diff --git "a/logs/application/app_2025-11-03.log" "b/logs/application/app_2025-11-03.log"
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+{"text": "LanguageDetector initialized (use_model=True)\n", "record": {"elapsed": {"repr": "0:00:03.889941", "seconds": 3.889941}, "exception": null, "extra": {}, "file": {"name": "language_detector.py", "path": "/Users/itobuz/projects/office/text_auth/processors/language_detector.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 182, "message": "LanguageDetector initialized (use_model=True)", "module": "language_detector", "name": "processors.language_detector", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:45.475204+05:30", "timestamp": 1762175205.475204}}}
+{"text": "Initialized 6 metrics: ['structural', 'entropy', 'perplexity', 'semantic_analysis', 'linguistic', 'multi_perturbation_stability']\n", "record": {"elapsed": {"repr": "0:00:03.890051", "seconds": 3.890051}, "exception": null, "extra": {}, "file": {"name": "orchestrator.py", "path": "/Users/itobuz/projects/office/text_auth/detector/orchestrator.py"}, "function": "_initialize_metrics", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 189, "message": "Initialized 6 metrics: ['structural', 'entropy', 'perplexity', 'semantic_analysis', 'linguistic', 'multi_perturbation_stability']", "module": "orchestrator", "name": "detector.orchestrator", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:45.475314+05:30", "timestamp": 1762175205.475314}}}
+{"text": "AdvancedEnsembleClassifier initialized (primary=confidence_calibrated, fallback=domain_weighted, ml_ensemble=False)\n", "record": {"elapsed": {"repr": "0:00:03.890132", "seconds": 3.890132}, "exception": null, "extra": {}, "file": {"name": "ensemble.py", "path": "/Users/itobuz/projects/office/text_auth/detector/ensemble.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 91, "message": "AdvancedEnsembleClassifier initialized (primary=confidence_calibrated, fallback=domain_weighted, ml_ensemble=False)", "module": "ensemble", "name": "detector.ensemble", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:45.475395+05:30", "timestamp": 1762175205.475395}}}
+{"text": "DetectionOrchestrator initialized (language_detection=True, skip_expensive=False)\n", "record": {"elapsed": {"repr": "0:00:03.890198", "seconds": 3.890198}, "exception": null, "extra": {}, "file": {"name": "orchestrator.py", "path": "/Users/itobuz/projects/office/text_auth/detector/orchestrator.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 132, "message": "DetectionOrchestrator initialized (language_detection=True, skip_expensive=False)", "module": "orchestrator", "name": "detector.orchestrator", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:45.475461+05:30", "timestamp": 1762175205.475461}}}
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+{"text": "Loading model: domain_classifier (cross-encoder/nli-roberta-base)\n", "record": {"elapsed": {"repr": "0:00:03.890401", "seconds": 3.890401}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier (cross-encoder/nli-roberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:45.475664+05:30", "timestamp": 1762175205.475664}}}
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+{"text": "Successfully loaded model: domain_classifier\n", "record": {"elapsed": {"repr": "0:00:04.512322", "seconds": 4.512322}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: domain_classifier", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:46.097585+05:30", "timestamp": 1762175206.097585}}}
+{"text": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)\n", "record": {"elapsed": {"repr": "0:00:04.512412", "seconds": 4.512412}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:46.097675+05:30", "timestamp": 1762175206.097675}}}
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+{"text": "Successfully loaded model: domain_classifier_fallback\n", "record": {"elapsed": {"repr": "0:00:05.716697", "seconds": 5.716697}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: domain_classifier_fallback", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:47.301960+05:30", "timestamp": 1762175207.30196}}}
+{"text": "Fallback classifier loaded successfully\n", "record": {"elapsed": {"repr": "0:00:05.716779", "seconds": 5.716779}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 69, "message": "Fallback classifier loaded successfully", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:47.302042+05:30", "timestamp": 1762175207.302042}}}
+{"text": "Domain classifier initialized successfully\n", "record": {"elapsed": {"repr": "0:00:05.716848", "seconds": 5.716848}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 76, "message": "Domain classifier initialized successfully", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:47.302111+05:30", "timestamp": 1762175207.302111}}}
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+{"text": "Loading pipeline: text-classification with language_detector\n", "record": {"elapsed": {"repr": "0:00:05.716980", "seconds": 5.71698}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_pipeline", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 430, "message": "Loading pipeline: text-classification with language_detector", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:47.302243+05:30", "timestamp": 1762175207.302243}}}
+{"text": "Language detector initialized successfully\n", "record": {"elapsed": {"repr": "0:00:06.735594", "seconds": 6.735594}, "exception": null, "extra": {}, "file": {"name": "language_detector.py", "path": "/Users/itobuz/projects/office/text_auth/processors/language_detector.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 206, "message": "Language detector initialized successfully", "module": "language_detector", "name": "processors.language_detector", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:48.320857+05:30", "timestamp": 1762175208.320857}}}
+{"text": "Initializing entropy metric...\n", "record": {"elapsed": {"repr": "0:00:06.735812", "seconds": 6.735812}, "exception": null, "extra": {}, "file": {"name": "entropy.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/entropy.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 39, "message": "Initializing entropy metric...", "module": "entropy", "name": "metrics.entropy", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:48.321075+05:30", "timestamp": 1762175208.321075}}}
+{"text": "Loading model: perplexity_gpt2 (gpt2)\n", "record": {"elapsed": {"repr": "0:00:06.735911", "seconds": 6.735911}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: perplexity_gpt2 (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:48.321174+05:30", "timestamp": 1762175208.321174}}}
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+{"text": "Successfully loaded model: perplexity_gpt2\n", "record": {"elapsed": {"repr": "0:00:08.149530", "seconds": 8.14953}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: perplexity_gpt2", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.734793+05:30", "timestamp": 1762175209.734793}}}
+{"text": "Entropy metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:08.149621", "seconds": 8.149621}, "exception": null, "extra": {}, "file": {"name": "entropy.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/entropy.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 52, "message": "Entropy metric initialized successfully", "module": "entropy", "name": "metrics.entropy", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.734884+05:30", "timestamp": 1762175209.734884}}}
+{"text": "Initializing perplexity metric...\n", "record": {"elapsed": {"repr": "0:00:08.149699", "seconds": 8.149699}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 41, "message": "Initializing perplexity metric...", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.734962+05:30", "timestamp": 1762175209.734962}}}
+{"text": "Perplexity metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:08.149774", "seconds": 8.149774}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 55, "message": "Perplexity metric initialized successfully", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.735037+05:30", "timestamp": 1762175209.735037}}}
+{"text": "Initializing semantic analysis metric...\n", "record": {"elapsed": {"repr": "0:00:08.149844", "seconds": 8.149844}, "exception": null, "extra": {}, "file": {"name": "semantic_analysis.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/semantic_analysis.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 41, "message": "Initializing semantic analysis metric...", "module": "semantic_analysis", "name": "metrics.semantic_analysis", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.735107+05:30", "timestamp": 1762175209.735107}}}
+{"text": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)\n", "record": {"elapsed": {"repr": "0:00:08.149915", "seconds": 8.149915}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.735178+05:30", "timestamp": 1762175209.735178}}}
+{"text": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", "record": {"elapsed": {"repr": "0:00:08.152303", "seconds": 8.152303}, "exception": null, "extra": {}, "file": {"name": "SentenceTransformer.py", "path": "/Users/itobuz/anaconda3/lib/python3.10/site-packages/sentence_transformers/SentenceTransformer.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 218, "message": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2", "module": "SentenceTransformer", "name": "sentence_transformers.SentenceTransformer", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:36:49.737566+05:30", "timestamp": 1762175209.737566}}}
+{"text": "Added model to cache: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:46.552497", "seconds": 46.552497}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.137760+05:30", "timestamp": 1762175248.13776}}}
+{"text": "Successfully loaded model: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:46.553153", "seconds": 46.553153}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.138416+05:30", "timestamp": 1762175248.138416}}}
+{"text": "Semantic analysis metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:46.553370", "seconds": 46.55337}, "exception": null, "extra": {}, "file": {"name": "semantic_analysis.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/semantic_analysis.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 49, "message": "Semantic analysis metric initialized successfully", "module": "semantic_analysis", "name": "metrics.semantic_analysis", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.138633+05:30", "timestamp": 1762175248.138633}}}
+{"text": "Initializing linguistic metric...\n", "record": {"elapsed": {"repr": "0:00:46.553560", "seconds": 46.55356}, "exception": null, "extra": {}, "file": {"name": "linguistic.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/linguistic.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 39, "message": "Initializing linguistic metric...", "module": "linguistic", "name": "metrics.linguistic", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.138823+05:30", "timestamp": 1762175248.138823}}}
+{"text": "Loading model: linguistic_spacy (en_core_web_sm)\n", "record": {"elapsed": {"repr": "0:00:46.553753", "seconds": 46.553753}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: linguistic_spacy (en_core_web_sm)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.139016+05:30", "timestamp": 1762175248.139016}}}
+{"text": "Loaded spaCy model: en_core_web_sm\n", "record": {"elapsed": {"repr": "0:00:46.876916", "seconds": 46.876916}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "_load_spacy_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 447, "message": "Loaded spaCy model: en_core_web_sm", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.462179+05:30", "timestamp": 1762175248.462179}}}
+{"text": "Added model to cache: linguistic_spacy\n", "record": {"elapsed": {"repr": "0:00:46.877422", "seconds": 46.877422}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: linguistic_spacy", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.462685+05:30", "timestamp": 1762175248.462685}}}
+{"text": "Successfully loaded model: linguistic_spacy\n", "record": {"elapsed": {"repr": "0:00:46.877519", "seconds": 46.877519}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: linguistic_spacy", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.462782+05:30", "timestamp": 1762175248.462782}}}
+{"text": "Linguistic metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:46.877596", "seconds": 46.877596}, "exception": null, "extra": {}, "file": {"name": "linguistic.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/linguistic.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 46, "message": "Linguistic metric initialized successfully", "module": "linguistic", "name": "metrics.linguistic", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.462859+05:30", "timestamp": 1762175248.462859}}}
+{"text": "Initializing MultiPerturbationStability metric...\n", "record": {"elapsed": {"repr": "0:00:46.877673", "seconds": 46.877673}, "exception": null, "extra": {}, "file": {"name": "multi_perturbation_stability.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/multi_perturbation_stability.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 52, "message": "Initializing MultiPerturbationStability metric...", "module": "multi_perturbation_stability", "name": "metrics.multi_perturbation_stability", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.462936+05:30", "timestamp": 1762175248.462936}}}
+{"text": "Loading model: multi_perturbation_base (gpt2)\n", "record": {"elapsed": {"repr": "0:00:46.877961", "seconds": 46.877961}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_base (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:28.463224+05:30", "timestamp": 1762175248.463224}}}
+{"text": "Evicted model from cache: domain_classifier\n", "record": {"elapsed": {"repr": "0:00:48.165135", "seconds": 48.165135}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 82, "message": "Evicted model from cache: domain_classifier", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:29.750398+05:30", "timestamp": 1762175249.750398}}}
+{"text": "Added model to cache: multi_perturbation_base\n", "record": {"elapsed": {"repr": "0:00:48.165346", "seconds": 48.165346}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: multi_perturbation_base", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:29.750609+05:30", "timestamp": 1762175249.750609}}}
+{"text": "Successfully loaded model: multi_perturbation_base\n", "record": {"elapsed": {"repr": "0:00:48.165432", "seconds": 48.165432}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_base", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:29.750695+05:30", "timestamp": 1762175249.750695}}}
+{"text": "Loading model: multi_perturbation_mask (distilroberta-base)\n", "record": {"elapsed": {"repr": "0:00:48.288143", "seconds": 48.288143}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_mask (distilroberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:29.873406+05:30", "timestamp": 1762175249.873406}}}
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+{"text": "Added model to cache: multi_perturbation_mask\n", "record": {"elapsed": {"repr": "0:00:49.327386", "seconds": 49.327386}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: multi_perturbation_mask", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:30.912649+05:30", "timestamp": 1762175250.912649}}}
+{"text": "Successfully loaded model: multi_perturbation_mask\n", "record": {"elapsed": {"repr": "0:00:49.327466", "seconds": 49.327466}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_mask", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:30.912729+05:30", "timestamp": 1762175250.912729}}}
+{"text": "MultiPerturbationStability metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:49.523824", "seconds": 49.523824}, "exception": null, "extra": {}, "file": {"name": "multi_perturbation_stability.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/multi_perturbation_stability.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 84, "message": "MultiPerturbationStability metric initialized successfully", "module": "multi_perturbation_stability", "name": "metrics.multi_perturbation_stability", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:31.109087+05:30", "timestamp": 1762175251.109087}}}
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+{"text": "✓ Detection Orchestrator initialized\n", "record": {"elapsed": {"repr": "0:00:49.524197", "seconds": 49.524197}, "exception": null, "extra": {}, "file": {"name": "text_auth_app.py", "path": "/Users/itobuz/projects/office/text_auth/text_auth_app.py"}, "function": "startup_event", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 383, "message": "✓ Detection Orchestrator initialized", "module": "text_auth_app", "name": "text_auth_app", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:31.109460+05:30", "timestamp": 1762175251.10946}}}
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+{"text": "ModelAttributor initialized with domain-aware calibration\n", "record": {"elapsed": {"repr": "0:00:49.524354", "seconds": 49.524354}, "exception": null, "extra": {}, "file": {"name": "attribution.py", "path": "/Users/itobuz/projects/office/text_auth/detector/attribution.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 403, "message": "ModelAttributor initialized with domain-aware calibration", "module": "attribution", "name": "detector.attribution", "process": {"id": 94011, "name": "SpawnProcess-5"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:37:31.109617+05:30", "timestamp": 1762175251.109617}}}
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+{"text": "Loading pipeline: text-classification with language_detector\n", "record": {"elapsed": {"repr": "0:00:05.506808", "seconds": 5.506808}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_pipeline", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 430, "message": "Loading pipeline: text-classification with language_detector", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:40.263449+05:30", "timestamp": 1762175440.263449}}}
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+{"text": "Loading model: perplexity_gpt2 (gpt2)\n", "record": {"elapsed": {"repr": "0:00:06.397601", "seconds": 6.397601}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: perplexity_gpt2 (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:41.154242+05:30", "timestamp": 1762175441.154242}}}
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+{"text": "Perplexity metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:07.643468", "seconds": 7.643468}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 55, "message": "Perplexity metric initialized successfully", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:42.400109+05:30", "timestamp": 1762175442.400109}}}
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+{"text": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)\n", "record": {"elapsed": {"repr": "0:00:07.643604", "seconds": 7.643604}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:42.400245+05:30", "timestamp": 1762175442.400245}}}
+{"text": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", "record": {"elapsed": {"repr": "0:00:07.645913", "seconds": 7.645913}, "exception": null, "extra": {}, "file": {"name": "SentenceTransformer.py", "path": "/Users/itobuz/anaconda3/lib/python3.10/site-packages/sentence_transformers/SentenceTransformer.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 218, "message": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2", "module": "SentenceTransformer", "name": "sentence_transformers.SentenceTransformer", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:42.402554+05:30", "timestamp": 1762175442.402554}}}
+{"text": "Added model to cache: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:10.506537", "seconds": 10.506537}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.263178+05:30", "timestamp": 1762175445.263178}}}
+{"text": "Successfully loaded model: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:10.506744", "seconds": 10.506744}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.263385+05:30", "timestamp": 1762175445.263385}}}
+{"text": "Semantic analysis metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:10.506834", "seconds": 10.506834}, "exception": null, "extra": {}, "file": {"name": "semantic_analysis.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/semantic_analysis.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 49, "message": "Semantic analysis metric initialized successfully", "module": "semantic_analysis", "name": "metrics.semantic_analysis", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.263475+05:30", "timestamp": 1762175445.263475}}}
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+{"text": "Loading model: linguistic_spacy (en_core_web_sm)\n", "record": {"elapsed": {"repr": "0:00:10.506988", "seconds": 10.506988}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: linguistic_spacy (en_core_web_sm)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.263629+05:30", "timestamp": 1762175445.263629}}}
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+{"text": "Successfully loaded model: linguistic_spacy\n", "record": {"elapsed": {"repr": "0:00:10.797538", "seconds": 10.797538}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: linguistic_spacy", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.554179+05:30", "timestamp": 1762175445.554179}}}
+{"text": "Linguistic metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:10.797641", "seconds": 10.797641}, "exception": null, "extra": {}, "file": {"name": "linguistic.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/linguistic.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 46, "message": "Linguistic metric initialized successfully", "module": "linguistic", "name": "metrics.linguistic", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.554282+05:30", "timestamp": 1762175445.554282}}}
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+{"text": "Loading model: multi_perturbation_base (gpt2)\n", "record": {"elapsed": {"repr": "0:00:10.797814", "seconds": 10.797814}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_base (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:45.554455+05:30", "timestamp": 1762175445.554455}}}
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+{"text": "Successfully loaded model: multi_perturbation_base\n", "record": {"elapsed": {"repr": "0:00:12.053866", "seconds": 12.053866}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_base", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:46.810507+05:30", "timestamp": 1762175446.810507}}}
+{"text": "Loading model: multi_perturbation_mask (distilroberta-base)\n", "record": {"elapsed": {"repr": "0:00:12.176685", "seconds": 12.176685}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_mask (distilroberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:46.933326+05:30", "timestamp": 1762175446.933326}}}
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+{"text": "Successfully loaded model: multi_perturbation_mask\n", "record": {"elapsed": {"repr": "0:00:13.202450", "seconds": 13.20245}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_mask", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:47.959091+05:30", "timestamp": 1762175447.959091}}}
+{"text": "MultiPerturbationStability metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:13.276414", "seconds": 13.276414}, "exception": null, "extra": {}, "file": {"name": "multi_perturbation_stability.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/multi_perturbation_stability.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 84, "message": "MultiPerturbationStability metric initialized successfully", "module": "multi_perturbation_stability", "name": "metrics.multi_perturbation_stability", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:48.033055+05:30", "timestamp": 1762175448.033055}}}
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+{"text": "✓ Detection Orchestrator initialized\n", "record": {"elapsed": {"repr": "0:00:13.276725", "seconds": 13.276725}, "exception": null, "extra": {}, "file": {"name": "text_auth_app.py", "path": "/Users/itobuz/projects/office/text_auth/text_auth_app.py"}, "function": "startup_event", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 383, "message": "✓ Detection Orchestrator initialized", "module": "text_auth_app", "name": "text_auth_app", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:48.033366+05:30", "timestamp": 1762175448.033366}}}
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+{"text": "ModelAttributor initialized with domain-aware calibration\n", "record": {"elapsed": {"repr": "0:00:13.276875", "seconds": 13.276875}, "exception": null, "extra": {}, "file": {"name": "attribution.py", "path": "/Users/itobuz/projects/office/text_auth/detector/attribution.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 403, "message": "ModelAttributor initialized with domain-aware calibration", "module": "attribution", "name": "detector.attribution", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:48.033516+05:30", "timestamp": 1762175448.033516}}}
+{"text": "Model attribution system initialized with metric ensemble\n", "record": {"elapsed": {"repr": "0:00:13.276944", "seconds": 13.276944}, "exception": null, "extra": {}, "file": {"name": "attribution.py", "path": "/Users/itobuz/projects/office/text_auth/detector/attribution.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 412, "message": "Model attribution system initialized with metric ensemble", "module": "attribution", "name": "detector.attribution", "process": {"id": 94108, "name": "SpawnProcess-6"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:40:48.033585+05:30", "timestamp": 1762175448.033585}}}
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+{"text": "Loading model: domain_classifier (cross-encoder/nli-roberta-base)\n", "record": {"elapsed": {"repr": "0:00:03.743040", "seconds": 3.74304}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier (cross-encoder/nli-roberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:43.478075+05:30", "timestamp": 1762175563.478075}}}
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+{"text": "Successfully loaded model: domain_classifier\n", "record": {"elapsed": {"repr": "0:00:04.384979", "seconds": 4.384979}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: domain_classifier", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:44.120014+05:30", "timestamp": 1762175564.120014}}}
+{"text": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)\n", "record": {"elapsed": {"repr": "0:00:04.385071", "seconds": 4.385071}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:44.120106+05:30", "timestamp": 1762175564.120106}}}
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+{"text": "Fallback classifier loaded successfully\n", "record": {"elapsed": {"repr": "0:00:05.419792", "seconds": 5.419792}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 69, "message": "Fallback classifier loaded successfully", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:45.154827+05:30", "timestamp": 1762175565.154827}}}
+{"text": "Domain classifier initialized successfully\n", "record": {"elapsed": {"repr": "0:00:05.419862", "seconds": 5.419862}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 76, "message": "Domain classifier initialized successfully", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:45.154897+05:30", "timestamp": 1762175565.154897}}}
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+{"text": "Loading pipeline: text-classification with language_detector\n", "record": {"elapsed": {"repr": "0:00:05.420001", "seconds": 5.420001}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_pipeline", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 430, "message": "Loading pipeline: text-classification with language_detector", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:45.155036+05:30", "timestamp": 1762175565.155036}}}
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+{"text": "Loading model: perplexity_gpt2 (gpt2)\n", "record": {"elapsed": {"repr": "0:00:06.260120", "seconds": 6.26012}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: perplexity_gpt2 (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:45.995155+05:30", "timestamp": 1762175565.995155}}}
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+{"text": "Entropy metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:07.500762", "seconds": 7.500762}, "exception": null, "extra": {}, "file": {"name": "entropy.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/entropy.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 52, "message": "Entropy metric initialized successfully", "module": "entropy", "name": "metrics.entropy", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:47.235797+05:30", "timestamp": 1762175567.235797}}}
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+{"text": "Perplexity metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:07.500905", "seconds": 7.500905}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 55, "message": "Perplexity metric initialized successfully", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:47.235940+05:30", "timestamp": 1762175567.23594}}}
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+{"text": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)\n", "record": {"elapsed": {"repr": "0:00:07.501038", "seconds": 7.501038}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:47.236073+05:30", "timestamp": 1762175567.236073}}}
+{"text": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", "record": {"elapsed": {"repr": "0:00:07.503090", "seconds": 7.50309}, "exception": null, "extra": {}, "file": {"name": "SentenceTransformer.py", "path": "/Users/itobuz/anaconda3/lib/python3.10/site-packages/sentence_transformers/SentenceTransformer.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 218, "message": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2", "module": "SentenceTransformer", "name": "sentence_transformers.SentenceTransformer", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:47.238125+05:30", "timestamp": 1762175567.238125}}}
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+{"text": "Successfully loaded model: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:13.543505", "seconds": 13.543505}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:53.278540+05:30", "timestamp": 1762175573.27854}}}
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+{"text": "Loading model: linguistic_spacy (en_core_web_sm)\n", "record": {"elapsed": {"repr": "0:00:13.543872", "seconds": 13.543872}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: linguistic_spacy (en_core_web_sm)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94271, "name": "SpawnProcess-7"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:42:53.278907+05:30", "timestamp": 1762175573.278907}}}
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+{"text": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)\n", "record": {"elapsed": {"repr": "0:00:04.093861", "seconds": 4.093861}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:00.832888+05:30", "timestamp": 1762175580.832888}}}
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+{"text": "Loading pipeline: text-classification with language_detector\n", "record": {"elapsed": {"repr": "0:00:05.191367", "seconds": 5.191367}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_pipeline", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 430, "message": "Loading pipeline: text-classification with language_detector", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:01.930394+05:30", "timestamp": 1762175581.930394}}}
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+{"text": "Loading model: perplexity_gpt2 (gpt2)\n", "record": {"elapsed": {"repr": "0:00:06.009423", "seconds": 6.009423}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: perplexity_gpt2 (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:02.748450+05:30", "timestamp": 1762175582.74845}}}
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+{"text": "Perplexity metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:07.354332", "seconds": 7.354332}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 55, "message": "Perplexity metric initialized successfully", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:04.093359+05:30", "timestamp": 1762175584.093359}}}
+{"text": "Initializing semantic analysis metric...\n", "record": {"elapsed": {"repr": "0:00:07.354401", "seconds": 7.354401}, "exception": null, "extra": {}, "file": {"name": "semantic_analysis.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/semantic_analysis.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 41, "message": "Initializing semantic analysis metric...", "module": "semantic_analysis", "name": "metrics.semantic_analysis", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:04.093428+05:30", "timestamp": 1762175584.093428}}}
+{"text": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)\n", "record": {"elapsed": {"repr": "0:00:07.354467", "seconds": 7.354467}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:04.093494+05:30", "timestamp": 1762175584.093494}}}
+{"text": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", "record": {"elapsed": {"repr": "0:00:07.356745", "seconds": 7.356745}, "exception": null, "extra": {}, "file": {"name": "SentenceTransformer.py", "path": "/Users/itobuz/anaconda3/lib/python3.10/site-packages/sentence_transformers/SentenceTransformer.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 218, "message": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2", "module": "SentenceTransformer", "name": "sentence_transformers.SentenceTransformer", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:04.095772+05:30", "timestamp": 1762175584.095772}}}
+{"text": "Added model to cache: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:10.474103", "seconds": 10.474103}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.213130+05:30", "timestamp": 1762175587.21313}}}
+{"text": "Successfully loaded model: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:10.474499", "seconds": 10.474499}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.213526+05:30", "timestamp": 1762175587.213526}}}
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+{"text": "Loading model: linguistic_spacy (en_core_web_sm)\n", "record": {"elapsed": {"repr": "0:00:10.474936", "seconds": 10.474936}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: linguistic_spacy (en_core_web_sm)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.213963+05:30", "timestamp": 1762175587.213963}}}
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+{"text": "Successfully loaded model: linguistic_spacy\n", "record": {"elapsed": {"repr": "0:00:10.763663", "seconds": 10.763663}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: linguistic_spacy", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.502690+05:30", "timestamp": 1762175587.50269}}}
+{"text": "Linguistic metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:10.763746", "seconds": 10.763746}, "exception": null, "extra": {}, "file": {"name": "linguistic.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/linguistic.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 46, "message": "Linguistic metric initialized successfully", "module": "linguistic", "name": "metrics.linguistic", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.502773+05:30", "timestamp": 1762175587.502773}}}
+{"text": "Initializing MultiPerturbationStability metric...\n", "record": {"elapsed": {"repr": "0:00:10.763820", "seconds": 10.76382}, "exception": null, "extra": {}, "file": {"name": "multi_perturbation_stability.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/multi_perturbation_stability.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 52, "message": "Initializing MultiPerturbationStability metric...", "module": "multi_perturbation_stability", "name": "metrics.multi_perturbation_stability", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.502847+05:30", "timestamp": 1762175587.502847}}}
+{"text": "Loading model: multi_perturbation_base (gpt2)\n", "record": {"elapsed": {"repr": "0:00:10.763904", "seconds": 10.763904}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_base (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:07.502931+05:30", "timestamp": 1762175587.502931}}}
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+{"text": "Successfully loaded model: multi_perturbation_base\n", "record": {"elapsed": {"repr": "0:00:12.017450", "seconds": 12.01745}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_base", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:08.756477+05:30", "timestamp": 1762175588.756477}}}
+{"text": "Loading model: multi_perturbation_mask (distilroberta-base)\n", "record": {"elapsed": {"repr": "0:00:12.138050", "seconds": 12.13805}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_mask (distilroberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:08.877077+05:30", "timestamp": 1762175588.877077}}}
+{"text": "Evicted model from cache: domain_classifier_fallback\n", "record": {"elapsed": {"repr": "0:00:13.341803", "seconds": 13.341803}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 82, "message": "Evicted model from cache: domain_classifier_fallback", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.080830+05:30", "timestamp": 1762175590.08083}}}
+{"text": "Added model to cache: multi_perturbation_mask\n", "record": {"elapsed": {"repr": "0:00:13.341993", "seconds": 13.341993}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: multi_perturbation_mask", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.081020+05:30", "timestamp": 1762175590.08102}}}
+{"text": "Successfully loaded model: multi_perturbation_mask\n", "record": {"elapsed": {"repr": "0:00:13.342077", "seconds": 13.342077}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_mask", "module": "model_manager", "name": "models.model_manager", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.081104+05:30", "timestamp": 1762175590.081104}}}
+{"text": "MultiPerturbationStability metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:13.412808", "seconds": 13.412808}, "exception": null, "extra": {}, "file": {"name": "multi_perturbation_stability.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/multi_perturbation_stability.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 84, "message": "MultiPerturbationStability metric initialized successfully", "module": "multi_perturbation_stability", "name": "metrics.multi_perturbation_stability", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.151835+05:30", "timestamp": 1762175590.151835}}}
+{"text": "Detection pipeline initialized: 6/6 metrics ready\n", "record": {"elapsed": {"repr": "0:00:13.413003", "seconds": 13.413003}, "exception": null, "extra": {}, "file": {"name": "orchestrator.py", "path": "/Users/itobuz/projects/office/text_auth/detector/orchestrator.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 229, "message": "Detection pipeline initialized: 6/6 metrics ready", "module": "orchestrator", "name": "detector.orchestrator", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.152030+05:30", "timestamp": 1762175590.15203}}}
+{"text": "✓ Detection Orchestrator initialized\n", "record": {"elapsed": {"repr": "0:00:13.413080", "seconds": 13.41308}, "exception": null, "extra": {}, "file": {"name": "text_auth_app.py", "path": "/Users/itobuz/projects/office/text_auth/text_auth_app.py"}, "function": "startup_event", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 383, "message": "✓ Detection Orchestrator initialized", "module": "text_auth_app", "name": "text_auth_app", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.152107+05:30", "timestamp": 1762175590.152107}}}
+{"text": "Initializing Model Attributor...\n", "record": {"elapsed": {"repr": "0:00:13.413148", "seconds": 13.413148}, "exception": null, "extra": {}, "file": {"name": "text_auth_app.py", "path": "/Users/itobuz/projects/office/text_auth/text_auth_app.py"}, "function": "startup_event", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 389, "message": "Initializing Model Attributor...", "module": "text_auth_app", "name": "text_auth_app", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.152175+05:30", "timestamp": 1762175590.152175}}}
+{"text": "ModelAttributor initialized with domain-aware calibration\n", "record": {"elapsed": {"repr": "0:00:13.413214", "seconds": 13.413214}, "exception": null, "extra": {}, "file": {"name": "attribution.py", "path": "/Users/itobuz/projects/office/text_auth/detector/attribution.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 403, "message": "ModelAttributor initialized with domain-aware calibration", "module": "attribution", "name": "detector.attribution", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.152241+05:30", "timestamp": 1762175590.152241}}}
+{"text": "Model attribution system initialized with metric ensemble\n", "record": {"elapsed": {"repr": "0:00:13.413279", "seconds": 13.413279}, "exception": null, "extra": {}, "file": {"name": "attribution.py", "path": "/Users/itobuz/projects/office/text_auth/detector/attribution.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 412, "message": "Model attribution system initialized with metric ensemble", "module": "attribution", "name": "detector.attribution", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.152306+05:30", "timestamp": 1762175590.152306}}}
+{"text": "✓ Model Attributor initialized\n", "record": {"elapsed": {"repr": "0:00:13.413341", "seconds": 13.413341}, "exception": null, "extra": {}, "file": {"name": "text_auth_app.py", "path": "/Users/itobuz/projects/office/text_auth/text_auth_app.py"}, "function": "startup_event", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 395, "message": "✓ Model Attributor initialized", "module": "text_auth_app", "name": "text_auth_app", "process": {"id": 94294, "name": "SpawnProcess-8"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 18:43:10.152368+05:30", "timestamp": 1762175590.152368}}}
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+{"text": "AdvancedEnsembleClassifier initialized (primary=confidence_calibrated, fallback=domain_weighted, ml_ensemble=False)\n", "record": {"elapsed": {"repr": "0:00:03.591881", "seconds": 3.591881}, "exception": null, "extra": {}, "file": {"name": "ensemble.py", "path": "/Users/itobuz/projects/office/text_auth/detector/ensemble.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 91, "message": "AdvancedEnsembleClassifier initialized (primary=confidence_calibrated, fallback=domain_weighted, ml_ensemble=False)", "module": "ensemble", "name": "detector.ensemble", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:13:59.437472+05:30", "timestamp": 1762177439.437472}}}
+{"text": "DetectionOrchestrator initialized (language_detection=True, skip_expensive=False)\n", "record": {"elapsed": {"repr": "0:00:03.592138", "seconds": 3.592138}, "exception": null, "extra": {}, "file": {"name": "orchestrator.py", "path": "/Users/itobuz/projects/office/text_auth/detector/orchestrator.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 132, "message": "DetectionOrchestrator initialized (language_detection=True, skip_expensive=False)", "module": "orchestrator", "name": "detector.orchestrator", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:13:59.437729+05:30", "timestamp": 1762177439.437729}}}
+{"text": "Initializing detection pipeline...\n", "record": {"elapsed": {"repr": "0:00:03.592308", "seconds": 3.592308}, "exception": null, "extra": {}, "file": {"name": "orchestrator.py", "path": "/Users/itobuz/projects/office/text_auth/detector/orchestrator.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 202, "message": "Initializing detection pipeline...", "module": "orchestrator", "name": "detector.orchestrator", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:13:59.437899+05:30", "timestamp": 1762177439.437899}}}
+{"text": "Initializing domain classifier...\n", "record": {"elapsed": {"repr": "0:00:03.592473", "seconds": 3.592473}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 61, "message": "Initializing domain classifier...", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:13:59.438064+05:30", "timestamp": 1762177439.438064}}}
+{"text": "Loading model: domain_classifier (cross-encoder/nli-roberta-base)\n", "record": {"elapsed": {"repr": "0:00:03.592564", "seconds": 3.592564}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier (cross-encoder/nli-roberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:13:59.438155+05:30", "timestamp": 1762177439.438155}}}
+{"text": "Added model to cache: domain_classifier\n", "record": {"elapsed": {"repr": "0:00:04.171682", "seconds": 4.171682}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: domain_classifier", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:00.017273+05:30", "timestamp": 1762177440.017273}}}
+{"text": "Successfully loaded model: domain_classifier\n", "record": {"elapsed": {"repr": "0:00:04.171869", "seconds": 4.171869}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: domain_classifier", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:00.017460+05:30", "timestamp": 1762177440.01746}}}
+{"text": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)\n", "record": {"elapsed": {"repr": "0:00:04.171960", "seconds": 4.17196}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: domain_classifier_fallback (microsoft/deberta-v3-small)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:00.017551+05:30", "timestamp": 1762177440.017551}}}
+{"text": "Added model to cache: domain_classifier_fallback\n", "record": {"elapsed": {"repr": "0:00:05.748937", "seconds": 5.748937}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: domain_classifier_fallback", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:01.594528+05:30", "timestamp": 1762177441.594528}}}
+{"text": "Successfully loaded model: domain_classifier_fallback\n", "record": {"elapsed": {"repr": "0:00:05.749133", "seconds": 5.749133}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: domain_classifier_fallback", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:01.594724+05:30", "timestamp": 1762177441.594724}}}
+{"text": "Fallback classifier loaded successfully\n", "record": {"elapsed": {"repr": "0:00:05.749226", "seconds": 5.749226}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 69, "message": "Fallback classifier loaded successfully", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:01.594817+05:30", "timestamp": 1762177441.594817}}}
+{"text": "Domain classifier initialized successfully\n", "record": {"elapsed": {"repr": "0:00:05.749303", "seconds": 5.749303}, "exception": null, "extra": {}, "file": {"name": "domain_classifier.py", "path": "/Users/itobuz/projects/office/text_auth/processors/domain_classifier.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 76, "message": "Domain classifier initialized successfully", "module": "domain_classifier", "name": "processors.domain_classifier", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:01.594894+05:30", "timestamp": 1762177441.594894}}}
+{"text": "Initializing language detection model...\n", "record": {"elapsed": {"repr": "0:00:05.749377", "seconds": 5.749377}, "exception": null, "extra": {}, "file": {"name": "language_detector.py", "path": "/Users/itobuz/projects/office/text_auth/processors/language_detector.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 198, "message": "Initializing language detection model...", "module": "language_detector", "name": "processors.language_detector", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:01.594968+05:30", "timestamp": 1762177441.594968}}}
+{"text": "Loading pipeline: text-classification with language_detector\n", "record": {"elapsed": {"repr": "0:00:05.749723", "seconds": 5.749723}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_pipeline", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 430, "message": "Loading pipeline: text-classification with language_detector", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:01.595314+05:30", "timestamp": 1762177441.595314}}}
+{"text": "Language detector initialized successfully\n", "record": {"elapsed": {"repr": "0:00:06.630497", "seconds": 6.630497}, "exception": null, "extra": {}, "file": {"name": "language_detector.py", "path": "/Users/itobuz/projects/office/text_auth/processors/language_detector.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 206, "message": "Language detector initialized successfully", "module": "language_detector", "name": "processors.language_detector", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:02.476088+05:30", "timestamp": 1762177442.476088}}}
+{"text": "Initializing entropy metric...\n", "record": {"elapsed": {"repr": "0:00:06.630711", "seconds": 6.630711}, "exception": null, "extra": {}, "file": {"name": "entropy.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/entropy.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 39, "message": "Initializing entropy metric...", "module": "entropy", "name": "metrics.entropy", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:02.476302+05:30", "timestamp": 1762177442.476302}}}
+{"text": "Loading model: perplexity_gpt2 (gpt2)\n", "record": {"elapsed": {"repr": "0:00:06.630803", "seconds": 6.630803}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: perplexity_gpt2 (gpt2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:02.476394+05:30", "timestamp": 1762177442.476394}}}
+{"text": "Added model to cache: perplexity_gpt2\n", "record": {"elapsed": {"repr": "0:00:07.934864", "seconds": 7.934864}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: perplexity_gpt2", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.780455+05:30", "timestamp": 1762177443.780455}}}
+{"text": "Successfully loaded model: perplexity_gpt2\n", "record": {"elapsed": {"repr": "0:00:07.935064", "seconds": 7.935064}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: perplexity_gpt2", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.780655+05:30", "timestamp": 1762177443.780655}}}
+{"text": "Entropy metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:07.935149", "seconds": 7.935149}, "exception": null, "extra": {}, "file": {"name": "entropy.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/entropy.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 52, "message": "Entropy metric initialized successfully", "module": "entropy", "name": "metrics.entropy", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.780740+05:30", "timestamp": 1762177443.78074}}}
+{"text": "Initializing perplexity metric...\n", "record": {"elapsed": {"repr": "0:00:07.935234", "seconds": 7.935234}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 41, "message": "Initializing perplexity metric...", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.780825+05:30", "timestamp": 1762177443.780825}}}
+{"text": "Perplexity metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:07.935304", "seconds": 7.935304}, "exception": null, "extra": {}, "file": {"name": "perplexity.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/perplexity.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 55, "message": "Perplexity metric initialized successfully", "module": "perplexity", "name": "metrics.perplexity", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.780895+05:30", "timestamp": 1762177443.780895}}}
+{"text": "Initializing semantic analysis metric...\n", "record": {"elapsed": {"repr": "0:00:07.935370", "seconds": 7.93537}, "exception": null, "extra": {}, "file": {"name": "semantic_analysis.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/semantic_analysis.py"}, "function": "initialize", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 41, "message": "Initializing semantic analysis metric...", "module": "semantic_analysis", "name": "metrics.semantic_analysis", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.780961+05:30", "timestamp": 1762177443.780961}}}
+{"text": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)\n", "record": {"elapsed": {"repr": "0:00:07.935437", "seconds": 7.935437}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: semantic_primary (sentence-transformers/all-MiniLM-L6-v2)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.781028+05:30", "timestamp": 1762177443.781028}}}
+{"text": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n", "record": {"elapsed": {"repr": "0:00:07.937416", "seconds": 7.937416}, "exception": null, "extra": {}, "file": {"name": "SentenceTransformer.py", "path": "/Users/itobuz/anaconda3/lib/python3.10/site-packages/sentence_transformers/SentenceTransformer.py"}, "function": "__init__", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 218, "message": "Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2", "module": "SentenceTransformer", "name": "sentence_transformers.SentenceTransformer", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:03.783007+05:30", "timestamp": 1762177443.783007}}}
+{"text": "Added model to cache: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:12.292773", "seconds": 12.292773}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "put", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 86, "message": "Added model to cache: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:08.138364+05:30", "timestamp": 1762177448.138364}}}
+{"text": "Successfully loaded model: semantic_primary\n", "record": {"elapsed": {"repr": "0:00:12.292966", "seconds": 12.292966}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: semantic_primary", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:08.138557+05:30", "timestamp": 1762177448.138557}}}
+{"text": "Semantic analysis metric initialized successfully\n", "record": {"elapsed": {"repr": "0:00:12.293062", "seconds": 12.293062}, "exception": null, "extra": {}, "file": {"name": "semantic_analysis.py", "path": "/Users/itobuz/projects/office/text_auth/metrics/semantic_analysis.py"}, "function": "initialize", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 49, "message": "Semantic analysis metric initialized successfully", "module": "semantic_analysis", "name": "metrics.semantic_analysis", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:08.138653+05:30", "timestamp": 1762177448.138653}}}
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+{"text": "Loading model: linguistic_spacy (en_core_web_sm)\n", "record": {"elapsed": {"repr": "0:00:12.293215", "seconds": 12.293215}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: linguistic_spacy (en_core_web_sm)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:08.138806+05:30", "timestamp": 1762177448.138806}}}
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+{"text": "Successfully loaded model: linguistic_spacy\n", "record": {"elapsed": {"repr": "0:00:12.577795", "seconds": 12.577795}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: linguistic_spacy", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:08.423386+05:30", "timestamp": 1762177448.423386}}}
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+{"text": "Loading model: multi_perturbation_mask (distilroberta-base)\n", "record": {"elapsed": {"repr": "0:00:13.997337", "seconds": 13.997337}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "ℹ️", "name": "INFO", "no": 20}, "line": 221, "message": "Loading model: multi_perturbation_mask (distilroberta-base)", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:09.842928+05:30", "timestamp": 1762177449.842928}}}
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+{"text": "Successfully loaded model: multi_perturbation_mask\n", "record": {"elapsed": {"repr": "0:00:15.202810", "seconds": 15.20281}, "exception": null, "extra": {}, "file": {"name": "model_manager.py", "path": "/Users/itobuz/projects/office/text_auth/models/model_manager.py"}, "function": "load_model", "level": {"icon": "✅", "name": "SUCCESS", "no": 25}, "line": 262, "message": "Successfully loaded model: multi_perturbation_mask", "module": "model_manager", "name": "models.model_manager", "process": {"id": 95392, "name": "SpawnProcess-9"}, "thread": {"id": 8707055360, "name": "MainThread"}, "time": {"repr": "2025-11-03 19:14:11.048401+05:30", "timestamp": 1762177451.048401}}}
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