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lol-cod
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captchasolving

Keras
ONNX
English
captcha
ocr
ai captcha solving
Model card Files Community
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  1. configs.yaml +9 -0
  2. downloaded_images.7z +3 -0
  3. logs.log +183 -0
  4. model.h5 +3 -0
  5. model.onnx +3 -0
  6. train.csv +937 -0
  7. val.csv +105 -0
configs.yaml ADDED
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+ batch_size: 32
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+ height: 50
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+ learning_rate: 0.001
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+ max_text_length: 9
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+ model_path: Models/02_captcha_to_text/202311191731
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+ train_epochs: 1000
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+ train_workers: 20
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+ vocab: 5P1HgLZWI2Me9QBFK0aN7iOCD_Y648mEAXV3SGJTR
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+ width: 130
downloaded_images.7z ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e6225fcbcb17b23c9054e47c4be419f1df58e95777296aaad64cdb6255add40e
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+ size 6677155
logs.log ADDED
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+ 2023-11-19 17:32:37,821 - root - INFO - Epoch 0; loss: 26.724031448364258; CER: 1.2967414855957031; WER: 1.0; val_loss: 16.16781997680664; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:32:48,178 - root - INFO - Epoch 1; loss: 16.009559631347656; CER: 1.0; WER: 1.0; val_loss: 15.846458435058594; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:32:59,279 - root - INFO - Epoch 2; loss: 15.763337135314941; CER: 1.0; WER: 1.0; val_loss: 15.779999732971191; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:33:06,204 - root - INFO - Epoch 3; loss: 15.73250961303711; CER: 1.0; WER: 1.0; val_loss: 15.656208038330078; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:33:17,292 - root - INFO - Epoch 4; loss: 15.737923622131348; CER: 1.0; WER: 1.0; val_loss: 15.660924911499023; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:33:31,978 - root - INFO - Epoch 5; loss: 15.7100191116333; CER: 1.0; WER: 1.0; val_loss: 15.671387672424316; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:33:42,648 - root - INFO - Epoch 6; loss: 15.698922157287598; CER: 1.0; WER: 1.0; val_loss: 15.697847366333008; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:33:52,809 - root - INFO - Epoch 7; loss: 15.670417785644531; CER: 1.0; WER: 1.0; val_loss: 15.683719635009766; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:34:02,764 - root - INFO - Epoch 8; loss: 15.654640197753906; CER: 1.0; WER: 1.0; val_loss: 15.741467475891113; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:34:15,290 - root - INFO - Epoch 9; loss: 15.652934074401855; CER: 1.0; WER: 1.0; val_loss: 15.715405464172363; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:34:34,078 - root - INFO - Epoch 10; loss: 15.590126037597656; CER: 1.0; WER: 1.0; val_loss: 15.676688194274902; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:34:46,655 - root - INFO - Epoch 11; loss: 15.544493675231934; CER: 1.0; WER: 1.0; val_loss: 15.736074447631836; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:34:52,096 - root - INFO - Epoch 12; loss: 15.530523300170898; CER: 1.0; WER: 1.0; val_loss: 15.621638298034668; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:35:04,568 - root - INFO - Epoch 13; loss: 15.472944259643555; CER: 1.0; WER: 1.0; val_loss: 15.687872886657715; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:35:14,603 - root - INFO - Epoch 14; loss: 15.415308952331543; CER: 0.999465823173523; WER: 1.0; val_loss: 15.743570327758789; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:35:24,820 - root - INFO - Epoch 15; loss: 15.303238868713379; CER: 0.9962607026100159; WER: 1.0; val_loss: 15.762826919555664; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:35:36,993 - root - INFO - Epoch 16; loss: 15.2084379196167; CER: 0.9861111044883728; WER: 1.0; val_loss: 15.565852165222168; val_CER: 1.0; val_WER: 1.0
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+ 2023-11-19 17:35:55,649 - root - INFO - Epoch 17; loss: 15.01638126373291; CER: 0.9655448794364929; WER: 1.0; val_loss: 15.005404472351074; val_CER: 0.9807692170143127; val_WER: 1.0
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+ 2023-11-19 17:36:04,761 - root - INFO - Epoch 18; loss: 14.828876495361328; CER: 0.9513888955116272; WER: 1.0; val_loss: 15.024991035461426; val_CER: 0.9615384340286255; val_WER: 1.0
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+ 2023-11-19 17:36:15,050 - root - INFO - Epoch 19; loss: 14.665884017944336; CER: 0.9487179517745972; WER: 1.0; val_loss: 14.631697654724121; val_CER: 0.9591346383094788; val_WER: 1.0
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+ 2023-11-19 17:36:33,242 - root - INFO - Epoch 20; loss: 14.56432819366455; CER: 0.9425747990608215; WER: 1.0; val_loss: 14.312511444091797; val_CER: 0.96875; val_WER: 1.0
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+ 2023-11-19 17:36:39,156 - root - INFO - Epoch 21; loss: 14.469148635864258; CER: 0.9447115659713745; WER: 1.0; val_loss: 13.989755630493164; val_CER: 0.9567307829856873; val_WER: 1.0
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+ 2023-11-19 17:36:44,950 - root - INFO - Epoch 22; loss: 14.403565406799316; CER: 0.9361645579338074; WER: 1.0; val_loss: 13.656963348388672; val_CER: 0.9254807829856873; val_WER: 1.0
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+ 2023-11-19 17:36:52,833 - root - INFO - Epoch 23; loss: 14.328653335571289; CER: 0.935363233089447; WER: 1.0; val_loss: 13.736823081970215; val_CER: 0.9158653616905212; val_WER: 1.0
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+ 2023-11-19 17:37:05,147 - root - INFO - Epoch 24; loss: 14.19420051574707; CER: 0.9286859035491943; WER: 1.0; val_loss: 13.687780380249023; val_CER: 0.9182692170143127; val_WER: 1.0
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+ 2023-11-19 17:37:10,776 - root - INFO - Epoch 25; loss: 14.113908767700195; CER: 0.9214743375778198; WER: 1.0; val_loss: 13.31672477722168; val_CER: 0.9278846383094788; val_WER: 1.0
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+ 2023-11-19 17:37:27,838 - root - INFO - Epoch 26; loss: 14.00650405883789; CER: 0.9161324501037598; WER: 1.0; val_loss: 13.249105453491211; val_CER: 0.9350961446762085; val_WER: 1.0
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+ 2023-11-19 17:37:33,404 - root - INFO - Epoch 27; loss: 13.776839256286621; CER: 0.9113247990608215; WER: 1.0; val_loss: 12.8621244430542; val_CER: 0.8966346383094788; val_WER: 1.0
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+ 2023-11-19 17:37:46,229 - root - INFO - Epoch 28; loss: 13.706000328063965; CER: 0.9081196784973145; WER: 1.0; val_loss: 12.766182899475098; val_CER: 0.879807710647583; val_WER: 1.0
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+ 2023-11-19 17:37:51,719 - root - INFO - Epoch 29; loss: 13.422039985656738; CER: 0.892776608467102; WER: 1.0; val_loss: 12.740873336791992; val_CER: 0.879807710647583; val_WER: 1.0
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+ 2023-11-19 17:38:00,729 - root - INFO - Epoch 30; loss: 13.286026000976562; CER: 0.8878205418586731; WER: 1.0; val_loss: 12.089319229125977; val_CER: 0.848557710647583; val_WER: 1.0
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+ 2023-11-19 17:38:10,833 - root - INFO - Epoch 31; loss: 13.0503568649292; CER: 0.87232905626297; WER: 1.0; val_loss: 11.925288200378418; val_CER: 0.8653846383094788; val_WER: 1.0
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+ 2023-11-19 17:38:22,219 - root - INFO - Epoch 32; loss: 12.944599151611328; CER: 0.8619123697280884; WER: 1.0; val_loss: 12.233541488647461; val_CER: 0.879807710647583; val_WER: 1.0
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+ 2023-11-19 17:38:36,736 - root - INFO - Epoch 33; loss: 12.6610689163208; CER: 0.8557692170143127; WER: 1.0; val_loss: 11.656453132629395; val_CER: 0.838942289352417; val_WER: 1.0
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+ 2023-11-19 17:38:48,454 - root - INFO - Epoch 34; loss: 12.552075386047363; CER: 0.8469551205635071; WER: 1.0; val_loss: 11.162939071655273; val_CER: 0.8365384340286255; val_WER: 1.0
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+ 2023-11-19 17:39:08,796 - root - INFO - Epoch 35; loss: 12.219925880432129; CER: 0.838942289352417; WER: 1.0; val_loss: 11.142675399780273; val_CER: 0.817307710647583; val_WER: 0.9903846383094788
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+ 2023-11-19 17:39:15,804 - root - INFO - Epoch 36; loss: 12.034395217895508; CER: 0.8269230723381042; WER: 0.9989316463470459; val_loss: 10.914153099060059; val_CER: 0.8004807829856873; val_WER: 1.0
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+ 2023-11-19 17:39:29,525 - root - INFO - Epoch 37; loss: 11.751121520996094; CER: 0.8031517267227173; WER: 1.0; val_loss: 10.32318115234375; val_CER: 0.7716346383094788; val_WER: 1.0
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+ 2023-11-19 17:39:47,553 - root - INFO - Epoch 38; loss: 11.710663795471191; CER: 0.7964743375778198; WER: 0.997863233089447; val_loss: 9.707212448120117; val_CER: 0.7379807829856873; val_WER: 0.9903846383094788
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+ 2023-11-19 17:39:58,099 - root - INFO - Epoch 39; loss: 11.38624095916748; CER: 0.7836538553237915; WER: 0.9989316463470459; val_loss: 9.797209739685059; val_CER: 0.7163461446762085; val_WER: 0.9903846383094788
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+ 2023-11-19 17:40:15,035 - root - INFO - Epoch 40; loss: 11.238669395446777; CER: 0.78125; WER: 0.997863233089447; val_loss: 9.675105094909668; val_CER: 0.7067307829856873; val_WER: 0.9903846383094788
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+ 2023-11-19 17:40:24,016 - root - INFO - Epoch 41; loss: 10.906558990478516; CER: 0.750534176826477; WER: 0.9967948794364929; val_loss: 9.039671897888184; val_CER: 0.682692289352417; val_WER: 0.9903846383094788
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+ 2023-11-19 17:40:30,173 - root - INFO - Epoch 42; loss: 10.78383731842041; CER: 0.752136766910553; WER: 0.992521345615387; val_loss: 9.642326354980469; val_CER: 0.7115384340286255; val_WER: 1.0
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+ 2023-11-19 17:40:44,556 - root - INFO - Epoch 43; loss: 10.473505973815918; CER: 0.7387820482254028; WER: 0.997863233089447; val_loss: 8.903589248657227; val_CER: 0.6466346383094788; val_WER: 0.9903846383094788
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+ 2023-11-19 17:40:56,434 - root - INFO - Epoch 44; loss: 10.281240463256836; CER: 0.7279796004295349; WER: 0.9861111044883728; val_loss: 8.355202674865723; val_CER: 0.6033653616905212; val_WER: 0.9807692170143127
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+ 2023-11-19 17:41:10,485 - root - INFO - Epoch 45; loss: 10.065686225891113; CER: 0.7102029919624329; WER: 0.9914529919624329; val_loss: 8.449564933776855; val_CER: 0.6274038553237915; val_WER: 0.9903846383094788
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+ 2023-11-19 17:41:17,856 - root - INFO - Epoch 46; loss: 9.981674194335938; CER: 0.6987179517745972; WER: 0.9903846383094788; val_loss: 9.231112480163574; val_CER: 0.7043269276618958; val_WER: 0.9903846383094788
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+ 2023-11-19 17:41:24,116 - root - INFO - Epoch 47; loss: 9.811595916748047; CER: 0.6995192170143127; WER: 0.9861111044883728; val_loss: 8.141114234924316; val_CER: 0.6225961446762085; val_WER: 0.9903846383094788
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+ 2023-11-19 17:41:34,581 - root - INFO - Epoch 48; loss: 9.463496208190918; CER: 0.6725427508354187; WER: 0.9839743375778198; val_loss: 7.721780776977539; val_CER: 0.5745192170143127; val_WER: 0.9711538553237915
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+ 2023-11-19 17:41:52,751 - root - INFO - Epoch 49; loss: 9.2373628616333; CER: 0.6625415682792664; WER: 0.9775640964508057; val_loss: 7.4670915603637695; val_CER: 0.5384615659713745; val_WER: 0.9615384340286255
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+ 2023-11-19 17:42:05,207 - root - INFO - Epoch 50; loss: 9.04880428314209; CER: 0.6462488174438477; WER: 0.9743589758872986; val_loss: 6.971266746520996; val_CER: 0.5336538553237915; val_WER: 0.9615384340286255
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+ 2023-11-19 17:42:16,287 - root - INFO - Epoch 51; loss: 8.864952087402344; CER: 0.6327457427978516; WER: 0.9722222089767456; val_loss: 7.0785040855407715; val_CER: 0.5; val_WER: 0.9519230723381042
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+ 2023-11-19 17:42:28,282 - root - INFO - Epoch 52; loss: 8.835654258728027; CER: 0.632478654384613; WER: 0.9658119678497314; val_loss: 6.7356486320495605; val_CER: 0.5168269276618958; val_WER: 0.9711538553237915
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+ 2023-11-19 17:42:48,307 - root - INFO - Epoch 53; loss: 8.37171459197998; CER: 0.6033653616905212; WER: 0.9711538553237915; val_loss: 6.32382869720459; val_CER: 0.4639423191547394; val_WER: 0.9230769276618958
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+ 2023-11-19 17:42:59,971 - root - INFO - Epoch 54; loss: 8.334900856018066; CER: 0.5982906222343445; WER: 0.9615384340286255; val_loss: 6.725882530212402; val_CER: 0.5120192170143127; val_WER: 0.9615384340286255
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+ 2023-11-19 17:43:15,661 - root - INFO - Epoch 55; loss: 8.322579383850098; CER: 0.6008428335189819; WER: 0.9497863054275513; val_loss: 6.458821773529053; val_CER: 0.48317307233810425; val_WER: 0.932692289352417
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+ 2023-11-19 17:43:25,758 - root - INFO - Epoch 56; loss: 8.03083610534668; CER: 0.5763888955116272; WER: 0.9551281929016113; val_loss: 6.880245685577393; val_CER: 0.5336538553237915; val_WER: 1.0
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+ 2023-11-19 17:43:37,410 - root - INFO - Epoch 57; loss: 7.93816614151001; CER: 0.5787927508354187; WER: 0.9561966061592102; val_loss: 6.176738739013672; val_CER: 0.4326923191547394; val_WER: 0.8942307829856873
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+ 2023-11-19 17:43:49,157 - root - INFO - Epoch 58; loss: 7.579131126403809; CER: 0.5528846383094788; WER: 0.938034176826477; val_loss: 5.795953273773193; val_CER: 0.41826921701431274; val_WER: 0.8846153616905212
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+ 2023-11-19 17:43:59,261 - root - INFO - Epoch 59; loss: 7.373004913330078; CER: 0.5413995981216431; WER: 0.9433760643005371; val_loss: 6.032886028289795; val_CER: 0.45192307233810425; val_WER: 0.9038461446762085
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+ 2023-11-19 17:44:05,331 - root - INFO - Epoch 60; loss: 7.196893692016602; CER: 0.5231184959411621; WER: 0.9305555820465088; val_loss: 5.466672420501709; val_CER: 0.4086538553237915; val_WER: 0.8653846383094788
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+ 2023-11-19 17:44:15,755 - root - INFO - Epoch 61; loss: 7.119466781616211; CER: 0.5219017267227173; WER: 0.9220085740089417; val_loss: 5.419728755950928; val_CER: 0.4014423191547394; val_WER: 0.8557692170143127
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+ 2023-11-19 17:44:25,801 - root - INFO - Epoch 62; loss: 7.1221537590026855; CER: 0.5077457427978516; WER: 0.9220085740089417; val_loss: 5.424955368041992; val_CER: 0.4038461446762085; val_WER: 0.8942307829856873
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+ 2023-11-19 17:44:38,381 - root - INFO - Epoch 63; loss: 6.798961639404297; CER: 0.5002670884132385; WER: 0.9134615659713745; val_loss: 5.634519577026367; val_CER: 0.42307692766189575; val_WER: 0.9134615659713745
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+ 2023-11-19 17:44:45,813 - root - INFO - Epoch 64; loss: 6.779505729675293; CER: 0.48317307233810425; WER: 0.9081196784973145; val_loss: 5.143008708953857; val_CER: 0.3774038553237915; val_WER: 0.8461538553237915
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+ 2023-11-19 17:44:59,166 - root - INFO - Epoch 65; loss: 6.497402667999268; CER: 0.4778311848640442; WER: 0.9017093777656555; val_loss: 4.809505939483643; val_CER: 0.3389423191547394; val_WER: 0.7980769276618958
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+ 2023-11-19 17:45:11,543 - root - INFO - Epoch 66; loss: 6.439926624298096; CER: 0.467414528131485; WER: 0.8782051205635071; val_loss: 4.7936201095581055; val_CER: 0.36057692766189575; val_WER: 0.8269230723381042
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+ 2023-11-19 17:45:30,117 - root - INFO - Epoch 67; loss: 6.385777950286865; CER: 0.4628739356994629; WER: 0.8760683536529541; val_loss: 4.359137058258057; val_CER: 0.32451921701431274; val_WER: 0.7884615659713745
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+ 2023-11-19 17:45:38,992 - root - INFO - Epoch 68; loss: 6.211317539215088; CER: 0.4561965763568878; WER: 0.872863233089447; val_loss: 4.923360347747803; val_CER: 0.35336539149284363; val_WER: 0.807692289352417
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+ 2023-11-19 17:45:50,423 - root - INFO - Epoch 69; loss: 6.0912580490112305; CER: 0.43910256028175354; WER: 0.8632478713989258; val_loss: 4.779443264007568; val_CER: 0.3413461446762085; val_WER: 0.7884615659713745
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+ 2023-11-19 17:46:01,813 - root - INFO - Epoch 70; loss: 5.926328182220459; CER: 0.4325735867023468; WER: 0.8643162250518799; val_loss: 4.470760822296143; val_CER: 0.3076923191547394; val_WER: 0.7403846383094788
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+ 2023-11-19 17:46:10,286 - root - INFO - Epoch 71; loss: 5.789710998535156; CER: 0.4209401607513428; WER: 0.8557692170143127; val_loss: 4.520617961883545; val_CER: 0.3052884638309479; val_WER: 0.75
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+ 2023-11-19 17:46:15,819 - root - INFO - Epoch 72; loss: 5.756400108337402; CER: 0.4214743673801422; WER: 0.8440170884132385; val_loss: 4.285022735595703; val_CER: 0.3149038553237915; val_WER: 0.7692307829856873
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+ 2023-11-19 17:46:21,637 - root - INFO - Epoch 73; loss: 5.732664585113525; CER: 0.41788342595100403; WER: 0.8333333134651184; val_loss: 4.400653839111328; val_CER: 0.3076923191547394; val_WER: 0.7692307829856873
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+ 2023-11-19 17:46:36,248 - root - INFO - Epoch 74; loss: 5.493712425231934; CER: 0.4030448794364929; WER: 0.8344017267227173; val_loss: 4.15988302230835; val_CER: 0.3052884638309479; val_WER: 0.7788461446762085
76
+ 2023-11-19 17:46:48,754 - root - INFO - Epoch 75; loss: 5.527027130126953; CER: 0.3990384638309479; WER: 0.8183760643005371; val_loss: 4.19713830947876; val_CER: 0.30288460850715637; val_WER: 0.7596153616905212
77
+ 2023-11-19 17:46:56,141 - root - INFO - Epoch 76; loss: 5.393016815185547; CER: 0.3982371687889099; WER: 0.8269230723381042; val_loss: 3.953317165374756; val_CER: 0.28125; val_WER: 0.7403846383094788
78
+ 2023-11-19 17:47:02,595 - root - INFO - Epoch 77; loss: 5.363633632659912; CER: 0.3944978713989258; WER: 0.8205128312110901; val_loss: 4.201867580413818; val_CER: 0.2884615361690521; val_WER: 0.75
79
+ 2023-11-19 17:47:12,714 - root - INFO - Epoch 78; loss: 5.090787410736084; CER: 0.37194326519966125; WER: 0.8087607026100159; val_loss: 4.0079216957092285; val_CER: 0.2884615361690521; val_WER: 0.7403846383094788
80
+ 2023-11-19 17:47:23,479 - root - INFO - Epoch 79; loss: 5.0961408615112305; CER: 0.363811731338501; WER: 0.7831196784973145; val_loss: 3.7393124103546143; val_CER: 0.27163460850715637; val_WER: 0.692307710647583
81
+ 2023-11-19 17:47:31,299 - root - INFO - Epoch 80; loss: 5.045533180236816; CER: 0.3683226406574249; WER: 0.8023504018783569; val_loss: 3.873500347137451; val_CER: 0.28125; val_WER: 0.7115384340286255
82
+ 2023-11-19 17:47:43,866 - root - INFO - Epoch 81; loss: 4.808042049407959; CER: 0.3516440987586975; WER: 0.7638888955116272; val_loss: 3.7819783687591553; val_CER: 0.2764423191547394; val_WER: 0.692307710647583
83
+ 2023-11-19 17:47:50,660 - root - INFO - Epoch 82; loss: 4.724761486053467; CER: 0.34802350401878357; WER: 0.7735042572021484; val_loss: 3.823529005050659; val_CER: 0.26923078298568726; val_WER: 0.6730769276618958
84
+ 2023-11-19 17:48:00,742 - root - INFO - Epoch 83; loss: 4.729881286621094; CER: 0.3398919701576233; WER: 0.7724359035491943; val_loss: 3.7477550506591797; val_CER: 0.26923078298568726; val_WER: 0.7211538553237915
85
+ 2023-11-19 17:48:06,642 - root - INFO - Epoch 84; loss: 4.563778400421143; CER: 0.3361823260784149; WER: 0.7617521286010742; val_loss: 3.8580405712127686; val_CER: 0.29807692766189575; val_WER: 0.7115384340286255
86
+ 2023-11-19 17:48:19,715 - root - INFO - Epoch 85; loss: 4.438013553619385; CER: 0.33084046840667725; WER: 0.7329059839248657; val_loss: 3.6120076179504395; val_CER: 0.2764423191547394; val_WER: 0.7211538553237915
87
+ 2023-11-19 17:48:31,730 - root - INFO - Epoch 86; loss: 4.436740875244141; CER: 0.32989078760147095; WER: 0.757478654384613; val_loss: 3.6026053428649902; val_CER: 0.2524038553237915; val_WER: 0.6634615659713745
88
+ 2023-11-19 17:48:38,258 - root - INFO - Epoch 87; loss: 4.446754455566406; CER: 0.33122625946998596; WER: 0.745726466178894; val_loss: 3.6058380603790283; val_CER: 0.26923078298568726; val_WER: 0.6153846383094788
89
+ 2023-11-19 17:48:48,371 - root - INFO - Epoch 88; loss: 4.325288772583008; CER: 0.32333213090896606; WER: 0.7297008633613586; val_loss: 3.4391286373138428; val_CER: 0.2764423191547394; val_WER: 0.7211538553237915
90
+ 2023-11-19 17:48:59,356 - root - INFO - Epoch 89; loss: 4.396716594696045; CER: 0.31840574741363525; WER: 0.7200854420661926; val_loss: 3.5815794467926025; val_CER: 0.25961539149284363; val_WER: 0.7115384340286255
91
+ 2023-11-19 17:49:14,491 - root - INFO - Epoch 90; loss: 4.280322074890137; CER: 0.31169870495796204; WER: 0.7104700803756714; val_loss: 3.4694597721099854; val_CER: 0.23317307233810425; val_WER: 0.5961538553237915
92
+ 2023-11-19 17:49:27,077 - root - INFO - Epoch 91; loss: 4.089545726776123; CER: 0.3103038966655731; WER: 0.7136752009391785; val_loss: 3.3979828357696533; val_CER: 0.25; val_WER: 0.6346153616905212
93
+ 2023-11-19 17:49:37,208 - root - INFO - Epoch 92; loss: 4.0801239013671875; CER: 0.30469492077827454; WER: 0.6933760643005371; val_loss: 3.449223041534424; val_CER: 0.2524038553237915; val_WER: 0.625
94
+ 2023-11-19 17:49:47,314 - root - INFO - Epoch 93; loss: 3.9496078491210938; CER: 0.29288342595100403; WER: 0.6987179517745972; val_loss: 3.404048442840576; val_CER: 0.26923078298568726; val_WER: 0.6634615659713745
95
+ 2023-11-19 17:49:59,589 - root - INFO - Epoch 94; loss: 3.9549031257629395; CER: 0.3046652674674988; WER: 0.6912392973899841; val_loss: 3.3638110160827637; val_CER: 0.24038460850715637; val_WER: 0.625
96
+ 2023-11-19 17:50:18,062 - root - INFO - Epoch 95; loss: 3.932434558868408; CER: 0.29870015382766724; WER: 0.692307710647583; val_loss: 3.556532144546509; val_CER: 0.25; val_WER: 0.6057692170143127
97
+ 2023-11-19 17:50:34,052 - root - INFO - Epoch 96; loss: 3.7295501232147217; CER: 0.27685779333114624; WER: 0.6570512652397156; val_loss: 3.5155770778656006; val_CER: 0.2524038553237915; val_WER: 0.6442307829856873
98
+ 2023-11-19 17:50:44,071 - root - INFO - Epoch 97; loss: 3.7851016521453857; CER: 0.27875715494155884; WER: 0.6698718070983887; val_loss: 3.462862253189087; val_CER: 0.24519230425357819; val_WER: 0.6153846383094788
99
+ 2023-11-19 17:50:50,525 - root - INFO - Epoch 98; loss: 3.6123385429382324; CER: 0.2686372399330139; WER: 0.6442307829856873; val_loss: 3.3107004165649414; val_CER: 0.24278846383094788; val_WER: 0.6153846383094788
100
+ 2023-11-19 17:51:04,415 - root - INFO - Epoch 99; loss: 3.5341875553131104; CER: 0.26676756143569946; WER: 0.6282051205635071; val_loss: 3.5929665565490723; val_CER: 0.26923078298568726; val_WER: 0.6730769276618958
101
+ 2023-11-19 17:51:16,432 - root - INFO - Epoch 100; loss: 3.5256242752075195; CER: 0.2649572789669037; WER: 0.6485042572021484; val_loss: 3.3509716987609863; val_CER: 0.2572115361690521; val_WER: 0.6346153616905212
102
+ 2023-11-19 17:51:34,968 - root - INFO - Epoch 101; loss: 3.4815354347229004; CER: 0.2663520872592926; WER: 0.6634615659713745; val_loss: 3.416100025177002; val_CER: 0.24038460850715637; val_WER: 0.5961538553237915
103
+ 2023-11-19 17:51:47,205 - root - INFO - Epoch 102; loss: 3.4991915225982666; CER: 0.2673017680644989; WER: 0.6602563858032227; val_loss: 3.54557728767395; val_CER: 0.25961539149284363; val_WER: 0.6346153616905212
104
+ 2023-11-19 17:51:54,001 - root - INFO - Epoch 103; loss: 3.537116289138794; CER: 0.26341405510902405; WER: 0.6356837749481201; val_loss: 3.309713363647461; val_CER: 0.2572115361690521; val_WER: 0.6346153616905212
105
+ 2023-11-19 17:52:01,165 - root - INFO - Epoch 104; loss: 3.3444790840148926; CER: 0.25216642022132874; WER: 0.6260683536529541; val_loss: 3.4136929512023926; val_CER: 0.2211538404226303; val_WER: 0.625
106
+ 2023-11-19 17:52:10,438 - root - INFO - Epoch 105; loss: 3.3321640491485596; CER: 0.2526412606239319; WER: 0.632478654384613; val_loss: 3.3322324752807617; val_CER: 0.2163461595773697; val_WER: 0.6153846383094788
107
+ 2023-11-19 17:52:22,708 - root - INFO - Epoch 106; loss: 3.3343088626861572; CER: 0.25041547417640686; WER: 0.622863233089447; val_loss: 3.2457756996154785; val_CER: 0.22596153616905212; val_WER: 0.5384615659713745
108
+ 2023-11-19 17:52:33,717 - root - INFO - Epoch 107; loss: 3.263690948486328; CER: 0.24623101949691772; WER: 0.625; val_loss: 3.089357852935791; val_CER: 0.20913460850715637; val_WER: 0.5288461446762085
109
+ 2023-11-19 17:52:43,851 - root - INFO - Epoch 108; loss: 3.0934627056121826; CER: 0.23249050974845886; WER: 0.6047008633613586; val_loss: 3.3225514888763428; val_CER: 0.23076923191547394; val_WER: 0.6153846383094788
110
+ 2023-11-19 17:52:55,089 - root - INFO - Epoch 109; loss: 3.116652250289917; CER: 0.23290598392486572; WER: 0.5844017267227173; val_loss: 3.1438910961151123; val_CER: 0.22836539149284363; val_WER: 0.6442307829856873
111
+ 2023-11-19 17:53:14,560 - root - INFO - Epoch 110; loss: 3.125653028488159; CER: 0.23759496212005615; WER: 0.6121794581413269; val_loss: 3.2348177433013916; val_CER: 0.2211538404226303; val_WER: 0.5961538553237915
112
+ 2023-11-19 17:53:25,416 - root - INFO - Epoch 111; loss: 3.2086095809936523; CER: 0.2416013777256012; WER: 0.6132478713989258; val_loss: 3.0479178428649902; val_CER: 0.22355769574642181; val_WER: 0.6153846383094788
113
+ 2023-11-19 17:53:37,374 - root - INFO - Epoch 112; loss: 3.012882947921753; CER: 0.2324608415365219; WER: 0.5865384340286255; val_loss: 2.9779255390167236; val_CER: 0.21875; val_WER: 0.5961538553237915
114
+ 2023-11-19 17:53:47,583 - root - INFO - Epoch 113; loss: 2.975794553756714; CER: 0.2326982468366623; WER: 0.5726495981216431; val_loss: 3.1533308029174805; val_CER: 0.2211538404226303; val_WER: 0.567307710647583
115
+ 2023-11-19 17:53:57,904 - root - INFO - Epoch 114; loss: 2.9499566555023193; CER: 0.22605058550834656; WER: 0.5833333134651184; val_loss: 3.090639352798462; val_CER: 0.22355769574642181; val_WER: 0.6346153616905212
116
+ 2023-11-19 17:54:05,855 - root - INFO - Epoch 115; loss: 2.8054075241088867; CER: 0.21851257979869843; WER: 0.557692289352417; val_loss: 3.097893476486206; val_CER: 0.21875; val_WER: 0.5769230723381042
117
+ 2023-11-19 17:54:16,149 - root - INFO - Epoch 116; loss: 2.808486223220825; CER: 0.21373456716537476; WER: 0.561965823173523; val_loss: 3.3112244606018066; val_CER: 0.24519230425357819; val_WER: 0.6442307829856873
118
+ 2023-11-19 17:54:25,138 - root - INFO - Epoch 117; loss: 2.903777599334717; CER: 0.21777065098285675; WER: 0.5790598392486572; val_loss: 3.1945736408233643; val_CER: 0.2211538404226303; val_WER: 0.6346153616905212
119
+ 2023-11-19 17:54:36,652 - root - INFO - Epoch 118; loss: 2.6403608322143555; CER: 0.19895537197589874; WER: 0.5267093777656555; val_loss: 2.8366096019744873; val_CER: 0.22836539149284363; val_WER: 0.625
120
+ 2023-11-19 17:54:58,844 - root - INFO - Epoch 119; loss: 2.6087253093719482; CER: 0.19957858324050903; WER: 0.5331196784973145; val_loss: 3.0860719680786133; val_CER: 0.2163461595773697; val_WER: 0.5961538553237915
121
+ 2023-11-19 17:55:04,708 - root - INFO - Epoch 120; loss: 2.61486554145813; CER: 0.19800570607185364; WER: 0.5363247990608215; val_loss: 2.9235801696777344; val_CER: 0.19471153616905212; val_WER: 0.5192307829856873
122
+ 2023-11-19 17:55:12,736 - root - INFO - Epoch 121; loss: 2.601701021194458; CER: 0.19865858554840088; WER: 0.5202991366386414; val_loss: 3.106828451156616; val_CER: 0.19951923191547394; val_WER: 0.6057692170143127
123
+ 2023-11-19 17:55:25,152 - root - INFO - Epoch 122; loss: 2.6676697731018066; CER: 0.20735399425029755; WER: 0.5448718070983887; val_loss: 3.0388967990875244; val_CER: 0.20192307233810425; val_WER: 0.5865384340286255
124
+ 2023-11-19 17:55:31,669 - root - INFO - Epoch 123; loss: 2.6402807235717773; CER: 0.19750119745731354; WER: 0.5213675498962402; val_loss: 3.032405376434326; val_CER: 0.19951923191547394; val_WER: 0.5384615659713745
125
+ 2023-11-19 17:55:41,939 - root - INFO - Epoch 124; loss: 2.594092845916748; CER: 0.20091405510902405; WER: 0.5299145579338074; val_loss: 3.322152614593506; val_CER: 0.23317307233810425; val_WER: 0.6538461446762085
126
+ 2023-11-19 17:55:52,831 - root - INFO - Epoch 125; loss: 2.4878058433532715; CER: 0.19201092422008514; WER: 0.5053418874740601; val_loss: 3.304732084274292; val_CER: 0.23076923191547394; val_WER: 0.625
127
+ 2023-11-19 17:56:12,502 - root - INFO - Epoch 126; loss: 2.554635763168335; CER: 0.19227802753448486; WER: 0.5235042572021484; val_loss: 2.9809072017669678; val_CER: 0.21153846383094788; val_WER: 0.5865384340286255
128
+ 2023-11-19 17:56:22,873 - root - INFO - Epoch 127; loss: 2.4301376342773438; CER: 0.1844135820865631; WER: 0.497863233089447; val_loss: 3.0691702365875244; val_CER: 0.22355769574642181; val_WER: 0.625
129
+ 2023-11-19 17:56:38,577 - root - INFO - Epoch 128; loss: 2.328542947769165; CER: 0.18224716186523438; WER: 0.4967948794364929; val_loss: 3.0859215259552; val_CER: 0.22355769574642181; val_WER: 0.625
130
+ 2023-11-19 17:56:53,417 - root - INFO - Epoch 129; loss: 2.3961668014526367; CER: 0.1880045235157013; WER: 0.497863233089447; val_loss: 3.136154890060425; val_CER: 0.23076923191547394; val_WER: 0.5961538553237915
131
+ 2023-11-19 17:57:00,496 - root - INFO - Epoch 130; loss: 2.4273736476898193; CER: 0.18886514008045197; WER: 0.5064102411270142; val_loss: 2.800093650817871; val_CER: 0.21394230425357819; val_WER: 0.6153846383094788
132
+ 2023-11-19 17:57:05,780 - root - INFO - Epoch 131; loss: 2.265817642211914; CER: 0.17479820549488068; WER: 0.4839743673801422; val_loss: 2.8181936740875244; val_CER: 0.23076923191547394; val_WER: 0.6538461446762085
133
+ 2023-11-19 17:57:22,148 - root - INFO - Epoch 132; loss: 2.3883330821990967; CER: 0.18563033640384674; WER: 0.49572649598121643; val_loss: 3.2187459468841553; val_CER: 0.21875; val_WER: 0.6442307829856873
134
+ 2023-11-19 17:57:29,459 - root - INFO - Epoch 133; loss: 2.2145602703094482; CER: 0.17850784957408905; WER: 0.4967948794364929; val_loss: 3.217958450317383; val_CER: 0.22596153616905212; val_WER: 0.6153846383094788
135
+ 2023-11-19 17:57:42,672 - root - INFO - Epoch 134; loss: 2.2171671390533447; CER: 0.1700201779603958; WER: 0.4594016969203949; val_loss: 3.1002981662750244; val_CER: 0.23798076808452606; val_WER: 0.6346153616905212
136
+ 2023-11-19 17:57:54,320 - root - INFO - Epoch 135; loss: 2.279327869415283; CER: 0.17634141445159912; WER: 0.4732905924320221; val_loss: 3.0980417728424072; val_CER: 0.22355769574642181; val_WER: 0.6346153616905212
137
+ 2023-11-19 17:58:01,506 - root - INFO - Epoch 136; loss: 2.2033660411834717; CER: 0.16728989779949188; WER: 0.470085471868515; val_loss: 2.7821450233459473; val_CER: 0.21394230425357819; val_WER: 0.625
138
+ 2023-11-19 17:58:14,769 - root - INFO - Epoch 137; loss: 2.2335045337677; CER: 0.17743946611881256; WER: 0.4871794879436493; val_loss: 3.1508231163024902; val_CER: 0.22836539149284363; val_WER: 0.5769230723381042
139
+ 2023-11-19 17:58:26,538 - root - INFO - Epoch 138; loss: 2.101781129837036; CER: 0.16251187026500702; WER: 0.4444444477558136; val_loss: 3.026384115219116; val_CER: 0.22836539149284363; val_WER: 0.5865384340286255
140
+ 2023-11-19 17:58:37,614 - root - INFO - Epoch 139; loss: 2.247562885284424; CER: 0.1726020872592926; WER: 0.47756409645080566; val_loss: 3.241476535797119; val_CER: 0.2475961595773697; val_WER: 0.682692289352417
141
+ 2023-11-19 17:58:47,620 - root - INFO - Epoch 140; loss: 2.069021224975586; CER: 0.15728870034217834; WER: 0.4433760643005371; val_loss: 3.2276954650878906; val_CER: 0.22355769574642181; val_WER: 0.6153846383094788
142
+ 2023-11-19 17:58:58,876 - root - INFO - Epoch 141; loss: 2.0827133655548096; CER: 0.1616809219121933; WER: 0.4412393271923065; val_loss: 2.991602897644043; val_CER: 0.22836539149284363; val_WER: 0.567307710647583
143
+ 2023-11-19 17:59:10,351 - root - INFO - Epoch 142; loss: 2.0122814178466797; CER: 0.16355057060718536; WER: 0.4722222089767456; val_loss: 3.0884721279144287; val_CER: 0.23798076808452606; val_WER: 0.6538461446762085
144
+ 2023-11-19 17:59:20,623 - root - INFO - Epoch 143; loss: 2.0299735069274902; CER: 0.16052350401878357; WER: 0.4594016969203949; val_loss: 3.405869483947754; val_CER: 0.2524038553237915; val_WER: 0.625
145
+ 2023-11-19 17:59:38,345 - root - INFO - Epoch 144; loss: 2.0364396572113037; CER: 0.15900997817516327; WER: 0.4476495683193207; val_loss: 3.135733127593994; val_CER: 0.21875; val_WER: 0.6057692170143127
146
+ 2023-11-19 17:59:46,666 - root - INFO - Epoch 145; loss: 2.0256521701812744; CER: 0.16286799311637878; WER: 0.4572649598121643; val_loss: 3.0345823764801025; val_CER: 0.2211538404226303; val_WER: 0.6057692170143127
147
+ 2023-11-19 18:00:02,645 - root - INFO - Epoch 146; loss: 1.903959035873413; CER: 0.1463378518819809; WER: 0.4188034236431122; val_loss: 2.9253170490264893; val_CER: 0.2163461595773697; val_WER: 0.5961538553237915
148
+ 2023-11-19 18:00:10,262 - root - INFO - Epoch 147; loss: 1.965085506439209; CER: 0.14805912971496582; WER: 0.4209401607513428; val_loss: 2.952505111694336; val_CER: 0.21153846383094788; val_WER: 0.6057692170143127
149
+ 2023-11-19 18:00:23,047 - root - INFO - Epoch 148; loss: 2.028379201889038; CER: 0.15716999769210815; WER: 0.4326923191547394; val_loss: 3.055935859680176; val_CER: 0.21153846383094788; val_WER: 0.5961538553237915
150
+ 2023-11-19 18:00:34,709 - root - INFO - Epoch 149; loss: 1.782933235168457; CER: 0.1309947818517685; WER: 0.40705129504203796; val_loss: 2.7943997383117676; val_CER: 0.20192307233810425; val_WER: 0.557692289352417
151
+ 2023-11-19 18:00:53,729 - root - INFO - Epoch 150; loss: 1.7896486520767212; CER: 0.14221273362636566; WER: 0.4017094075679779; val_loss: 2.9041097164154053; val_CER: 0.20913460850715637; val_WER: 0.6057692170143127
152
+ 2023-11-19 18:01:01,074 - root - INFO - Epoch 151; loss: 1.7910346984863281; CER: 0.1318850815296173; WER: 0.38141027092933655; val_loss: 2.8289945125579834; val_CER: 0.22836539149284363; val_WER: 0.6538461446762085
153
+ 2023-11-19 18:01:09,740 - root - INFO - Epoch 152; loss: 1.7705204486846924; CER: 0.13393281400203705; WER: 0.4006410241127014; val_loss: 3.037818193435669; val_CER: 0.21875; val_WER: 0.5961538553237915
154
+ 2023-11-19 18:01:19,581 - root - INFO - Epoch 153; loss: 1.574404001235962; CER: 0.11725427210330963; WER: 0.3621794879436493; val_loss: 2.9028165340423584; val_CER: 0.21875; val_WER: 0.5961538553237915
155
+ 2023-11-19 18:01:26,132 - root - INFO - Epoch 154; loss: 1.7467353343963623; CER: 0.13274572789669037; WER: 0.3888888955116272; val_loss: 2.9898886680603027; val_CER: 0.20673076808452606; val_WER: 0.5961538553237915
156
+ 2023-11-19 18:01:35,131 - root - INFO - Epoch 155; loss: 1.7865192890167236; CER: 0.13847340643405914; WER: 0.3910256326198578; val_loss: 3.024303436279297; val_CER: 0.21394230425357819; val_WER: 0.5769230723381042
157
+ 2023-11-19 18:01:47,467 - root - INFO - Epoch 156; loss: 1.627872347831726; CER: 0.1260683834552765; WER: 0.3717948794364929; val_loss: 3.1955959796905518; val_CER: 0.22355769574642181; val_WER: 0.6057692170143127
158
+ 2023-11-19 18:02:00,313 - root - INFO - Epoch 157; loss: 1.7308204174041748; CER: 0.13731598854064941; WER: 0.4027777910232544; val_loss: 2.9894447326660156; val_CER: 0.21394230425357819; val_WER: 0.5865384340286255
159
+ 2023-11-19 18:02:10,588 - root - INFO - Epoch 158; loss: 1.6859278678894043; CER: 0.13057929277420044; WER: 0.3867521286010742; val_loss: 2.9612486362457275; val_CER: 0.20673076808452606; val_WER: 0.5769230723381042
160
+ 2023-11-19 18:02:26,630 - root - INFO - Epoch 159; loss: 1.7855161428451538; CER: 0.13719730079174042; WER: 0.3910256326198578; val_loss: 2.991370916366577; val_CER: 0.21875; val_WER: 0.6153846383094788
161
+ 2023-11-19 18:02:41,034 - root - INFO - Epoch 160; loss: 1.7432142496109009; CER: 0.1392747014760971; WER: 0.3910256326198578; val_loss: 3.0284645557403564; val_CER: 0.21394230425357819; val_WER: 0.5961538553237915
162
+ 2023-11-19 18:02:53,003 - root - INFO - Epoch 161; loss: 1.7139983177185059; CER: 0.13051994144916534; WER: 0.37072649598121643; val_loss: 2.6239566802978516; val_CER: 0.21153846383094788; val_WER: 0.625
163
+ 2023-11-19 18:03:00,240 - root - INFO - Epoch 162; loss: 1.650408387184143; CER: 0.12909545004367828; WER: 0.3867521286010742; val_loss: 2.799203634262085; val_CER: 0.19711539149284363; val_WER: 0.567307710647583
164
+ 2023-11-19 18:03:13,364 - root - INFO - Epoch 163; loss: 1.4763299226760864; CER: 0.11084401607513428; WER: 0.3354700803756714; val_loss: 3.0276389122009277; val_CER: 0.21153846383094788; val_WER: 0.557692289352417
165
+ 2023-11-19 18:03:25,215 - root - INFO - Epoch 164; loss: 1.551740050315857; CER: 0.12019230425357819; WER: 0.35576921701431274; val_loss: 2.8680458068847656; val_CER: 0.21394230425357819; val_WER: 0.6057692170143127
166
+ 2023-11-19 18:03:32,332 - root - INFO - Epoch 165; loss: 1.6105761528015137; CER: 0.12974832952022552; WER: 0.3643162250518799; val_loss: 3.0542056560516357; val_CER: 0.20673076808452606; val_WER: 0.6057692170143127
167
+ 2023-11-19 18:03:45,604 - root - INFO - Epoch 166; loss: 1.5102471113204956; CER: 0.11550332605838776; WER: 0.3493589758872986; val_loss: 3.0129048824310303; val_CER: 0.2163461595773697; val_WER: 0.5865384340286255
168
+ 2023-11-19 18:03:57,530 - root - INFO - Epoch 167; loss: 1.4693188667297363; CER: 0.1121201291680336; WER: 0.34081196784973145; val_loss: 3.058055877685547; val_CER: 0.21875; val_WER: 0.5865384340286255
169
+ 2023-11-19 18:04:16,134 - root - INFO - Epoch 168; loss: 1.3922932147979736; CER: 0.1037215068936348; WER: 0.32371795177459717; val_loss: 2.6560208797454834; val_CER: 0.20913460850715637; val_WER: 0.5769230723381042
170
+ 2023-11-19 18:04:28,406 - root - INFO - Epoch 169; loss: 1.366182565689087; CER: 0.10576923191547394; WER: 0.3226495683193207; val_loss: 3.2295570373535156; val_CER: 0.23798076808452606; val_WER: 0.6346153616905212
171
+ 2023-11-19 18:04:46,705 - root - INFO - Epoch 170; loss: 1.516525387763977; CER: 0.12084520608186722; WER: 0.3643162250518799; val_loss: 2.9267873764038086; val_CER: 0.2163461595773697; val_WER: 0.5961538553237915
172
+ 2023-11-19 18:04:47,934 - tf2onnx.tf_loader - WARNING - Could not search for non-variable resources. Concrete function internal representation may have changed.
173
+ 2023-11-19 18:04:48,956 - tf2onnx.tfonnx - INFO - Using tensorflow=2.14.0, onnx=1.14.0, tf2onnx=1.15.1/37820d
174
+ 2023-11-19 18:04:48,956 - tf2onnx.tfonnx - INFO - Using opset <onnx, 15>
175
+ 2023-11-19 18:04:49,085 - tf2onnx.tf_utils - INFO - Computed 0 values for constant folding
176
+ 2023-11-19 18:04:49,089 - tf2onnx.tf_utils - INFO - Computed 0 values for constant folding
177
+ 2023-11-19 18:04:49,098 - tf2onnx.tf_utils - INFO - Computed 0 values for constant folding
178
+ 2023-11-19 18:04:49,107 - tf2onnx.tf_utils - INFO - Computed 0 values for constant folding
179
+ 2023-11-19 18:04:49,170 - tf2onnx.tf_utils - INFO - Computed 2 values for constant folding
180
+ 2023-11-19 18:04:49,277 - tf2onnx.tfonnx - INFO - folding node using tf type=StridedSlice, name=model/bidirectional/forward_lstm/PartitionedCall/strided_slice
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+ 2023-11-19 18:04:49,278 - tf2onnx.tfonnx - INFO - folding node using tf type=StridedSlice, name=model/bidirectional/backward_lstm/PartitionedCall/strided_slice
182
+ 2023-11-19 18:04:49,548 - tf2onnx.optimizer - INFO - Optimizing ONNX model
183
+ 2023-11-19 18:04:50,331 - tf2onnx.optimizer - INFO - After optimization: BatchNormalization -18 (18->0), Cast -4 (11->7), Concat -4 (10->6), Const -128 (194->66), Expand -3 (4->1), Gather +2 (2->4), Identity -2 (2->0), Shape -1 (4->3), Slice -1 (5->4), Squeeze -3 (5->2), Transpose -83 (87->4), Unsqueeze -14 (17->3)
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923
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924
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931
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937
+ D:/freelanceopencv/database/downloaded_images/CIQE.png,CIQE
val.csv ADDED
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92
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104
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105
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