Training in progress, step 6
Browse files- adapter_model.safetensors +1 -1
- doctype_entity_distribution.json +12 -12
- entity_distribution.json +12 -12
- file.log +42 -43
- ground_truth_data.json +0 -0
- gt_json.json +92 -92
- runs/Jul24_15-49-33_fe5727609164/events.out.tfevents.1784908173.fe5727609164.10041.0 +3 -0
adapter_model.safetensors
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doctype_entity_distribution.json
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{
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"facesheet": {
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"patient.first_name": 120,
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"patient.first_name": 120,
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"patient.last_name": 109,
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"patient.sex": 77,
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"facility.address": 53,
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"facility.name": 55,
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"medicare_insurance_number": 20,
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"provider_npi": 36,
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"medicaid_insurance_number": 18,
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"patient.address": 26,
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"phone_number": 19,
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"accession_number": 11,
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entity_distribution.json
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"patient.city": 29,
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"patient.first_name": 120,
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"patient.sex": 77,
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"patient.zip": 41,
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"patient.dob": 82,
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"collection_date": 28,
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"facility.address": 53,
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"facility.name": 55,
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"medicare_insurance_number": 20,
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"provider_npi": 36,
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"sample_code": 36,
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"medicaid_insurance_number": 18,
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"patient.address": 26,
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"phone_number": 19,
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"accession_number": 11,
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"other_insurance_name_1": 16,
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"patient.middle_name": 18,
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"other_insurance_name_2": 1,
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"other_insurance_number_2": 1
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file.log
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2026-07-24 13:26:30.710 | INFO | app.tasks.entity.vlm.model:train_model:591 - training complete: TrainOutput(global_step=20, training_loss=0.4323345601558685, metrics={'train_runtime': 745.906, 'train_samples_per_second': 0.215, 'train_steps_per_second': 0.027, 'total_flos': 4.827960499381027e+16, 'train_loss': 0.4323345601558685, 'epoch': 1.8571428571428572})
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2026-07-24 15:48:19.812 | INFO | app.tasks.entity.vlm.dataset:create:650 - Using pre-split dataset mode
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2026-07-24 15:48:19.833 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading train dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/train.json
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2026-07-24 15:48:20.118 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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2026-07-24 15:48:20.790 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading val dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/eval.json
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2026-07-24 15:48:20.961 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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2026-07-24 15:48:21.295 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading test dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/test.json
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2026-07-24 15:48:21.478 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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2026-07-24 15:48:21.867 | INFO | app.tasks.entity.vlm.dataset:_download_miscellaneous:1612 - Downloading miscellaneous data from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/miscellaneous.json
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2026-07-24 15:48:22.073 | INFO | app.tasks.entity.vlm.dataset:_download_previous_datasets:1521 - Found 0 previous dataset(s) to consolidate
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2026-07-24 15:48:22.073 | INFO | app.tasks.entity.vlm.dataset:download_presplit_datasets:1663 - Successfully downloaded all datasets to /home/ubuntu/dataset
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2026-07-24 15:48:22.326 | INFO | app.tasks.entity.vlm.dataset:remove_null_files:574 - Removed 0 files with null values
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2026-07-24 15:48:22.351 | INFO | app.tasks.entity.vlm.reports:get_distribution:1513 - Original number of ground truth files 120
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2026-07-24 15:48:22.431 | INFO | app.tasks.entity.vlm.reports:get_distribution:1528 - After removing empty files 120
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2026-07-24 15:48:22.439 | INFO | app.tasks.entity.vlm.reports:get_entity_distribution:1628 - Creating entity distribution for 120 files
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2026-07-24 15:48:22.716 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
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2026-07-24 15:48:23.146 | DEBUG | app.commonmlops:get_training_job_queue:891 - Get training job queue status code: 200, api_url: https://aitest.api.dexit.tech/api/v1/mlops/trainingjobqueue/06a632d8-22dc-7d70-8000-ad2feb7176cf
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2026-07-24 15:48:23.362 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
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2026-07-24 15:48:23.363 | DEBUG | app.commonmlops:update_training_job_queue:937 - Updating training job queue with merged payload: {'id': '06a632d8-22dc-7d70-8000-ad2feb7176cf', 'modeltype': 'entity', 'modelname': 'vlm_qwen3_5', 'jobtype': 'feedback', 'basemodelversionid': '019f0d56-3844-7c0a-8fab-4aa6a6d1f12e', 'datasetid': '06a632d4-6217-73a7-8000-371ca6dde2d0', 'status': 'triggered', 'createddate': '2026-07-24T09:16:50.178958Z', 'createdby': '00000000-0000-0000-0000-000000000000', 'startdate': '2026-07-24T15:47:56.778785Z', 'enddate': None, 'accuracyreport': None, 'metadata': {'clearml_details': {'hf_model_id': '314e/dexit-aitest-vlm_qwen3_6-entity-integration', 'clearml_task_id': '46a3b9d4d91743fe86b0b4ec86218a10', 'trained_entities': ['accession_number', 'collection_date', 'facility.address', 'facility.city', 'facility.name', 'facility.state', 'facility.zip', 'medicaid_insurance_number', 'medicare_insurance_number', 'other_insurance_name_1', 'other_insurance_name_2', 'other_insurance_number_1', 'other_insurance_number_2', 'patient.address', 'patient.city', 'patient.dob', 'patient.first_name', 'patient.last_name', 'patient.middle_name', 'patient.sex', 'patient.state', 'patient.zip', 'phone_number', 'provider_npi', 'sample_code', 'social_security_number'], 'new_modelversion_tag': 'v1.0.0', 'base_modelversion_tag': 'v0.0.0'}, 'hyperparameters': {'DATASET_PARAMS': {'DATASET__EVAL_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/eval.json', 'DATASET__TEST_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/test.json', 'DATASET__TRAIN_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/train.json', 'DATASET__MISCELLANEOUS_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a632d4-6217-73a7-8000-371ca6dde2d0/miscellaneous.json'}, 'MODEL_CONFIGURATION': {'SEED': 42, 'MODELNAME': 'vlm_qwen3_6', 'MODELTYPE': 'entity', 'ENVIRONMENT': 'integration', 'HF_MODEL_ID': '314e/dexit-aitest-vlm_qwen3_6-entity-integration', 'MODEL_FAMILY': 'qwen', 'ARTIFACTS_DIR': '/home/ubuntu/result', 'MODELVERSIONTAG': 'v0.0.0', 'HF_BASE_MODEL_ID': 'Qwen/Qwen3.6-27B', 'IMAGE_PATCH_SIZE': 16, 'THRESHOLD_OFFSET': 0.05, 'TRAIN_OOTB_MODEL': True, 'NEW_MODELVERSIONTAG': 'v1.0.0'}, 'MODEL_HYPERPARAMETERS': {'RANK': 64, 'ALPHA': 128, 'TRAIN_EPOCHS': 2, 'EVAL_BATCH_SIZE': 1, 'GRAD_ACCUM_STEPS': 4, 'TRAIN_BATCH_SIZE': 2, 'INFERENCE_BATCH_SIZE': 1}}, 'workflow_details': {'temporal_workflow_id': 'local-model-retraining-entity-8a15da67', 'skypilot_cluster_name': 'dexit-aitest-skypilot-entity-1784907471-096543', 'temporal_workflow_run_id': '019f94c6-64af-7c6f-9251-0484a759e8fd'}, 'modelconfig_snapshot': {'modelname': 'vlm_qwen3_6', 'modeltype': 'entity', 'deployment': {'auto_model_deployment_manual': False, 'auto_model_deployment_feedback': False}, 'feedback_config': {'bucket_low': 0.5, 'bucket_high': 0.7, 'auto_trigger_retraining': True, 'non_corrected_sample_ratio': 0.5, 'min_feedback_count_for_retraining': 1500, 'low_bucket_threshold_offset_multiplier': 0.5, 'auto_trigger_retraining_on_new_entities': False, 'high_bucket_threshold_offset_multiplier': 1.5, 'low_precision_bucket_corrected_sample_rate': 0.8, 'mid_precision_bucket_corrected_sample_rate': 0.5, 'high_precision_bucket_corrected_sample_rate': 0.2, 'low_precision_bucket_threshold_sample_count': 100}, 'training_config': {'seed': 42, 'dataset': {'eval_size': 0.1, 'test_size': 0.2, 'train_size': 0.7}, 'cloud_providers': [{'accelerators': ['A100-80GB:1', 'H100:1'], 'provider_name': 'runpod'}], 'hyperparameters': {'rank': 64, 'alpha': 128, 'train_epochs': 2, 'grad_accum_steps': 4, 'train_batch_size': 2}, 'hf_base_model_id': 'Qwen/Qwen3.6-27B', 'train_ootb_model': True, 'previous_datasets': {'eval': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}, 'test': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}, 'train': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}}}, 'threshold_offset': 0.05}}, 'deploymentstatus': None, 'deployeddate': None}
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2026-07-24 15:48:23.629 | DEBUG | app.commonmlops:update_training_job_queue:940 - Update training job queue status code: 200, api_url: https://aitest.api.dexit.tech/api/v1/mlops/trainingjobqueue/06a632d8-22dc-7d70-8000-ad2feb7176cf
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2026-07-24 15:48:23.631 | SUCCESS | app.commonmlops:update_trained_entities:979 - Updated trained_entities on training job queue
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2026-07-24 15:48:24.049 | INFO | app.tasks.entity.vlm.reports:upload_initial_artifacts:1696 - Uploaded intial artifacts to ClearML
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2026-07-24 15:48:24.050 | INFO | __main__:_run_training_phase:657 - Moving into standard training loop
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2026-07-24 15:48:24.050 | INFO | __main__:setup_directories:211 - Loading pre-split dataset statistics
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2026-07-24 15:48:24.101 | INFO | __main__:load_presplit_statistics:188 - Found 83 training samples
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2026-07-24 15:48:24.131 | INFO | __main__:load_presplit_statistics:190 - Found 24 test samples
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2026-07-24 15:48:24.159 | INFO | __main__:load_presplit_statistics:192 - Found 13 validation samples
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2026-07-24 15:48:24.159 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:986 -
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Dataset Split Statistics:
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2026-07-24 15:48:24.159 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:987 - Total samples: 120
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2026-07-24 15:48:24.160 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:989 - Train set: 83 (69.2%)
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2026-07-24 15:48:24.160 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:990 - Test set: 24 (20.0%)
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2026-07-24 15:48:24.160 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:991 - Validation set: 13 (10.8%)
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2026-07-24 15:48:24.161 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:1000 - Split statistics saved to /home/ubuntu/result/split_statistics.json
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2026-07-24 15:48:24.164 | INFO | __main__:standard_training_loop:354 - Initializing model
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2026-07-24 15:48:24.164 | INFO | __main__:initialize_model:243 - Setting up model for retraining
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2026-07-24 15:48:24.165 | INFO | __main__:initialize_model:246 - Training from base model: Qwen/Qwen3.6-27B
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2026-07-24 15:48:24.165 | INFO | app.tasks.entity.vlm.model:__post_init__:299 - loading model Qwen/Qwen3.6-27B for training with unsloth
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2026-07-24 15:49:24.675 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:395 - num_samples: 83, batch_size: 2, gradient_accumulation_steps: 4, epochs: 2
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2026-07-24 15:49:24.676 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:399 - calculating max steps
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2026-07-24 15:49:24.714 | INFO | __main__:standard_training_loop:357 - Setting up trainer
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2026-07-24 15:49:31.423 | INFO | __main__:create_trainer:306 - Materialized datasets: 83 train, 13 eval samples
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2026-07-24 15:49:31.863 | INFO | __main__:standard_training_loop:360 - Starting training
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2026-07-24 15:49:32.047 | INFO | app.tasks.entity.vlm.model:train_model:600 - everything is set up, launching training
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|
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|
| 49 |
"/home/ubuntu/dataset/train/facesheet/06964864-b6ef-776d-8000-db39b81a22ac.json",
|
|
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| 50 |
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|
| 51 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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| 93 |
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|
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|
| 94 |
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|
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|
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|
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|
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|
| 99 |
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|
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|
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|
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|
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|
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
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|
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|
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|
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|
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|
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|
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|
| 114 |
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|
| 115 |
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|
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|
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|
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|
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|
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|
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|
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|
| 123 |
]
|
| 124 |
}
|
runs/Jul24_15-49-33_fe5727609164/events.out.tfevents.1784908173.fe5727609164.10041.0
ADDED
|
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|
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