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QualityArrangements/train.yaml

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+resume_from_checkpoint_path: null # only used for resume_from_checkpoint option in PL
+result_path: "./result"
+pretrained_model_name_or_path: "naver-clova-ix/donut-base" # loading a pre-trained model (from moldehub or path)
+# dataset_name_or_paths: ["naver-clova-ix/cord-v2"] # loading datasets (from moldehub or path)
+dataset_name_or_paths: ["preparedFinetuneData"] # loading finetune datasets
+sort_json_key: False # cord dataset is preprocessed, and publicly available at https://huggingface.co/datasets/naver-clova-ix/cord-v2
+train_batch_sizes: [1] #NOTE changed from 8
+val_batch_sizes: [1]
+input_size: [1280, 960] # when the input resolution differs from the pre-training setting, some weights will be newly initialized (but the model training would be okay)
+max_length: 768
+align_long_axis: False
+num_nodes: 1
+seed: 2022
+lr: 3e-5
+warmup_steps: 300 # 800/8*30/10, 10%
+num_training_samples_per_epoch: 800
+max_epochs: 30
+max_steps: -1
+num_workers: 8 #NOTE changed from 8
+val_check_interval: 1.0
+check_val_every_n_epoch: 10 #NOTE changed from 3
+gradient_clip_val: 1.0
+verbose: True

QualityArrangements/train/metadata.jsonl

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+{"file_name": "1.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"SI\"}}"}
+{"file_name": "2.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "3.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "4.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "5.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "6.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"S\"}}"}
+{"file_name": "7.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "8.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "9.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"SI\"}}"}
+{"file_name": "10.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "11.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "12.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}
+{"file_name": "13.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "14.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "15.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}
+{"file_name": "16.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "17.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "18.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"S\"}}"}
+{"file_name": "19.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"S\"}}"}
+{"file_name": "20.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "21.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "22.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "23.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "24.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}
+{"file_name": "25.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "26.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "27.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"S\"}}"}
+{"file_name": "28.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "29.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}
+{"file_name": "30.jpg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "31.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "32.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "33.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "34.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"S\"}}"}
+{"file_name": "35.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"RI\"}}"}
+{"file_name": "36.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}

QualityArrangements/validation/metadata.jsonl

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+{"file_name": "1.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "2.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "3.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "4.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}
+{"file_name": "5.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"S\"}}"}
+{"file_name": "6.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"U\"}}"}
+{"file_name": "7.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"RI\"}}"}
+{"file_name": "8.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"N\", \"Whether necessary equipments available\": \"Y\", \"Whether Equipments have been used\": \"N\", \"Grade\": \"U\"}}"}
+{"file_name": "9.jpeg", "ground_truth": "{\"gt_parse\": {\"Whether Field Laboratory established\": \"Y\", \"Whether necessary equipments available\": \"N\", \"Whether Equipments have been used\": \"Y\", \"Grade\": \"S\"}}"}
+