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-

SDSVKIE

-

- -***Feature*** -- Extract information from documents: VAT Invoice, Receipt -- Language: VI + EN - -***What's news*** -### - Ver 1.0.1: -- Improve postprocessing for receipts -- Support handling multiple pages for PDF files -- Lastest weight: /mnt/ssd1T/hoanglv/Projects/KIE/sdsvkie/workdirs/sdsap_receipt/exp_9_lr5e_6_no_scheduler/best -- Lastest config: /mnt/ssd1T/hoanglv/Projects/KIE/sdsvkie/workdirs/sdsap_receipt/exp_9_lr5e_6_no_scheduler/config.yaml - - -## I. Setup -***Dependencies*** -- Python: 3.8 -- Torch: 1.10.2 -- CUDA: 11.6 -- transformers: 4.28.1 -``` -pip install -v -e . -``` - - -## II. Inference -``` -from sdsvkie import Predictor -import cv2 - -predictor = Predictor( - cfg="./workdirs/training/sdsap_receipt/exp_3/config.yaml", - weights="./workdirs/training/sdsap_receipt/exp_3/best", - device="cpu", -) -img = cv2.imread("./demos/4 Sep OPC to Home.jpg") -out = predictor(img) -output = out['end2end_results'] - -``` - - -## III. Training -- Prepare dataset: The structure of the dataset directory is organized as follows: - -└── base_dataset \ - ├── train \ - ├──── sub_dir_1 \ - ├────── img1.txt \ - ├────── img1.txt \ - ├────── ... \ - ├──── sub_dir_2 \ - ├────── img2.txt \ - ├────── img2.txt \ - ├── test \ - ├──── imgn.jpg \ - ├──── imgn.txt - -- Edit and run scripts: -``` -sh ./scripts/train.sh -``` - -# TODO - -- [ ] Add more fields: sub_total, tips, seller_address, item list -- [x] Support muliple pages -- [x] Review result KIE for invoice (vnpt_exp_4_model) -- [x] Fix unnormalize box error in some cases -- [x] Support multiple pages -- [x] Create 200 multiple pages invoice -- [ ] Finalize multi page testset -- [ ] Eval result \ No newline at end of file diff --git a/cope2n-ai-fi/modules/sdsvkie/arial.ttf b/cope2n-ai-fi/modules/sdsvkie/arial.ttf deleted file mode 100644 index ff0815cd8c64b0a245ec780eb8d21867509155b5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 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1279 44 tiền -979 23 1018 43 suất -640 26 669 47 giá -152 156 185 174 vận -98 124 129 140 Phí -98 92 129 109 Phí -1075 92 1144 109 166.904 -813 92 900 109 3.171.168 -866 23 906 43 thuế -97 178 127 198 phí -1223 54 1267 71 Total -26 26 52 43 Stt -308 155 340 171 các -684 54 728 70 Price -1246 92 1333 109 3.338.072 -769 23 809 43 Tiền -1236 167 1333 184 36.393.480 -673 26 728 46 (VND) -803 167 899 183 36.393.480 -1085 124 1144 140 39.474 -830 124 900 140 750.000 -636 92 724 109 3.171.168 -625 168 723 183 36.393.480 -1082 54 1151 71 Amount -652 124 723 140 750.000 -1284 26 1339 46 (VND) -1263 124 1333 140 789.474 -487 92 542 108 CONT -837 54 906 71 Amount -132 92 158 108 dỡ -210 92 233 111 tại -643 54 679 70 Unit -813 27 862 43 trước -237 91 266 107 nơi -1271 54 1339 71 Amount -598 27 636 43 Đơn -482 54 519 70 Unit -190 155 212 172 tải -1039 54 1079 70 VAT -265 29 288 45 vụ -480 26 522 43 ĐVT -442 25 468 43 SL -975 54 1016 70 Rate -193 124 214 140 từ -485 123 517 141 B/L -485 166 510 184 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