2021-09-25 21:32:58,558 - uipath_core.trainer_run:main:66 - INFO: Starting training job... 2021-09-25 21:40:52,610 - uipath_core.storage.azure_storage_client:download:96 - INFO: Dataset from bucket folder training-000da386-4e96-4a8b-8d7c-c3c5e7ef4c46/38c1572f-41c1-4666-950f-2d0017a694e8/72e52879-31c0-4402-be85-f6279d21bb12 with size 42184 downloaded successfully 2021-09-25 21:40:52,611 - uipath_core.training_plugin:train_model:104 - INFO: Start model training... 2021-09-25 21:40:52,611 - uipath_core.training_plugin:initialize_model:98 - INFO: Start model initialization... 2021-09-25 21:40:52,614 - uipath_core.training_plugin:initialize_model:101 - INFO: Model initialized successfully 2021-09-25 21:40:52,615 - root:train:49 - INFO: Creating Dataset ... 2021-09-25 21:41:30,586 - root:build_df_from_files:169 - INFO: train: (33747, 3) 2021-09-25 21:41:30,606 - root:build_df_from_files:170 - INFO: test: (8437, 3) 2021-09-25 21:41:30,606 - root:build_df_from_files:172 - INFO: ratio: 0.200005 2021-09-25 21:41:30,641 - root:preprocess_df:149 - INFO: Preprocess dataframe 2021-09-25 21:54:14,881 - root:preprocess_df:149 - INFO: Preprocess dataframe 2021-09-25 21:57:52,509 - root:build_vocabulary:129 - INFO: Building vocabulary... 2021-09-25 21:58:18,655 - root:prepare_df_for_bow:161 - INFO: Prepare bow 2021-09-25 21:58:57,206 - root:prepare_df_for_bow:161 - INFO: Prepare bow 2021-09-25 21:59:06,621 - root:train:53 - INFO: Vectorizing 2021-09-25 22:00:50,385 - root:train:67 - INFO: Training 2021-09-26 22:00:13,558 - root:train:70 - INFO: Train Accuracy: 0.958782 2021-09-26 22:00:13,560 - root:eval:78 - INFO: Evaluating Test Set 2021-09-26 22:00:13,561 - root:predict_internal:102 - INFO: Vectorizing 2021-09-26 22:02:11,396 - root:eval:91 - INFO: Test Accuracy: 0.827901 2021-09-26 22:02:11,945 - root:eval:96 - INFO: { "global": { "top_1_accuracy": 0.8279009126466753, "top_3_accuracy": 0.9679981035913239, "micro_map": 0.9026594975608762, "macro_map": 0.7641566653897569, 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"ClaimIndexing.SupportingDocuments.Logo": { "average_precision": 0.89609829962162 }, "ClaimIndexing.SupportingDocuments.LossAdjustorReport": { "average_precision": 0.8970939050745592 }, "ClaimIndexing.SupportingDocuments.MMValue": { "average_precision": 0.9928104881856903 }, "ClaimIndexing.SupportingDocuments.MotorAssessorInvoice": { "average_precision": 0.974643121544103 }, "ClaimIndexing.SupportingDocuments.MotorBodyRepairerInvoice": { "average_precision": 0.9181905947275314 }, "ClaimIndexing.SupportingDocuments.MotorGlassWindscreenInvoice": { "average_precision": 0.9972075468117187 }, "ClaimIndexing.SupportingDocuments.NoCoverLetter": { "average_precision": 1.0 }, "ClaimIndexing.SupportingDocuments.Non-MotorLossAdjusterInvoice": { "average_precision": 0.7297461263565661 }, "ClaimIndexing.SupportingDocuments.Paidupletter": { "average_precision": 1.0 }, "ClaimIndexing.SupportingDocuments.Photo": { "average_precision": 0.8661020090731153 }, 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0.24330034372407255 }, "ClaimIndexing.SupportingDocuments.SignedAOL": { "average_precision": 0.9376171418748042 }, "ClaimIndexing.SupportingDocuments.Signedchangeofownership": { "average_precision": 0.9973214285714286 }, "ClaimIndexing.SupportingDocuments.Summons": { "average_precision": 1.0 }, "ClaimIndexing.SupportingDocuments.SupplierInvoice": { "average_precision": 0.7753043774466473 }, "ClaimIndexing.SupportingDocuments.TowingInvoice": { "average_precision": 0.8190324227818961 }, "ClaimIndexing.SupportingDocuments.TracerReport": { "average_precision": 0.5562745604387047 }, "ClaimIndexing.SupportingDocuments.TracingAgentsInvoice": { "average_precision": 0.49328283344929647 }, "ClaimIndexing.SupportingDocuments.TransUnion(eNATISUnicodeetc)": { "average_precision": 0.924973814258283 }, "ClaimIndexing.SupportingDocuments.UnsignedAgreementofLoss": { "average_precision": 0.9172742386136344 }, "ClaimIndexing.SupportingDocuments.ValuationCertificate": { "average_precision": 0.7819349962207105 }, "ClaimIndexing.SupportingDocuments.ValuecardQuote": { "average_precision": 0.9715750985239532 }, "ClaimIndexing.SupportingDocuments.VehicleCertificateofRegistration": { "average_precision": 0.9431913668113127 } } } 2021-09-26 22:03:07,457 - uipath_core.trainer_run:main:66 - INFO: Starting training job... 2021-09-26 22:03:11,769 - uipath_core.training_plugin:download_dataset:403 - WARNING: Deleting already existing folder name: /data/dataset 2021-09-26 22:03:11,953 - uipath_core.logs.upload_log_service:upload_logs_file:56 - INFO: Retry Training Triggered: 2021-09-26 22:11:46,563 - uipath_core.storage.azure_storage_client:download:96 - INFO: Dataset from bucket folder training-000da386-4e96-4a8b-8d7c-c3c5e7ef4c46/38c1572f-41c1-4666-950f-2d0017a694e8/72e52879-31c0-4402-be85-f6279d21bb12 with size 42184 downloaded successfully 2021-09-26 22:11:46,564 - uipath_core.training_plugin:train_model:104 - INFO: Start model training... 2021-09-26 22:11:46,564 - uipath_core.training_plugin:initialize_model:98 - INFO: Start model initialization... 2021-09-26 22:11:46,567 - uipath_core.training_plugin:initialize_model:101 - INFO: Model initialized successfully 2021-09-26 22:11:46,567 - root:train:49 - INFO: Creating Dataset ... 2021-09-26 22:12:32,077 - root:build_df_from_files:169 - INFO: train: (33747, 3) 2021-09-26 22:12:32,097 - root:build_df_from_files:170 - INFO: test: (8437, 3) 2021-09-26 22:12:32,098 - root:build_df_from_files:172 - INFO: ratio: 0.200005 2021-09-26 22:12:32,135 - root:preprocess_df:149 - INFO: Preprocess dataframe 2021-09-26 22:25:20,339 - root:preprocess_df:149 - INFO: Preprocess dataframe 2021-09-26 22:28:59,473 - root:build_vocabulary:129 - INFO: Building vocabulary... 2021-09-26 22:29:27,153 - root:prepare_df_for_bow:161 - INFO: Prepare bow 2021-09-26 22:30:06,501 - root:prepare_df_for_bow:161 - INFO: Prepare bow 2021-09-26 22:30:19,206 - root:train:53 - INFO: Vectorizing 2021-09-26 22:32:07,147 - root:train:67 - INFO: Training 2021-09-27 04:42:35,751 - uipath_core.trainer_run:main:66 - INFO: Starting training job... 2021-09-27 04:42:39,645 - uipath_core.training_plugin:download_dataset:403 - WARNING: Deleting already existing folder name: /data/dataset 2021-09-27 04:42:39,780 - uipath_core.logs.upload_log_service:upload_logs_file:56 - INFO: Retry Training Triggered: 2021-09-27 04:50:44,868 - uipath_core.storage.azure_storage_client:download:96 - INFO: Dataset from bucket folder training-000da386-4e96-4a8b-8d7c-c3c5e7ef4c46/38c1572f-41c1-4666-950f-2d0017a694e8/72e52879-31c0-4402-be85-f6279d21bb12 with size 42184 downloaded successfully 2021-09-27 04:50:44,869 - uipath_core.training_plugin:train_model:104 - INFO: Start model training... 2021-09-27 04:50:44,869 - uipath_core.training_plugin:initialize_model:98 - INFO: Start model initialization... 2021-09-27 04:50:44,871 - uipath_core.training_plugin:initialize_model:101 - INFO: Model initialized successfully 2021-09-27 04:50:44,872 - root:train:49 - INFO: Creating Dataset ... 2021-09-27 04:51:30,927 - root:build_df_from_files:169 - INFO: train: (33747, 3) 2021-09-27 04:51:30,947 - root:build_df_from_files:170 - INFO: test: (8437, 3) 2021-09-27 04:51:30,947 - root:build_df_from_files:172 - INFO: ratio: 0.200005 2021-09-27 04:51:30,984 - root:preprocess_df:149 - INFO: Preprocess dataframe 2021-09-27 05:04:31,400 - root:preprocess_df:149 - INFO: Preprocess dataframe 2021-09-27 05:08:15,475 - root:build_vocabulary:129 - INFO: Building vocabulary... 2021-09-27 05:08:43,609 - root:prepare_df_for_bow:161 - INFO: Prepare bow 2021-09-27 05:09:25,472 - root:prepare_df_for_bow:161 - INFO: Prepare bow 2021-09-27 05:09:35,898 - root:train:53 - INFO: Vectorizing 2021-09-27 05:11:20,948 - root:train:67 - INFO: Training 2021-09-27 20:54:03,179 - uipath_core.trainer_run:main:66 - INFO: Starting training job... 2021-09-27 20:54:07,825 - uipath_core.training_plugin:download_dataset:403 - WARNING: Deleting already existing folder name: /data/dataset 2021-09-27 20:54:08,001 - uipath_core.logs.upload_log_service:upload_logs_file:56 - INFO: Retry Training Triggered: