2026-05-24T03:48:05 | INFO | Loaded model: lightgbm
2026-05-24T03:48:05 | INFO | Pre-loaded model: lightgbm
2026-05-24T03:48:05 | INFO | Loaded model: decision_tree
2026-05-24T03:48:05 | INFO | Pre-loaded model: decision_tree
2026-05-24T03:48:05 | INFO | Loaded model: logistic_regression
2026-05-24T03:48:05 | INFO | Pre-loaded model: logistic_regression
2026-05-24T03:51:48 | INFO | Loaded model: lightgbm
2026-05-24T03:51:48 | INFO | Pre-loaded model: lightgbm
2026-05-24T03:51:48 | INFO | Loaded model: decision_tree
2026-05-24T03:51:48 | INFO | Pre-loaded model: decision_tree
2026-05-24T03:51:48 | INFO | Loaded model: logistic_regression
2026-05-24T03:51:48 | INFO | Pre-loaded model: logistic_regression
2026-05-24T03:54:13 | INFO | Loaded model: lightgbm
2026-05-24T03:54:13 | INFO | Pre-loaded model: lightgbm
2026-05-24T03:54:13 | INFO | Loaded model: decision_tree
2026-05-24T03:54:13 | INFO | Pre-loaded model: decision_tree
2026-05-24T03:54:13 | INFO | Loaded model: logistic_regression
2026-05-24T03:54:13 | INFO | Pre-loaded model: logistic_regression
2026-05-24T03:56:53 | INFO | Loaded model: lightgbm
2026-05-24T03:56:53 | INFO | Pre-loaded model: lightgbm
2026-05-24T03:56:53 | INFO | Loaded model: decision_tree
2026-05-24T03:56:53 | INFO | Pre-loaded model: decision_tree
2026-05-24T03:56:53 | INFO | Loaded model: logistic_regression
2026-05-24T03:56:53 | INFO | Pre-loaded model: logistic_regression
2026-05-24T04:04:15 | INFO | REQUEST | {"request_id": "377e9e46-d4dd-4143-96ee-7800a622ca38", "timestamp": "2026-05-23T21:04:15.494303+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "threshold": 0.5}, "result": {"request_id": "377e9e46-d4dd-4143-96ee-7800a622ca38", "url": "https://www.github.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}], "errors": [], "total_request_ms": 2.7127}, "total_request_ms": 2.7127}
2026-05-24T04:07:02 | INFO | REQUEST | {"request_id": "33214b1f-ce27-416c-b19e-645956a0363e", "timestamp": "2026-05-23T21:07:02.886559+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "threshold": 0.5}, "result": {"request_id": "33214b1f-ce27-416c-b19e-645956a0363e", "url": "https://www.github.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}], "errors": [], "total_request_ms": 2.0455}, "total_request_ms": 2.0455}
2026-05-24T04:07:47 | INFO | REQUEST | {"request_id": "6a7d4558-63ea-4141-8dad-a8e593a12821", "timestamp": "2026-05-23T21:07:47.249630+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "threshold": 0.5}, "result": {"request_id": "6a7d4558-63ea-4141-8dad-a8e593a12821", "url": "https://www.github.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}}], "errors": [], "total_request_ms": 0.9707}, "total_request_ms": 0.9707}
2026-05-24T04:08:02 | INFO | REQUEST | {"request_id": "dd7e028c-11ab-4fcf-92fd-bd89fc967ef5", "timestamp": "2026-05-23T21:08:02.842424+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "paypal-secure-update.com/login", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "dd7e028c-11ab-4fcf-92fd-bd89fc967ef5", "url": "paypal-secure-update.com/login", "threshold": 0.5, "algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.990875, "timings_ms": {"feature_extraction": 0.7726, "model_inference": 109.4887, "total": 118.1621}, "total_request_ms": 119.1532}, "total_request_ms": 119.1532}
2026-05-24T04:09:10 | INFO | REQUEST | {"request_id": "434a95c6-c489-437e-b9d4-4fa87eb06652", "timestamp": "2026-05-23T21:09:10.122027+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "434a95c6-c489-437e-b9d4-4fa87eb06652", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 0.9727}, "total_request_ms": 0.9727}
2026-05-24T04:09:30 | INFO | REQUEST | {"request_id": "15a14084-f22c-4e0c-9b74-8f49e71f8517", "timestamp": "2026-05-23T21:09:30.126090+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "15a14084-f22c-4e0c-9b74-8f49e71f8517", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 0.6446}, "total_request_ms": 0.6446}
2026-05-24T04:09:46 | INFO | REQUEST | {"request_id": "49af2f52-3f72-48c8-aebe-c1e6197912a7", "timestamp": "2026-05-23T21:09:46.448903+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "paypal-secure-update.com/login", "threshold": 0.5}, "result": {"request_id": "49af2f52-3f72-48c8-aebe-c1e6197912a7", "url": "paypal-secure-update.com/login", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.990875, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.3292, "model_inference": 125.9804, "total": 131.6668}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.960938, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.35, "model_inference": 4.4393, "total": 9.8081}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.99828, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0964, "model_inference": 4.3835, "total": 7.9017}}], "errors": [], "total_request_ms": 151.6003}, "total_request_ms": 151.6003}
2026-05-24T04:11:03 | INFO | REQUEST | {"request_id": "8ee68f1d-63af-469e-b82e-228ba9553318", "timestamp": "2026-05-23T21:11:03.146382+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "8ee68f1d-63af-469e-b82e-228ba9553318", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.3859, "model_inference": 22.0855, "total": 29.1037}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2653, "model_inference": 4.8644, "total": 93.5876}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1566, "model_inference": 3.8863, "total": 6.8558}}], "errors": [], "total_request_ms": 132.617}, "total_request_ms": 132.617}
2026-05-24T04:13:35 | INFO | REQUEST | {"request_id": "b81f9b6a-2ffa-4716-8907-20fb1b6b36b9", "timestamp": "2026-05-23T21:13:35.348001+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "b81f9b6a-2ffa-4716-8907-20fb1b6b36b9", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1553, "model_inference": 91.9645, "total": 95.1001}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2286, "model_inference": 4.9105, "total": 8.1205}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2408, "model_inference": 5.1286, "total": 9.3537}}], "errors": [], "total_request_ms": 114.7286}, "total_request_ms": 114.7286}
2026-05-24T04:16:37 | INFO | REQUEST | {"request_id": "1a8d8b3f-add8-43ab-83bf-38c38877310e", "timestamp": "2026-05-23T21:16:37.560149+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "1a8d8b3f-add8-43ab-83bf-38c38877310e", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.5175, "model_inference": 170.2604, "total": 179.695}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.4378, "model_inference": 6.0886, "total": 12.5273}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2503, "model_inference": 5.7287, "total": 11.0014}}], "errors": [], "total_request_ms": 206.7192}, "total_request_ms": 206.7192}
2026-05-24T04:19:24 | INFO | REQUEST | {"request_id": "686f7891-558c-4106-ab0f-5675d551d956", "timestamp": "2026-05-23T21:19:24.137056+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "686f7891-558c-4106-ab0f-5675d551d956", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.5387, "model_inference": 50.8017, "total": 59.1702}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1814, "model_inference": 66.5062, "total": 70.1428}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1677, "model_inference": 3.833, "total": 6.8329}}], "errors": [], "total_request_ms": 152.7005}, "total_request_ms": 152.7005}
2026-05-24T04:21:12 | INFO | REQUEST | {"request_id": "840b7915-2c2e-466b-aff7-fff9a029f38e", "timestamp": "2026-05-23T21:21:12.154767+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "840b7915-2c2e-466b-aff7-fff9a029f38e", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.311, "model_inference": 87.9896, "total": 95.7236}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2855, "model_inference": 5.5893, "total": 11.7544}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2326, "model_inference": 5.5202, "total": 10.2422}}], "errors": [], "total_request_ms": 120.0784}, "total_request_ms": 120.0784}
2026-05-24T04:23:31 | INFO | REQUEST | {"request_id": "973dcbe2-36b7-4d13-b838-bbef893ce36d", "timestamp": "2026-05-23T21:23:31.832116+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "973dcbe2-36b7-4d13-b838-bbef893ce36d", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.307, "model_inference": 32.2681, "total": 38.0469}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2207, "model_inference": 4.0758, "total": 8.1797}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.131, "model_inference": 81.605, "total": 84.6735}}], "errors": [], "total_request_ms": 134.5842}, "total_request_ms": 134.5842}
2026-05-24T04:24:30 | INFO | REQUEST | {"request_id": "7b9a2979-0efa-45bd-a703-1d76c696b8a4", "timestamp": "2026-05-23T21:24:30.750241+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "7b9a2979-0efa-45bd-a703-1d76c696b8a4", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.4498, "model_inference": 90.7173, "total": 97.7584}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2803, "model_inference": 96.1562, "total": 102.7505}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2725, "model_inference": 7.633, "total": 13.7297}}], "errors": [], "total_request_ms": 217.3684}, "total_request_ms": 217.3684}
2026-05-24T04:25:42 | INFO | REQUEST | {"request_id": "8a61c87e-ef07-4785-8193-f2897a7707fd", "timestamp": "2026-05-23T21:25:42.456430+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "8a61c87e-ef07-4785-8193-f2897a7707fd", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 1.1122}, "total_request_ms": 1.1122}
2026-05-24T04:25:56 | INFO | REQUEST | {"request_id": "fd43cd51-12ee-4ecb-aa2a-764d3531351d", "timestamp": "2026-05-23T21:25:56.423213+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "fd43cd51-12ee-4ecb-aa2a-764d3531351d", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 0.4439}, "total_request_ms": 0.4439}
2026-05-24T04:26:47 | INFO | REQUEST | {"request_id": "f8007db9-5599-4a33-a722-fcea3e4f00e6", "timestamp": "2026-05-23T21:26:47.162547+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "f8007db9-5599-4a33-a722-fcea3e4f00e6", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 1.0677}, "total_request_ms": 1.0677}
2026-05-24T04:26:59 | INFO | REQUEST | {"request_id": "89ccace6-ed75-4661-a399-a92d1220d46c", "timestamp": "2026-05-23T21:26:59.375991+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "89ccace6-ed75-4661-a399-a92d1220d46c", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 0.4399}, "total_request_ms": 0.4399}
2026-05-24T04:27:52 | INFO | REQUEST | {"request_id": "25e1edba-f2e3-4378-9b2b-a76a9459fbf3", "timestamp": "2026-05-23T21:27:52.911044+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "25e1edba-f2e3-4378-9b2b-a76a9459fbf3", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "total_request_ms": 0.4659}, "total_request_ms": 0.4659}
2026-05-24T04:35:10 | INFO | REQUEST | {"request_id": "a136c66d-19d6-42c5-ac5d-d3790f0ce2cb", "timestamp": "2026-05-23T21:35:10.737962+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "a136c66d-19d6-42c5-ac5d-d3790f0ce2cb", "url": "https://www.github.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 91.0977, "after": 91.0977, "fluctuation": 0.0}, "total_request_ms": 2.3548}, "total_request_ms": 2.3548}
2026-05-24T04:37:00 | INFO | Loaded model: lightgbm
2026-05-24T04:37:01 | INFO | Loaded model: decision_tree
2026-05-24T04:37:01 | INFO | Loaded model: logistic_regression
2026-05-24T04:37:01 | INFO | REQUEST | {"request_id": "d7e83b9c-1202-4cf3-8ffa-00e140289723", "timestamp": "2026-05-23T21:37:01.376497+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5}, "result": {"request_id": "d7e83b9c-1202-4cf3-8ffa-00e140289723", "url": "https://sites.google.com/view/paypal-customer-services/", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.982983, "threshold": 0.5, "timings_ms": {"feature_extraction": 1.0632, "model_inference": 163.4541, "total": 1059.0771}, "memory_mb": {"before": 90.4062, "after": 156.6445, "fluctuation": 66.2383}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.783784, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.4167, "model_inference": 3.3848, "total": 235.7077}, "memory_mb": {"before": 156.6445, "after": 160.7461, "fluctuation": 4.1016}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.816765, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1237, "model_inference": 2.8137, "total": 8.2704}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 1308.3385}, "total_request_ms": 1308.3385}
2026-05-24T04:43:23 | INFO | REQUEST | {"request_id": "2cc85bca-d4a2-4d22-932b-acaec9cb0d08", "timestamp": "2026-05-23T21:43:23.747230+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "threshold": 0.5}, "result": {"request_id": "2cc85bca-d4a2-4d22-932b-acaec9cb0d08", "url": "https://www.github.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 162.5234, "after": 162.5234, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 162.5234, "after": 162.5234, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 162.5234, "after": 162.5234, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 5.8125}, "total_request_ms": 5.8125}
2026-05-24T04:43:43 | INFO | REQUEST | {"request_id": "1777b6ce-bf26-4d89-9a00-793d6646f2bf", "timestamp": "2026-05-23T21:43:43.150426+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.github.com", "threshold": 0.5}, "result": {"request_id": "1777b6ce-bf26-4d89-9a00-793d6646f2bf", "url": "https://www.github.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 162.5234, "after": 162.5234, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 162.5234, "after": 162.5234, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": true, "phishing_probability": 0.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0, "model_inference": 0.0, "total": 0.0}, "memory_mb": {"before": 162.5234, "after": 162.5234, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 2.0587}, "total_request_ms": 2.0587}
2026-05-24T04:44:01 | INFO | REQUEST | {"request_id": "1ab5f5d4-b23c-406d-9f5b-41cd0d1c9514", "timestamp": "2026-05-23T21:44:01.551558+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "paypal-secure-update.com/login", "threshold": 0.5}, "result": {"request_id": "1ab5f5d4-b23c-406d-9f5b-41cd0d1c9514", "url": "paypal-secure-update.com/login", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.990875, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.4928, "model_inference": 79.014, "total": 87.6778}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.960938, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2474, "model_inference": 4.8756, "total": 8.2658}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.99828, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1356, "model_inference": 3.752, "total": 6.2524}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 105.501}, "total_request_ms": 105.501}
2026-05-24T05:02:33 | INFO | REQUEST | {"request_id": "10b976b4-ec59-4f8e-95c1-52f0b7424b44", "timestamp": "2026-05-23T22:02:33.547510+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.scribd.com/doc/289659501/Perbandingan-Penggunaan-Aplikasi-Merimen-Pada-Klaim-Kendaraan-Bermotor", "threshold": 0.5}, "result": {"request_id": "10b976b4-ec59-4f8e-95c1-52f0b7424b44", "url": "https://www.scribd.com/doc/289659501/Perbandingan-Penggunaan-Aplikasi-Merimen-Pada-Klaim-Kendaraan-Bermotor", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.000389, "threshold": 0.5, "timings_ms": {"feature_extraction": 1.4059, "model_inference": 211.6169, "total": 244.8393}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.087644, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2391, "model_inference": 5.1409, "total": 8.9487}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.001389, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1019, "model_inference": 3.4004, "total": 5.6251}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 267.52}, "total_request_ms": 267.52}
2026-05-24T05:50:19 | INFO | REQUEST | {"request_id": "8385702d-ce83-4cdc-96b8-bdc0b848d010", "timestamp": "2026-05-23T22:50:19.645127+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://daya.id", "threshold": 0.5}, "result": {"request_id": "8385702d-ce83-4cdc-96b8-bdc0b848d010", "url": "https://daya.id", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.999075, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.4804, "model_inference": 34.4788, "total": 44.837}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 1.0, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1749, "model_inference": 4.7887, "total": 8.5241}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.730796, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0748, "model_inference": 3.3871, "total": 5.6537}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 153.3325}, "total_request_ms": 153.3325}
2026-05-24T05:50:48 | INFO | REQUEST | {"request_id": "ab9ecebc-7ac1-4fd8-8c45-986870e86411", "timestamp": "2026-05-23T22:50:48.842016+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.daya.id", "threshold": 0.5}, "result": {"request_id": "ab9ecebc-7ac1-4fd8-8c45-986870e86411", "url": "https://www.daya.id", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.146445, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.3235, "model_inference": 139.0259, "total": 146.2201}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.015819, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.155, "model_inference": 2.7408, "total": 5.8693}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.022943, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.0766, "model_inference": 2.6537, "total": 4.8815}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 160.0824}, "total_request_ms": 160.0824}
2026-05-24T08:55:58 | INFO | REQUEST | {"request_id": "7ced1f81-61ba-454d-bb0b-0246475e51ea", "timestamp": "2026-05-24T01:55:58.065693+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.tradingview.com", "threshold": 0.5}, "result": {"request_id": "7ced1f81-61ba-454d-bb0b-0246475e51ea", "url": "https://www.tradingview.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.274958, "threshold": 0.5, "timings_ms": {"feature_extraction": 1.2058, "model_inference": 66.3453, "total": 85.4452}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.015819, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2158, "model_inference": 8.8214, "total": 13.4522}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.023394, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1615, "model_inference": 5.3451, "total": 8.9573}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 120.3968}, "total_request_ms": 120.3968}
2026-05-24T08:56:27 | INFO | REQUEST | {"request_id": "adf4f7a8-2d3a-4834-8243-5f16505d618b", "timestamp": "2026-05-24T01:56:27.069737+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.tradingview.com", "threshold": 0.5}, "result": {"request_id": "adf4f7a8-2d3a-4834-8243-5f16505d618b", "url": "https://www.tradingview.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.274958, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2672, "model_inference": 24.9189, "total": 32.1281}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.015819, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.4518, "model_inference": 9.1188, "total": 18.3807}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.023394, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1967, "model_inference": 7.1785, "total": 13.2764}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 168.5641}, "total_request_ms": 168.5641}
2026-05-24T09:00:42 | INFO | REQUEST | {"request_id": "fe9bf87f-c24c-48fc-a8a4-3dc3fb764ba6", "timestamp": "2026-05-24T02:00:42.346860+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://web.whatsapp.com", "threshold": 0.5}, "result": {"request_id": "fe9bf87f-c24c-48fc-a8a4-3dc3fb764ba6", "url": "https://web.whatsapp.com", "threshold": 0.5, "aggregate_verdict": "PHISHING", "results": [{"algorithm": "lightgbm", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.995099, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2769, "model_inference": 161.4476, "total": 166.8749}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.830986, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1738, "model_inference": 4.2182, "total": 8.9924}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "PHISHING", "whitelisted": false, "phishing_probability": 0.739011, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1417, "model_inference": 3.4384, "total": 6.5365}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 186.2751}, "total_request_ms": 186.2751}
2026-05-24T09:01:06 | INFO | REQUEST | {"request_id": "dfe0bf2c-4450-4418-a387-ef762e61e676", "timestamp": "2026-05-24T02:01:06.348554+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.roblox.com/home", "threshold": 0.5}, "result": {"request_id": "dfe0bf2c-4450-4418-a387-ef762e61e676", "url": "https://www.roblox.com/home", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.021569, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.2435, "model_inference": 15.9871, "total": 19.808}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.015819, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1555, "model_inference": 3.1947, "total": 7.2671}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.026602, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1309, "model_inference": 2.8726, "total": 5.391}, "memory_mb": {"before": 160.7461, "after": 160.7461, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 37.6255}, "total_request_ms": 37.6255}
2026-05-24T09:03:52 | INFO | REQUEST | {"request_id": "5497caab-dcff-4768-a828-edb2f9d0a03d", "timestamp": "2026-05-24T02:03:52.136225+00:00", "endpoint": "/predict/single", "client_ip": "127.0.0.1", "payload": {"url": "https://www.tradingview.com", "algorithm": "lightgbm", "threshold": 0.5}, "result": {"request_id": "5497caab-dcff-4768-a828-edb2f9d0a03d", "url": "https://www.tradingview.com", "threshold": 0.5, "algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.274958, "timings_ms": {"feature_extraction": 0.264, "model_inference": 136.7844, "total": 141.6149}, "memory_mb": {"before": 161.0898, "after": 161.0898, "fluctuation": 0.0}, "total_request_ms": 143.812}, "total_request_ms": 143.812}
2026-05-24T09:03:56 | INFO | REQUEST | {"request_id": "170d0eed-4c12-4848-b0e5-a4d8d0846675", "timestamp": "2026-05-24T02:03:56.050668+00:00", "endpoint": "/predict/all", "client_ip": "127.0.0.1", "payload": {"url": "https://www.tradingview.com", "threshold": 0.5}, "result": {"request_id": "170d0eed-4c12-4848-b0e5-a4d8d0846675", "url": "https://www.tradingview.com", "threshold": 0.5, "aggregate_verdict": "LEGITIMATE", "results": [{"algorithm": "lightgbm", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.274958, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.1866, "model_inference": 70.0417, "total": 74.7093}, "memory_mb": {"before": 161.0898, "after": 161.0898, "fluctuation": 0.0}}, {"algorithm": "decision_tree", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.015819, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.3349, "model_inference": 4.7106, "total": 10.1428}, "memory_mb": {"before": 161.0898, "after": 161.0898, "fluctuation": 0.0}}, {"algorithm": "logistic_regression", "label": "LEGITIMATE", "whitelisted": false, "phishing_probability": 0.023394, "threshold": 0.5, "timings_ms": {"feature_extraction": 0.126, "model_inference": 4.4015, "total": 8.1786}, "memory_mb": {"before": 161.0898, "after": 161.0898, "fluctuation": 0.0}}], "errors": [], "total_request_ms": 96.6595}, "total_request_ms": 96.6595}
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