mp-02 commited on
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End of training

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README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: cc-by-nc-sa-4.0
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+ base_model: microsoft/layoutlmv3-base
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - mp-02/cord
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+ metrics:
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+ - precision
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+ - recall
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: layoutlmv3-base-cord2
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+ results:
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+ - task:
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+ name: Token Classification
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+ type: token-classification
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+ dataset:
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+ name: mp-02/cord
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+ type: mp-02/cord
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+ metrics:
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+ - name: Precision
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+ type: precision
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+ value: 0.9466882067851373
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+ - name: Recall
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+ type: recall
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+ value: 0.9614438063986874
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+ - name: F1
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+ type: f1
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+ value: 0.9540089540089539
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.9611161939615737
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # layoutlmv3-base-cord2
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+
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+ This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on the mp-02/cord dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1856
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+ - Precision: 0.9467
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+ - Recall: 0.9614
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+ - F1: 0.9540
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+ - Accuracy: 0.9611
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - training_steps: 3000
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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+ | No log | 1.0 | 100 | 1.2612 | 0.6788 | 0.7629 | 0.7184 | 0.7685 |
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+ | No log | 2.0 | 200 | 0.5621 | 0.8674 | 0.8802 | 0.8738 | 0.8916 |
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+ | No log | 3.0 | 300 | 0.3639 | 0.8846 | 0.9114 | 0.8978 | 0.9186 |
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+ | No log | 4.0 | 400 | 0.3197 | 0.9153 | 0.9393 | 0.9271 | 0.9410 |
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+ | 0.8719 | 5.0 | 500 | 0.2304 | 0.9357 | 0.9549 | 0.9452 | 0.9543 |
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+ | 0.8719 | 6.0 | 600 | 0.2069 | 0.9389 | 0.9573 | 0.9480 | 0.9556 |
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+ | 0.8719 | 7.0 | 700 | 0.2081 | 0.9459 | 0.9606 | 0.9532 | 0.9593 |
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+ | 0.8719 | 8.0 | 800 | 0.1901 | 0.9532 | 0.9688 | 0.9609 | 0.9666 |
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+ | 0.8719 | 9.0 | 900 | 0.1559 | 0.9515 | 0.9647 | 0.9580 | 0.9671 |
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+ | 0.136 | 10.0 | 1000 | 0.1856 | 0.9467 | 0.9614 | 0.9540 | 0.9611 |
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+ | 0.136 | 11.0 | 1100 | 0.2020 | 0.9537 | 0.9631 | 0.9584 | 0.9629 |
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+ | 0.136 | 12.0 | 1200 | 0.1908 | 0.9552 | 0.9631 | 0.9592 | 0.9620 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.46.2
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+ - Pytorch 2.5.1+cu124
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+ - Datasets 3.1.0
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+ - Tokenizers 0.20.3
all_results.json ADDED
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+ {
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+ "predict_accuracy": 0.9634974533106961,
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+ "predict_f1": 0.9581749049429656,
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+ "predict_loss": 0.20991161465644836,
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+ "predict_precision": 0.9538228614685844,
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+ "predict_recall": 0.9625668449197861,
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+ "predict_runtime": 13.3376,
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+ "predict_samples_per_second": 7.498,
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+ "predict_steps_per_second": 0.975
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+ }
predict_results.json ADDED
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+ {
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+ "predict_accuracy": 0.9634974533106961,
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+ "predict_f1": 0.9581749049429656,
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+ "predict_loss": 0.20991161465644836,
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+ "predict_precision": 0.9538228614685844,
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+ "predict_recall": 0.9625668449197861,
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+ "predict_runtime": 13.3376,
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+ "predict_samples_per_second": 7.498,
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+ "predict_steps_per_second": 0.975
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+ }
predictions.txt ADDED
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+ B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE
33
+ B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.UNITPRICE B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
34
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE
35
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36
+ B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
37
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.SUB.CNT B-MENU.SUB.NM B-MENU.SUB.PRICE B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-SUB_TOTAL.SUBTOTAL_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
38
+ B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
39
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE
40
+ B-MENU.NUM B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT I-MENU.CNT B-MENU.UNITPRICE B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-MENU.PRICE B-MENU.NUM B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT I-MENU.CNT B-MENU.UNITPRICE B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-MENU.PRICE B-MENU.NUM B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT I-MENU.CNT B-MENU.UNITPRICE B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-MENU.PRICE B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE
41
+ B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.UNITPRICE B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.UNITPRICE B-MENU.CNT B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
42
+ B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE
43
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT
44
+ B-MENU.CNT I-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.SUB.NM I-MENU.SUB.NM I-MENU.SUB.NM B-MENU.SUB.NM I-MENU.SUB.NM B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE I-TOTAL.CASHPRICE I-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
45
+ B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
46
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
47
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.UNITPRICE B-MENU.PRICE B-MENU.SUB.NM B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.UNITPRICE B-MENU.PRICE B-MENU.SUB.NM B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
48
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49
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50
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51
+ B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
52
+ B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-SUB_TOTAL.ETC I-SUB_TOTAL.ETC B-SUB_TOTAL.ETC I-SUB_TOTAL.ETC B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE
53
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54
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE I-SUB_TOTAL.SERVICE_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.MENUQTY_CNT
55
+ B-MENU.NM I-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE
56
+ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE
57
+ B-MENU.NM I-MENU.NM B-MENU.PRICE B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
58
+ B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE
59
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60
+ B-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.CNT B-MENU.PRICE B-TOTAL.MENUTYPE_CNT I-TOTAL.MENUTYPE_CNT I-TOTAL.MENUTYPE_CNT B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-SUB_TOTAL.TAX_PRICE I-SUB_TOTAL.TAX_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE
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62
+ B-MENU.CNT B-MENU.UNITPRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-MENU.CNT B-MENU.UNITPRICE B-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-MENU.CNT B-MENU.UNITPRICE B-MENU.NM B-MENU.PRICE B-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE I-MENU.DISCOUNTPRICE B-MENU.CNT B-MENU.UNITPRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.UNITPRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.UNITPRICE B-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.MENUQTY_CNT I-TOTAL.MENUQTY_CNT B-SUB_TOTAL.SUBTOTAL_PRICE I-SUB_TOTAL.SUBTOTAL_PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CREDITCARDPRICE I-TOTAL.CREDITCARDPRICE
63
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64
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69
+ B-MENU.NM I-MENU.NM B-MENU.PRICE B-TOTAL.TOTAL_PRICE I-TOTAL.TOTAL_PRICE B-TOTAL.CASHPRICE I-TOTAL.CASHPRICE B-TOTAL.CHANGEPRICE I-TOTAL.CHANGEPRICE
70
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