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Update cord_inference.py
Browse files- cord_inference.py +44 -84
cord_inference.py
CHANGED
@@ -4,90 +4,50 @@ from transformers import LayoutLMv3TokenizerFast, LayoutLMv3Processor, LayoutLMv
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from PIL import Image, ImageDraw, ImageFont
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from utils import OCR, unnormalize_box
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label2id = {
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"B-MENU.CNT": 1,
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"B-MENU.DISCOUNTPRICE": 2,
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"B-MENU.NM": 3,
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"B-MENU.NUM": 4,
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"B-MENU.PRICE": 5,
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"B-MENU.SUB.CNT": 6,
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"B-MENU.SUB.NM": 7,
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"B-MENU.SUB.PRICE": 8,
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"B-MENU.UNITPRICE": 9,
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"B-SUB_TOTAL.DISCOUNT_PRICE": 10,
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"B-SUB_TOTAL.ETC": 11,
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"B-SUB_TOTAL.SERVICE_PRICE": 12,
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"B-SUB_TOTAL.SUBTOTAL_PRICE": 13,
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"B-SUB_TOTAL.TAX_PRICE": 14,
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"B-TOTAL.CASHPRICE": 15,
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"B-TOTAL.CHANGEPRICE": 16,
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"B-TOTAL.CREDITCARDPRICE": 17,
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"B-TOTAL.MENUQTY_CNT": 18,
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"B-TOTAL.TOTAL_PRICE": 19,
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"I-MENU.CNT": 20,
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"I-MENU.DISCOUNTPRICE": 21,
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"I-MENU.NM": 22,
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"I-MENU.NUM": 23,
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"I-MENU.PRICE": 24,
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"I-MENU.SUB.CNT": 25,
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"I-MENU.SUB.NM": 26,
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"I-MENU.SUB.PRICE": 27,
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"I-MENU.UNITPRICE": 28,
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"I-SUB_TOTAL.DISCOUNT_PRICE": 29,
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"I-SUB_TOTAL.ETC": 30,
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"I-SUB_TOTAL.SERVICE_PRICE": 31,
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"I-SUB_TOTAL.SUBTOTAL_PRICE": 32,
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"I-SUB_TOTAL.TAX_PRICE": 33,
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"I-TOTAL.CASHPRICE": 34,
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"I-TOTAL.CHANGEPRICE": 35,
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"I-TOTAL.CREDITCARDPRICE": 36,
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"I-TOTAL.MENUQTY_CNT": 37,
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"I-TOTAL.TOTAL_PRICE": 38,
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"O": 0
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}
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# nielsr/layoutlmv3-finetuned-cord
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tokenizer = LayoutLMv3TokenizerFast.from_pretrained("mp-02/layoutlmv3-finetuned-cord", apply_ocr=False)
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from PIL import Image, ImageDraw, ImageFont
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from utils import OCR, unnormalize_box
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labels = [
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"O",
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"B-MENU.CNT",
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"B-MENU.DISCOUNTPRICE",
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"B-MENU.NM",
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"B-MENU.NUM",
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"B-MENU.PRICE",
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"B-MENU.SUB.CNT",
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"B-MENU.SUB.NM",
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"B-MENU.SUB.PRICE",
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"B-MENU.UNITPRICE",
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"B-SUB_TOTAL.DISCOUNT_PRICE",
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"B-SUB_TOTAL.ETC",
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"B-SUB_TOTAL.SERVICE_PRICE",
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"B-SUB_TOTAL.SUBTOTAL_PRICE",
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"B-SUB_TOTAL.TAX_PRICE",
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"B-TOTAL.CASHPRICE",
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"B-TOTAL.CHANGEPRICE",
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"B-TOTAL.CREDITCARDPRICE",
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"B-TOTAL.MENUQTY_CNT",
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"B-TOTAL.TOTAL_PRICE",
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"I-MENU.CNT",
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"I-MENU.DISCOUNTPRICE",
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"I-MENU.NM",
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"I-MENU.NUM",
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"I-MENU.PRICE",
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"I-MENU.SUB.CNT",
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"I-MENU.SUB.NM",
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"I-MENU.SUB.PRICE",
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"I-MENU.UNITPRICE",
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"I-SUB_TOTAL.DISCOUNT_PRICE",
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"I-SUB_TOTAL.ETC",
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"I-SUB_TOTAL.SERVICE_PRICE",
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"I-SUB_TOTAL.SUBTOTAL_PRICE",
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"I-SUB_TOTAL.TAX_PRICE",
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"I-TOTAL.CASHPRICE",
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"I-TOTAL.CHANGEPRICE",
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"I-TOTAL.CREDITCARDPRICE",
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"I-TOTAL.MENUQTY_CNT",
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"I-TOTAL.TOTAL_PRICE"
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]
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id2label = dict(enumerate(label_list))
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label2id = {v: k for k, v in enumerate(label_list)}
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# nielsr/layoutlmv3-finetuned-cord
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tokenizer = LayoutLMv3TokenizerFast.from_pretrained("mp-02/layoutlmv3-finetuned-cord", apply_ocr=False)
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