofia_modelle/call_iforest.py b/src/models/sofia_modelle/call_iforest.py
index 5063143..31cb220 100644
--- a/src/models/sofia_modelle/call_iforest.py
+++ b/src/models/sofia_modelle/call_iforest.py
@@ -5,7 +5,7 @@ sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.utils.slidingWindows import find_length_rank
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'n_estimators': 200}
 params = {
         'n_estimators': [25, 50, 100, 150, 200]
     }
diff --git a/src/models/sofia_modelle/call_knn.py b/src/models/sofia_modelle/call_knn.py
index efa40fa..c70dac7 100644
--- a/src/models/sofia_modelle/call_knn.py
+++ b/src/models/sofia_modelle/call_knn.py
@@ -5,7 +5,7 @@ sys.path.append(str(pathlib.Path.absolute)+ '../../')
 from src.utils.slidingWindows import find_length_rank
 from src.run_model_wrapper import main
 
-#optimal hyperparameters from autors: 'POLY': {'periodicity': 1, 'power': 4}
+#optimal hyperparameters from autors: {'periodicity': 2, 'n_neighbors': 50}
 params = {
         'n_neighbors': [10, 20, 30, 40, 50],
         'method': ['largest', 'mean', 'median']
diff --git a/src/models/sofia_modelle/call_sub_iforestpy b/src/models/sofia_modelle/call_sub_iforestpy
new file mode 100644
index 0000000..2b16a37
--- /dev/null
+++ b/src/models/sofia_modelle/call_sub_iforestpy
@@ -0,0 +1,28 @@
+from IForest import IForest
+import sys
+import pathlib
+sys.path.append(str(pathlib.Path.absolute)+ '../../')
+from src.utils.slidingWindows import find_length_rank
+from src.run_model_wrapper import main
+
+#optimal hyperparameters from autors: {'periodicity': 1, 'n_estimators': 150}
+params = {
+        'periodicity': [1, 2, 3],
+        'n_estimators': [25, 50, 100, 150, 200]
+}
+
+def run_Sub_IForest(data, periodicity=1, n_estimators=100, max_features=1, n_jobs=1):
+    slidingWindow = find_length_rank(data, rank=periodicity)
+    clf = IForest(slidingWindow=slidingWindow, n_estimators=n_estimators, max_features=max_features, n_jobs=n_jobs)
+    clf.fit(data)
+    score = clf.decision_scores_
+    return score.ravel()
+
+model = 'Sub_IForest'
+output_path = '../../../docs/evaluation/'
+
+#writes results in .csv
+main(run_Sub_IForest,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
-- 
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