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[feature_extraction] Loaded 1401 TLD probabilities
docker : 2025-10-15 20:18:13,495 - src.model_svc.main - INFO - Γ£ô Loaded configuration from
configs/dev/config.yaml
At line:1 char:1
+ docker logs networksecurity-model-svc-1 --tail 200 > model_logs.txt 2 ...
+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+ CategoryInfo : NotSpecified: (2025-10-15 20:1...dev/config.yaml:String) [], RemoteExcepti
on
+ FullyQualifiedErrorId : NativeCommandError
Shadow mode DISABLED (production mode)
INFO: Started server process [1]
INFO: Waiting for application startup.
2025-10-15 20:18:13,514 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:18:13,514 - src.model_svc.main - INFO - PhishGuard Model Service Starting (DEBUG MODE)
2025-10-15 20:18:13,514 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:18:13,514 - src.model_svc.main - INFO - Config file: configs/dev/config.yaml
2025-10-15 20:18:13,514 - src.model_svc.main - INFO - Primary model: models/dev/model_8feat.pkl
2025-10-15 20:18:13,514 - src.model_svc.main - INFO - Shadow enabled: False
2025-10-15 20:18:13,514 - src.model_svc.main - INFO -
============================================================
/usr/local/lib/python3.11/pickle.py:1718: UserWarning: [20:18:13] WARNING:
/workspace/src/collective/../data/../common/error_msg.h:82: If you are loading a serialized model (like
pickle in Python, RDS in R) or
configuration generated by an older version of XGBoost, please export the model by calling
`Booster.save_model` from that version first, then load it back in current version. See:
https://xgboost.readthedocs.io/en/stable/tutorials/saving_model.html
for more details about differences between saving model and serializing.
setstate(state)
/usr/local/lib/python3.11/site-packages/sklearn/base.py:442: InconsistentVersionWarning: Trying to
unpickle estimator IsotonicRegression from version 1.5.2 when using version 1.7.2. This might lead to
breaking code or invalid results. Use at your own risk. For more info please refer to:
https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations
warnings.warn(
/usr/local/lib/python3.11/site-packages/sklearn/base.py:442: InconsistentVersionWarning: Trying to
unpickle estimator CalibratedClassifierCV from version 1.5.2 when using version 1.7.2. This might lead
to breaking code or invalid results. Use at your own risk. For more info please refer to:
https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations
warnings.warn(
2025-10-15 20:18:14,193 - src.model_svc.main - INFO - Γ£ô Loaded model from models/dev/model_8feat.pkl
2025-10-15 20:18:14,193 - src.model_svc.main - INFO - Γ£ô Loaded metadata from
models/dev/model_8feat_meta.json
2025-10-15 20:18:14,193 - src.model_svc.main - INFO - Model type: CalibratedClassifierCV
2025-10-15 20:18:14,193 - src.model_svc.main - INFO - Feature count: 8
2025-10-15 20:18:14,193 - src.model_svc.main - INFO - Phish proba column index: 0
2025-10-15 20:18:14,193 - src.model_svc.main - INFO - Features: ['IsHTTPS', 'TLDLegitimateProb',
'CharContinuationRate', 'SpacialCharRatioInURL', 'URLCharProb', 'LetterRatioInURL',
'NoOfOtherSpecialCharsInURL', 'DomainLength']
2025-10-15 20:18:14,194 - src.model_svc.main - INFO -
PRIMARY MODEL CONFIGURATION:
2025-10-15 20:18:14,194 - src.model_svc.main - INFO - Feature order: ['IsHTTPS', 'TLDLegitimateProb',
'CharContinuationRate', 'SpacialCharRatioInURL', 'URLCharProb', 'LetterRatioInURL',
'NoOfOtherSpecialCharsInURL', 'DomainLength']
2025-10-15 20:18:14,194 - src.model_svc.main - INFO - Phish column index: 0
2025-10-15 20:18:14,194 - src.model_svc.main - INFO - Class mapping: {'phish': 0, 'legit': 1}
INFO: 127.0.0.1:49942 - "GET /health HTTP/1.1" 200 OK
2025-10-15 20:18:14,194 - src.model_svc.main - INFO - Γùï Shadow mode DISABLED
2025-10-15 20:18:14,194 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:18:14,194 - src.model_svc.main - INFO - Γ£ô Model Service Ready
2025-10-15 20:18:14,194 - src.model_svc.main - INFO -
============================================================
INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8002 (Press CTRL+C to quit)
2025-10-15 20:19:14,696 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:19:14,697 - src.model_svc.main - INFO - FEATURE ENGINEERING FOR:
http://phishing-site-12345.xyz/login
2025-10-15 20:19:14,697 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:19:14,697 - src.model_svc.main - INFO - Include IsHTTPS: True
2025-10-15 20:19:16,048 - src.model_svc.main - INFO -
EXTRACTED FEATURES:
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - IsHTTPS = 0.0
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - TLDLegitimateProb =
0.017663043478260868
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - CharContinuationRate =
0.05714285714285714
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - SpacialCharRatioInURL =
0.19444444444444445
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - URLCharProb = 1.0
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - LetterRatioInURL =
0.6666666666666666
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - NoOfOtherSpecialCharsInURL = 7
2025-10-15 20:19:16,048 - src.model_svc.main - INFO - DomainLength = 23
2025-10-15 20:19:16,049 - src.model_svc.main - INFO -
Feature validation: Γ£ô PASSED
2025-10-15 20:19:16,059 - src.model_svc.main - INFO -
DataFrame shape (before reorder): (1, 8)
2025-10-15 20:19:16,059 - src.model_svc.main - INFO - DataFrame columns (before reorder): ['IsHTTPS',
'TLDLegitimateProb', 'CharContinuationRate', 'SpacialCharRatioInURL', 'URLCharProb', 'LetterRatioInURL',
'NoOfOtherSpecialCharsInURL', 'DomainLength']
2025-10-15 20:19:16,059 - src.model_svc.main - INFO -
REORDERING to match model:
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 0: IsHTTPS
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 1: TLDLegitimateProb
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 2: CharContinuationRate
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 3: SpacialCharRatioInURL
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 4: URLCharProb
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 5: LetterRatioInURL
INFO: 127.0.0.1:41022 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:43322 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:35684 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:33486 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:60136 - "GET /health HTTP/1.1" 200 OK
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 6: NoOfOtherSpecialCharsInURL
2025-10-15 20:19:16,060 - src.model_svc.main - INFO - Position 7: DomainLength
2025-10-15 20:19:16,076 - src.model_svc.main - INFO -
DataFrame shape (after reorder): (1, 8)
2025-10-15 20:19:16,076 - src.model_svc.main - INFO - DataFrame columns (after reorder): ['IsHTTPS',
'TLDLegitimateProb', 'CharContinuationRate', 'SpacialCharRatioInURL', 'URLCharProb', 'LetterRatioInURL',
'NoOfOtherSpecialCharsInURL', 'DomainLength']
2025-10-15 20:19:16,076 - src.model_svc.main - INFO -
FINAL FEATURE VALUES:
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [0] IsHTTPS = 0.0
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [1] TLDLegitimateProb =
0.017663043478260868
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [2] CharContinuationRate =
0.05714285714285714
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [3] SpacialCharRatioInURL =
0.19444444444444445
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [4] URLCharProb = 1.0
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [5] LetterRatioInURL =
0.6666666666666666
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [6] NoOfOtherSpecialCharsInURL = 7.0
2025-10-15 20:19:16,077 - src.model_svc.main - INFO - [7] DomainLength = 23.0
2025-10-15 20:19:16,077 - src.model_svc.main - INFO -
============================================================
INFO: 172.18.0.3:57350 - "POST /predict/explain HTTP/1.1" 500 Internal Server Error
2025-10-15 20:19:27,773 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:19:27,773 - src.model_svc.main - INFO - FEATURE ENGINEERING FOR:
http://phishing-site-12345.xyz/login
2025-10-15 20:19:27,773 - src.model_svc.main - INFO -
============================================================
2025-10-15 20:19:27,773 - src.model_svc.main - INFO - Include IsHTTPS: True
2025-10-15 20:19:27,773 - src.model_svc.main - INFO -
EXTRACTED FEATURES:
2025-10-15 20:19:27,773 - src.model_svc.main - INFO - IsHTTPS = 0.0
2025-10-15 20:19:27,773 - src.model_svc.main - INFO - TLDLegitimateProb =
0.017663043478260868
2025-10-15 20:19:27,773 - src.model_svc.main - INFO - CharContinuationRate =
0.05714285714285714
2025-10-15 20:19:27,774 - src.model_svc.main - INFO - SpacialCharRatioInURL =
0.19444444444444445
2025-10-15 20:19:27,774 - src.model_svc.main - INFO - URLCharProb = 1.0
2025-10-15 20:19:27,774 - src.model_svc.main - INFO - LetterRatioInURL =
0.6666666666666666
2025-10-15 20:19:27,774 - src.model_svc.main - INFO - NoOfOtherSpecialCharsInURL = 7
2025-10-15 20:19:27,774 - src.model_svc.main - INFO - DomainLength = 23
2025-10-15 20:19:27,774 - src.model_svc.main - INFO -
Feature validation: Γ£ô PASSED
2025-10-15 20:19:27,774 - src.model_svc.main - INFO -
INFO: 127.0.0.1:41088 - "GET /health HTTP/1.1" 200 OK
DataFrame shape (before reorder): (1, 8)
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - DataFrame columns (before reorder): ['IsHTTPS',
'TLDLegitimateProb', 'CharContinuationRate', 'SpacialCharRatioInURL', 'URLCharProb', 'LetterRatioInURL',
'NoOfOtherSpecialCharsInURL', 'DomainLength']
2025-10-15 20:19:27,775 - src.model_svc.main - INFO -
REORDERING to match model:
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 0: IsHTTPS
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 1: TLDLegitimateProb
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 2: CharContinuationRate
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 3: SpacialCharRatioInURL
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 4: URLCharProb
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 5: LetterRatioInURL
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 6: NoOfOtherSpecialCharsInURL
2025-10-15 20:19:27,775 - src.model_svc.main - INFO - Position 7: DomainLength
2025-10-15 20:19:27,776 - src.model_svc.main - INFO -
DataFrame shape (after reorder): (1, 8)
2025-10-15 20:19:27,776 - src.model_svc.main - INFO - DataFrame columns (after reorder): ['IsHTTPS',
'TLDLegitimateProb', 'CharContinuationRate', 'SpacialCharRatioInURL', 'URLCharProb', 'LetterRatioInURL',
'NoOfOtherSpecialCharsInURL', 'DomainLength']
2025-10-15 20:19:27,776 - src.model_svc.main - INFO -
INFO: 172.18.0.3:57390 - "POST /predict/explain HTTP/1.1" 500 Internal Server Error
INFO: 127.0.0.1:56512 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:41248 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:59844 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:46204 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:41048 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:33110 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:51266 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:40984 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:40006 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:33096 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:42990 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:59516 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:45648 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:52452 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:33594 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:42572 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:60494 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:44558 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:37384 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:60594 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:44950 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:46868 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:60548 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:57194 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:39724 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:59410 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:40558 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:36552 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:55146 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:44158 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:39744 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:36898 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:50432 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:32946 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:46790 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:43380 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:49112 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:43940 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:54972 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:44760 - "GET /health HTTP/1.1" 200 OK
INFO: 127.0.0.1:59114 - "GET /health HTTP/1.1" 200 OK
FINAL FEATURE VALUES:
2025-10-15 20:19:27,776 - src.model_svc.main - INFO - [0] IsHTTPS = 0.0
2025-10-15 20:19:27,776 - src.model_svc.main - INFO - [1] TLDLegitimateProb =
0.017663043478260868
2025-10-15 20:19:27,776 - src.model_svc.main - INFO - [2] CharContinuationRate =
0.05714285714285714
2025-10-15 20:19:27,777 - src.model_svc.main - INFO - [3] SpacialCharRatioInURL =
0.19444444444444445
2025-10-15 20:19:27,777 - src.model_svc.main - INFO - [4] URLCharProb = 1.0
2025-10-15 20:19:27,777 - src.model_svc.main - INFO - [5] LetterRatioInURL =
0.6666666666666666
2025-10-15 20:19:27,777 - src.model_svc.main - INFO - [6] NoOfOtherSpecialCharsInURL = 7.0
2025-10-15 20:19:27,777 - src.model_svc.main - INFO - [7] DomainLength = 23.0
2025-10-15 20:19:27,777 - src.model_svc.main - INFO -
============================================================