c1821dcbc4
Replace TrafficAutoEncoder (MSE reconstruction scoring) with TrafficNormalizingFlow (RealNVP via FrEIA, 4 affine coupling blocks, anomaly score = -log p(x)) for mathematically rigorous density estimation. Add SessionTransformer module producing 32-dimensional sequence embeddings from raw HTTP request sequences (path, method, timing) via a lightweight TransformerEncoder, replacing path_transition_entropy and cadence_cv features. Update thesis documentation sections 2.4.2b and 3.8 accordingly. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
14 lines
221 B
Plaintext
14 lines
221 B
Plaintext
clickhouse-connect==0.8.12
|
|
pandas==2.2.3
|
|
scikit-learn==1.6.1
|
|
shap==0.47.2
|
|
scipy>=1.14
|
|
hdbscan>=0.8.38
|
|
isotree>=0.6.1
|
|
torch>=2.0
|
|
FrEIA>=0.2
|
|
xgboost>=2.0
|
|
cleanlab>=2.6
|
|
pyyaml>=6.0
|
|
ja4-common @ file:///app/shared/ja4_common
|