End of training
Browse files- README.md +13 -327
- config.json +2 -2
- model.safetensors +2 -2
- training_args.bin +0 -0
README.md
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@@ -14,12 +14,12 @@ should probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Mean Iou: 0.
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- Mean Accuracy: 0.
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- Overall Accuracy: 0.
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- Per Category Iou: [0.
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- Per Category Accuracy: [0.
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.
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- train_batch_size:
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- eval_batch_size:
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs:
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step
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| 0.
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| 0.052 | 2.0 | 704 | 0.0499 | 0.9282 | 0.9631 | 0.9680 | [0.9430669027110099, 0.8801784722618318, 0.9613358776892847] | [0.9630593536856985, 0.9444098371778377, 0.9818073411222522] |
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| 56 |
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| 0.0488 | 3.0 | 1056 | 0.0453 | 0.9315 | 0.9618 | 0.9703 | [0.953449103961366, 0.8766389902216705, 0.964312292492213] | [0.9822345269106645, 0.9182710100244195, 0.9850439369444719] |
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| 57 |
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| 0.0457 | 4.0 | 1408 | 0.0430 | 0.9347 | 0.9653 | 0.9711 | [0.9547251593930618, 0.8872504099693002, 0.9621279576857122] | [0.981451594255475, 0.9339003193132994, 0.9804497457013237] |
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| 58 |
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| 0.044 | 5.0 | 1760 | 0.0419 | 0.9346 | 0.9640 | 0.9715 | [0.9500038668131447, 0.8870091220790708, 0.9667657572450413] | [0.9738080819733246, 0.9299364510764445, 0.9881501508970425] |
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| 59 |
-
| 0.0426 | 6.0 | 2112 | 0.0392 | 0.9378 | 0.9659 | 0.9728 | [0.9537134122573154, 0.8931335188758484, 0.9666424009563487] | [0.9780859402398596, 0.9328554565868141, 0.9867028123953775] |
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| 60 |
-
| 0.0412 | 7.0 | 2464 | 0.0376 | 0.9380 | 0.9656 | 0.9731 | [0.9541573566284032, 0.8921172916752295, 0.9677870159573715] | [0.9762563482848872, 0.9312171201367638, 0.9892041694461188] |
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| 61 |
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| 0.0399 | 8.0 | 2816 | 0.0352 | 0.9405 | 0.9670 | 0.9741 | [0.9565968182410556, 0.8963509499561875, 0.9684273070635014] | [0.9795307041557292, 0.9333715393563846, 0.9882470076251869] |
|
| 62 |
-
| 0.0397 | 9.0 | 3168 | 0.0343 | 0.9411 | 0.9674 | 0.9745 | [0.9566049968085705, 0.8972124887326848, 0.9696086134418674] | [0.9808800719799866, 0.9332451564248062, 0.9882099519095998] |
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| 63 |
-
| 0.0374 | 10.0 | 3520 | 0.0339 | 0.9422 | 0.9684 | 0.9746 | [0.955939256305487, 0.9019521839390834, 0.9686108494308517] | [0.9767432588774503, 0.9402605920021675, 0.9882792902846105] |
|
| 64 |
-
| 0.0366 | 11.0 | 3872 | 0.0327 | 0.9435 | 0.9694 | 0.9752 | [0.9570117398574398, 0.9045573051820893, 0.9689015424391657] | [0.9778475656268844, 0.943050599279792, 0.9874373686766986] |
|
| 65 |
-
| 0.0365 | 12.0 | 4224 | 0.0304 | 0.9456 | 0.9705 | 0.9762 | [0.9593151916396371, 0.9077780329042383, 0.9697767915554025] | [0.9820749189467223, 0.9426392084134199, 0.9868023334600972] |
|
| 66 |
-
| 0.0356 | 13.0 | 4576 | 0.0315 | 0.9446 | 0.9704 | 0.9756 | [0.9584692758168323, 0.9070888815736821, 0.9683630180897516] | [0.9805713321513091, 0.9450316899136828, 0.9855435547390465] |
|
| 67 |
-
| 0.034 | 14.0 | 4928 | 0.0294 | 0.9459 | 0.9699 | 0.9765 | [0.961514077173517, 0.9056944061402579, 0.9705620887334991] | [0.9852243709394678, 0.9364901163027424, 0.9881151164023056] |
|
| 68 |
-
| 0.0339 | 15.0 | 5280 | 0.0297 | 0.9462 | 0.9709 | 0.9764 | [0.9592282753750305, 0.9096174406748266, 0.9698561605607876] | [0.9806242650351614, 0.945004518731331, 0.9871874547809256] |
|
| 69 |
-
| 0.0327 | 16.0 | 5632 | 0.0284 | 0.9467 | 0.9702 | 0.9769 | [0.961066474115341, 0.9072720857440487, 0.9718466099430504] | [0.9844137867777882, 0.9369313235988297, 0.9893614221782395] |
|
| 70 |
-
| 0.0323 | 17.0 | 5984 | 0.0294 | 0.9454 | 0.9695 | 0.9764 | [0.9614382408182697, 0.903747211884715, 0.9708664042773006] | [0.9856719463808706, 0.9345746477675954, 0.9883289808179798] |
|
| 71 |
-
| 0.0312 | 18.0 | 6336 | 0.0266 | 0.9485 | 0.9718 | 0.9775 | [0.9609566798567496, 0.9123443313170037, 0.972122044128545] | [0.9825414939598319, 0.9439674220518222, 0.9888012202574016] |
|
| 72 |
-
| 0.0312 | 19.0 | 6688 | 0.0266 | 0.9481 | 0.9712 | 0.9774 | [0.960273137359181, 0.9119066677646527, 0.9722204414398734] | [0.9823750518024158, 0.941565188073544, 0.9897025491335493] |
|
| 73 |
-
| 0.03 | 20.0 | 7040 | 0.0266 | 0.9491 | 0.9725 | 0.9776 | [0.9616716210542763, 0.9147320690890061, 0.9708895502914158] | [0.98292805623976, 0.9475692607363129, 0.9871109371344535] |
|
| 74 |
-
| 0.0299 | 21.0 | 7392 | 0.0248 | 0.9510 | 0.9740 | 0.9782 | [0.9618398531845999, 0.9198273760808442, 0.9712006272659158] | [0.9829811111627815, 0.9531491654888412, 0.9860193247525508] |
|
| 75 |
-
| 0.0287 | 22.0 | 7744 | 0.0246 | 0.9509 | 0.9737 | 0.9783 | [0.9634589059260795, 0.918260849746168, 0.9709941652471877] | [0.9854031069374001, 0.949917122403691, 0.9859091463415302] |
|
| 76 |
-
| 0.029 | 23.0 | 8096 | 0.0252 | 0.9485 | 0.9715 | 0.9776 | [0.9606502848359683, 0.9120306682863375, 0.9727933755014834] | [0.9832888040238498, 0.9415322272931892, 0.9895519900548935] |
|
| 77 |
-
| 0.0286 | 24.0 | 8448 | 0.0246 | 0.9500 | 0.9724 | 0.9783 | [0.961703407058594, 0.914573501407718, 0.9737351474670314] | [0.9833812197904883, 0.9437522087191605, 0.9899664234529868] |
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| 78 |
-
| 0.0274 | 25.0 | 8800 | 0.0250 | 0.9500 | 0.9725 | 0.9781 | [0.9622940052960167, 0.9157011873960319, 0.972101806074519] | [0.9833660740872819, 0.9449841253714688, 0.9890632221038437] |
|
| 79 |
-
| 0.0277 | 26.0 | 9152 | 0.0238 | 0.9500 | 0.9720 | 0.9783 | [0.9623378671249195, 0.9141331160790755, 0.9734875618526833] | [0.9836308669688271, 0.9413641991842516, 0.9908679185767367] |
|
| 80 |
-
| 0.0267 | 27.0 | 9504 | 0.0230 | 0.9517 | 0.9737 | 0.9788 | [0.9635129114810592, 0.9190344392748689, 0.9725619212192286] | [0.9855101609812258, 0.9479489385805205, 0.9877383730856506] |
|
| 81 |
-
| 0.0264 | 28.0 | 9856 | 0.0213 | 0.9534 | 0.9745 | 0.9796 | [0.9642901671018563, 0.9217477809026264, 0.9740252858239749] | [0.985007404566012, 0.9492532751181934, 0.9891810522795117] |
|
| 82 |
-
| 0.0257 | 29.0 | 10208 | 0.0215 | 0.9531 | 0.9745 | 0.9794 | [0.9643192288198602, 0.9216543948256911, 0.9733730221025328] | [0.984896612269741, 0.9499907800651803, 0.9885765584974454] |
|
| 83 |
-
| 0.026 | 30.0 | 10560 | 0.0216 | 0.9525 | 0.9738 | 0.9794 | [0.9649830748860103, 0.9185707354671911, 0.9740545404827646] | [0.9863800176404407, 0.9454928513587493, 0.9894314955426502] |
|
| 84 |
-
| 0.0249 | 31.0 | 10912 | 0.0209 | 0.9531 | 0.9748 | 0.9794 | [0.964289840476388, 0.9220795873449916, 0.9730775615898373] | [0.984869538843526, 0.951826362129952, 0.9877082297703738] |
|
| 85 |
-
| 0.0244 | 32.0 | 11264 | 0.0209 | 0.9534 | 0.9743 | 0.9796 | [0.9649338152113025, 0.9214550923931896, 0.9737828755149187] | [0.9849819304952246, 0.9480547784212539, 0.9897723818764301] |
|
| 86 |
-
| 0.024 | 33.0 | 11616 | 0.0234 | 0.9508 | 0.9727 | 0.9786 | [0.9637369136709081, 0.9156739649704407, 0.9730658470201053] | [0.9854751293165576, 0.9431021566482148, 0.9894751136635951] |
|
| 87 |
-
| 0.0237 | 34.0 | 11968 | 0.0212 | 0.9534 | 0.9747 | 0.9795 | [0.9629370270477948, 0.9235032106449025, 0.9736790846268644] | [0.9830448926864623, 0.9521771219303414, 0.9889713746784559] |
|
| 88 |
-
| 0.0237 | 35.0 | 12320 | 0.0186 | 0.9552 | 0.9757 | 0.9803 | [0.9649037070605616, 0.9262802467728555, 0.9745145823214616] | [0.9850909050501864, 0.9528714943722063, 0.9890563228283442] |
|
| 89 |
-
| 0.0234 | 36.0 | 12672 | 0.0187 | 0.9554 | 0.9757 | 0.9804 | [0.9644296990418132, 0.926974158741407, 0.9749405031529594] | [0.9837908731658477, 0.9535642297553255, 0.9898519007296191] |
|
| 90 |
-
| 0.023 | 37.0 | 13024 | 0.0183 | 0.9550 | 0.9748 | 0.9805 | [0.9660113617252644, 0.9226691873625954, 0.9761879390683805] | [0.9868548527783694, 0.9465804073794736, 0.9910682556875] |
|
| 91 |
-
| 0.0226 | 38.0 | 13376 | 0.0189 | 0.9547 | 0.9752 | 0.9802 | [0.9642261257890125, 0.9245497396800865, 0.9753542839937006] | [0.9841908597543852, 0.9512288656339813, 0.990186377780833] |
|
| 92 |
-
| 0.0224 | 39.0 | 13728 | 0.0179 | 0.9556 | 0.9754 | 0.9806 | [0.9665344444851999, 0.9253017065628618, 0.9748524370131709] | [0.986911671646293, 0.9495758555476133, 0.9898117431837663] |
|
| 93 |
-
| 0.022 | 40.0 | 14080 | 0.0171 | 0.9564 | 0.9760 | 0.9809 | [0.9658201429188099, 0.9276566487468222, 0.9756862465381244] | [0.9852416876552628, 0.9523978653273024, 0.9904242168507476] |
|
| 94 |
-
| 0.0221 | 41.0 | 14432 | 0.0191 | 0.9546 | 0.9754 | 0.9800 | [0.9660960858693682, 0.924062423157724, 0.9735789446314386] | [0.9872975980379185, 0.9513822101245355, 0.987626252202644] |
|
| 95 |
-
| 0.0216 | 42.0 | 14784 | 0.0183 | 0.9548 | 0.9748 | 0.9803 | [0.9653188478612599, 0.9237214273827362, 0.975256214165469] | [0.9856971827964338, 0.9481229958570335, 0.9906932404709226] |
|
| 96 |
-
| 0.0214 | 43.0 | 15136 | 0.0185 | 0.9558 | 0.9763 | 0.9803 | [0.9646053566702142, 0.9291011075689167, 0.9736237697320462] | [0.9839306272838988, 0.9567810302264231, 0.9882063775861483] |
|
| 97 |
-
| 0.0208 | 44.0 | 15488 | 0.0170 | 0.9564 | 0.9765 | 0.9807 | [0.9660851400572426, 0.9288138569982264, 0.9742506768688803] | [0.9863965507363073, 0.9549740168331763, 0.9881097658544705] |
|
| 98 |
-
| 0.0208 | 45.0 | 15840 | 0.0190 | 0.9550 | 0.9758 | 0.9801 | [0.9643671356193223, 0.9265326642444719, 0.9740226447437921] | [0.9840180715601718, 0.9546736764457402, 0.9885971688252059] |
|
| 99 |
-
| 0.0205 | 46.0 | 16192 | 0.0171 | 0.9559 | 0.9756 | 0.9808 | [0.9667639653315203, 0.925248210319059, 0.9755854267839571] | [0.9865137725698597, 0.9501294808656132, 0.9902801020541532] |
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| 100 |
-
| 0.0205 | 47.0 | 16544 | 0.0158 | 0.9579 | 0.9773 | 0.9813 | [0.9645535505846909, 0.9333294907579892, 0.9757777577238509] | [0.9835411232176822, 0.9586711942254709, 0.9897236888286751] |
|
| 101 |
-
| 0.0201 | 48.0 | 16896 | 0.0153 | 0.9577 | 0.9768 | 0.9814 | [0.9670873786432218, 0.9297842164055506, 0.976078897838863] | [0.9866090273529602, 0.9535205781827963, 0.9901440590161489] |
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| 102 |
-
| 0.0195 | 49.0 | 17248 | 0.0159 | 0.9571 | 0.9768 | 0.9811 | [0.9652738400945285, 0.9306146225796662, 0.9754208426161499] | [0.9846162047976552, 0.9560996045235407, 0.9895662392243937] |
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| 103 |
-
| 0.0196 | 50.0 | 17600 | 0.0157 | 0.9583 | 0.9779 | 0.9813 | [0.9664784190387096, 0.9341373861236283, 0.9741582318449101] | [0.9853517798320895, 0.9608143237289859, 0.9875683761623251] |
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| 104 |
-
| 0.0194 | 51.0 | 17952 | 0.0155 | 0.9575 | 0.9769 | 0.9812 | [0.9663022920861278, 0.9310911747647136, 0.9751875594085161] | [0.9858903065701007, 0.9557378943972733, 0.9892157586539807] |
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| 105 |
-
| 0.0195 | 52.0 | 18304 | 0.0151 | 0.9585 | 0.9780 | 0.9814 | [0.9658730023387115, 0.9350377948744926, 0.9746268444052103] | [0.9844348481691427, 0.9614784704764491, 0.9881384698155057] |
|
| 106 |
-
| 0.019 | 53.0 | 18656 | 0.0142 | 0.9586 | 0.9775 | 0.9818 | [0.9675334841061519, 0.9325031955796975, 0.9758869269595766] | [0.9868149395469341, 0.9563316076904109, 0.9894491309133151] |
|
| 107 |
-
| 0.0188 | 54.0 | 19008 | 0.0149 | 0.9580 | 0.9772 | 0.9815 | [0.9676278482372676, 0.9308543418214338, 0.9755809358867298] | [0.9869893463659176, 0.9552355868781237, 0.9893051386149541] |
|
| 108 |
-
| 0.0183 | 55.0 | 19360 | 0.0141 | 0.9586 | 0.9774 | 0.9817 | [0.9671253742842728, 0.9324586735082203, 0.9761081052936025] | [0.9863015914164586, 0.955956282026771, 0.9899269002729851] |
|
| 109 |
-
| 0.0183 | 56.0 | 19712 | 0.0144 | 0.9588 | 0.9776 | 0.9818 | [0.9677216823711627, 0.9328019868916115, 0.9758339407150536] | [0.9870271207003353, 0.9563849718126933, 0.9893907036309461] |
|
| 110 |
-
| 0.018 | 57.0 | 20064 | 0.0142 | 0.9586 | 0.9773 | 0.9818 | [0.9672121302778494, 0.9323903018666885, 0.9762658650341932] | [0.9860894937635415, 0.9553224607943646, 0.9904519145762944] |
|
| 111 |
-
| 0.0177 | 58.0 | 20416 | 0.0132 | 0.9597 | 0.9782 | 0.9822 | [0.9680090560813005, 0.9349069440712837, 0.9761509627750593] | [0.9867711917163409, 0.9581497710508461, 0.9895393158626791] |
|
| 112 |
-
| 0.0175 | 59.0 | 20768 | 0.0132 | 0.9588 | 0.9772 | 0.9820 | [0.9683216028914681, 0.931057835776856, 0.9770980366666943] | [0.9874716387393945, 0.9532012119784746, 0.9909617653482904] |
|
| 113 |
-
| 0.0175 | 60.0 | 21120 | 0.0124 | 0.9599 | 0.9781 | 0.9823 | [0.9680136375269093, 0.9351491975741347, 0.9766014536314545] | [0.9869492725566281, 0.957318374795556, 0.9900801849373329] |
|
| 114 |
-
| 0.017 | 61.0 | 21472 | 0.0121 | 0.9602 | 0.9783 | 0.9824 | [0.9679120923798762, 0.9360219295069984, 0.9766570042482968] | [0.9866018912731204, 0.9584182486851349, 0.990024426366476] |
|
| 115 |
-
| 0.0167 | 62.0 | 21824 | 0.0130 | 0.9590 | 0.9773 | 0.9821 | [0.9677164738058338, 0.9319284013652213, 0.9773329250765005] | [0.9866856229894047, 0.9539006353454939, 0.9912987054889818] |
|
| 116 |
-
| 0.0174 | 63.0 | 22176 | 0.0139 | 0.9588 | 0.9775 | 0.9818 | [0.9660888399454685, 0.9338889021926787, 0.9764600105608298] | [0.9847487136429257, 0.9572519940598325, 0.9905616992429938] |
|
| 117 |
-
| 0.0168 | 64.0 | 22528 | 0.0133 | 0.9585 | 0.9769 | 0.9819 | [0.9676260793856721, 0.9304399257441481, 0.9774623614581884] | [0.9869704752564942, 0.952387653674273, 0.991463321239914] |
|
| 118 |
-
| 0.0166 | 65.0 | 22880 | 0.0126 | 0.9595 | 0.9778 | 0.9821 | [0.9684746560810045, 0.9335817649224134, 0.9763315448056561] | [0.9880540803089672, 0.9555713136878364, 0.9897607445442623] |
|
| 119 |
-
| 0.0163 | 66.0 | 23232 | 0.0130 | 0.9595 | 0.9780 | 0.9821 | [0.9671221684509181, 0.935190498415007, 0.9762790247827655] | [0.9862083856067775, 0.9581451793007058, 0.9897449772716559] |
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| 120 |
-
| 0.016 | 67.0 | 23584 | 0.0137 | 0.9596 | 0.9785 | 0.9819 | [0.9680603641894497, 0.9361834521336116, 0.9745356070208416] | [0.9870496851004048, 0.9609509881880521, 0.9875869258948031] |
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| 121 |
-
| 0.0159 | 68.0 | 23936 | 0.0122 | 0.9604 | 0.9786 | 0.9824 | [0.9673782266523511, 0.9372120904824456, 0.9764608038345906] | [0.9860664283605669, 0.9598870197881572, 0.9897251325578539] |
|
| 122 |
-
| 0.0157 | 69.0 | 24288 | 0.0133 | 0.9586 | 0.9771 | 0.9819 | [0.968169897349267, 0.9307642703779867, 0.9769412404115317] | [0.9872153821765776, 0.9530108739530947, 0.9910184645305818] |
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| 123 |
-
| 0.0157 | 70.0 | 24640 | 0.0125 | 0.9595 | 0.9780 | 0.9821 | [0.9666462777581287, 0.9353013278155343, 0.9766425210285774] | [0.98539388976857, 0.9582351177110621, 0.9903061241788653] |
|
| 124 |
-
| 0.0155 | 71.0 | 24992 | 0.0123 | 0.9600 | 0.9783 | 0.9823 | [0.9682411648177232, 0.9355676231438486, 0.9761123816536061] | [0.9868975279488966, 0.9585946916753078, 0.9894727424477925] |
|
| 125 |
-
| 0.0152 | 72.0 | 25344 | 0.0123 | 0.9597 | 0.9779 | 0.9822 | [0.967389387380893, 0.9345343502304305, 0.9770952592009291] | [0.9859838977666319, 0.9567330664015883, 0.9908893601425092] |
|
| 126 |
-
| 0.0152 | 73.0 | 25696 | 0.0119 | 0.9607 | 0.9789 | 0.9824 | [0.9677420092791087, 0.938632485640461, 0.9757010834868244] | [0.9863290630757519, 0.9614786401715629, 0.9889085768341185] |
|
| 127 |
-
| 0.015 | 74.0 | 26048 | 0.0117 | 0.9598 | 0.9779 | 0.9824 | [0.968465877805597, 0.9338438271855332, 0.9770981759534931] | [0.9874453810486787, 0.9555240186613916, 0.9906506198355921] |
|
| 128 |
-
| 0.0151 | 75.0 | 26400 | 0.0116 | 0.9604 | 0.9786 | 0.9824 | [0.9673483069331704, 0.937132260663234, 0.9766997074858959] | [0.9861755827627253, 0.959728953780611, 0.9898141756486856] |
|
| 129 |
-
| 0.0147 | 76.0 | 26752 | 0.0109 | 0.9604 | 0.9781 | 0.9827 | [0.968377930662014, 0.9349438742051353, 0.977889910221041] | [0.9871760020636181, 0.9557899907972344, 0.9913512703558979] |
|
| 130 |
-
| 0.0147 | 77.0 | 27104 | 0.0107 | 0.9610 | 0.9787 | 0.9827 | [0.9676045435398092, 0.9379590626395945, 0.9773535490897072] | [0.9861769123473579, 0.9595375576562857, 0.9905204873373467] |
|
| 131 |
-
| 0.0147 | 78.0 | 27456 | 0.0109 | 0.9607 | 0.9785 | 0.9827 | [0.9675420621658862, 0.937052520179842, 0.9775402479155962] | [0.9860649253518518, 0.9584833417344061, 0.9909284020794512] |
|
| 132 |
-
| 0.0144 | 79.0 | 27808 | 0.0099 | 0.9616 | 0.9791 | 0.9830 | [0.9686183392135557, 0.9389800190846319, 0.977233071133862] | [0.9870018136305163, 0.960131799998896, 0.9902285871720944] |
|
| 133 |
-
| 0.0144 | 80.0 | 28160 | 0.0109 | 0.9606 | 0.9784 | 0.9826 | [0.9684342650635493, 0.9360138793795462, 0.9772035471870419] | [0.987125998119826, 0.9574213298193535, 0.9905757777899546] |
|
| 134 |
-
| 0.0142 | 81.0 | 28512 | 0.0102 | 0.9613 | 0.9790 | 0.9828 | [0.9683882434439005, 0.9384756522388533, 0.9769065920743808] | [0.9868779374506865, 0.960232359326968, 0.9899004975287622] |
|
| 135 |
-
| 0.0141 | 82.0 | 28864 | 0.0100 | 0.9616 | 0.9791 | 0.9830 | [0.9684783289058841, 0.939183296716985, 0.9771730382497906] | [0.9868613979317059, 0.9603580035856977, 0.9901910764630691] |
|
| 136 |
-
| 0.0138 | 83.0 | 29216 | 0.0104 | 0.9606 | 0.9783 | 0.9827 | [0.9686997719596053, 0.9354957917401124, 0.9776561163967965] | [0.9876085345716412, 0.9564242412584582, 0.9908958437990028] |
|
| 137 |
-
| 0.0135 | 84.0 | 29568 | 0.0101 | 0.9612 | 0.9787 | 0.9829 | [0.9678927036048559, 0.9379129516154858, 0.9778793450832483] | [0.9861143447922547, 0.9588988751579699, 0.9912099817685441] |
|
| 138 |
-
| 0.0135 | 85.0 | 29920 | 0.0099 | 0.9608 | 0.9783 | 0.9829 | [0.9684577455610965, 0.9355572265293934, 0.9784200099842003] | [0.9870779853414258, 0.956050592581826, 0.9917467165278225] |
|
| 139 |
-
| 0.0134 | 86.0 | 30272 | 0.0100 | 0.9611 | 0.9787 | 0.9828 | [0.9678719038132694, 0.9379307158164696, 0.9775827299037122] | [0.9860813042929782, 0.9590109238434582, 0.9910272319041399] |
|
| 140 |
-
| 0.0132 | 87.0 | 30624 | 0.0093 | 0.9617 | 0.9791 | 0.9831 | [0.9692060944643499, 0.938752211598229, 0.9772728636671111] | [0.9876807753366804, 0.9593933966660121, 0.9902691953364485] |
|
| 141 |
-
| 0.0134 | 88.0 | 30976 | 0.0098 | 0.9608 | 0.9783 | 0.9828 | [0.968521590321924, 0.935509442537797, 0.9783158117150994] | [0.9870754610575581, 0.9559327143700728, 0.9917592332223084] |
|
| 142 |
-
| 0.0131 | 89.0 | 31328 | 0.0094 | 0.9616 | 0.9790 | 0.9830 | [0.9683323922709431, 0.9386912444664597, 0.9778401965998178] | [0.9867378686000412, 0.9594374674852932, 0.9908615442936659] |
|
| 143 |
-
| 0.0133 | 90.0 | 31680 | 0.0093 | 0.9618 | 0.9794 | 0.9830 | [0.9685721271541927, 0.9399669477604257, 0.9770030504114386] | [0.9868089917432152, 0.9615353482857953, 0.989831369150723] |
|
| 144 |
-
| 0.0129 | 91.0 | 32032 | 0.0090 | 0.9620 | 0.9792 | 0.9832 | [0.9685506249058882, 0.9395979835193616, 0.9777488390342075] | [0.9867994148799918, 0.9600133827556044, 0.9908060525939603] |
|
| 145 |
-
| 0.0128 | 92.0 | 32384 | 0.0090 | 0.9615 | 0.9787 | 0.9831 | [0.9692000846707683, 0.9370108923943841, 0.9784274010019354] | [0.9877133597948509, 0.9569143307294083, 0.9915352277028879] |
|
| 146 |
-
| 0.0127 | 93.0 | 32736 | 0.0092 | 0.9620 | 0.9794 | 0.9831 | [0.9683955205327279, 0.9404479686909265, 0.9771377511154905] | [0.9868791706886066, 0.9612816640726106, 0.990016538355236] |
|
| 147 |
-
| 0.0123 | 94.0 | 33088 | 0.0091 | 0.9621 | 0.9793 | 0.9831 | [0.9688481716405478, 0.9399854970444439, 0.9773330202405974] | [0.987063051600987, 0.9606618876063943, 0.9903192358647702] |
|
| 148 |
-
| 0.0124 | 95.0 | 33440 | 0.0086 | 0.9620 | 0.9792 | 0.9832 | [0.9689957190666899, 0.9393852343470508, 0.977722324328078] | [0.9873208111725189, 0.9597452345294779, 0.9906631102804564] |
|
| 149 |
-
| 0.012 | 96.0 | 33792 | 0.0090 | 0.9617 | 0.9791 | 0.9831 | [0.9690046777493537, 0.9386421031971922, 0.9775961416648508] | [0.9873755489514523, 0.9592206769862791, 0.9906236614743822] |
|
| 150 |
-
| 0.0122 | 97.0 | 34144 | 0.0091 | 0.9615 | 0.9787 | 0.9831 | [0.9688613136210555, 0.9370841188910866, 0.9784120497405594] | [0.9871718720012086, 0.9570510550808679, 0.9917340292107975] |
|
| 151 |
-
| 0.012 | 98.0 | 34496 | 0.0083 | 0.9623 | 0.9795 | 0.9833 | [0.9691464304311502, 0.940080437500119, 0.9777424803179304] | [0.987400457788193, 0.9604609386453641, 0.9905159724024605] |
|
| 152 |
-
| 0.0121 | 99.0 | 34848 | 0.0086 | 0.9619 | 0.9792 | 0.9831 | [0.9684940885630374, 0.9392863710506147, 0.9779183978047583] | [0.9868227950155606, 0.9598613958259614, 0.9908514381894149] |
|
| 153 |
-
| 0.0118 | 100.0 | 35200 | 0.0095 | 0.9613 | 0.9787 | 0.9830 | [0.9684140767541876, 0.9374964635920342, 0.9780161975043896] | [0.9867868384224523, 0.9582662717375573, 0.9911893801906576] |
|
| 154 |
-
| 0.0119 | 101.0 | 35552 | 0.0087 | 0.9620 | 0.9793 | 0.9832 | [0.9687131263144688, 0.9395663375363307, 0.9776647986852028] | [0.9871959008713083, 0.960046203787042, 0.9905270847421997] |
|
| 155 |
-
| 0.0117 | 102.0 | 35904 | 0.0084 | 0.9621 | 0.9792 | 0.9833 | [0.9685459461301534, 0.9393686305621848, 0.9783524768415386] | [0.9868766977896523, 0.9595528302165348, 0.9912126986043623] |
|
| 156 |
-
| 0.0117 | 103.0 | 36256 | 0.0085 | 0.9623 | 0.9795 | 0.9832 | [0.9691047958145299, 0.9404290489049888, 0.9773897411784986] | [0.9872548650593637, 0.9610922344151932, 0.9902199772962649] |
|
| 157 |
-
| 0.012 | 104.0 | 36608 | 0.0086 | 0.9621 | 0.9794 | 0.9832 | [0.9692255966108904, 0.9396242445506845, 0.9775029237235375] | [0.9875865803674175, 0.9602260107332958, 0.9902915468890973] |
|
| 158 |
-
| 0.0114 | 105.0 | 36960 | 0.0083 | 0.9621 | 0.9793 | 0.9832 | [0.9691686270257294, 0.9394384533391295, 0.9776530137470643] | [0.9875027908431057, 0.9597009740509519, 0.9905966462389926] |
|
| 159 |
-
| 0.0113 | 106.0 | 37312 | 0.0080 | 0.9624 | 0.9796 | 0.9833 | [0.9692597294546763, 0.9405387708802112, 0.9774592687441145] | [0.9874833866152064, 0.9611422245993291, 0.9901575906959967] |
|
| 160 |
-
| 0.0112 | 107.0 | 37664 | 0.0082 | 0.9615 | 0.9786 | 0.9832 | [0.9697125971312633, 0.9358941621978223, 0.9789784557272969] | [0.9883004516990807, 0.9554407382887388, 0.991993751715112] |
|
| 161 |
-
| 0.0112 | 108.0 | 38016 | 0.0083 | 0.9619 | 0.9790 | 0.9833 | [0.968927208564365, 0.9383438089393963, 0.9785196941982434] | [0.9871452610392136, 0.9582537642094578, 0.9915893981716483] |
|
| 162 |
-
| 0.011 | 109.0 | 38368 | 0.0084 | 0.9616 | 0.9788 | 0.9831 | [0.9687016543819621, 0.9380101234822472, 0.9782261681949402] | [0.9868917535692603, 0.958111050618685, 0.9915178373286898] |
|
| 163 |
-
| 0.011 | 110.0 | 38720 | 0.0078 | 0.9625 | 0.9796 | 0.9834 | [0.9691964097158146, 0.9407752196436766, 0.9776642554117545] | [0.9873672502879483, 0.9610483732192882, 0.9904172257015731] |
|
| 164 |
-
| 0.0107 | 111.0 | 39072 | 0.0078 | 0.9627 | 0.9797 | 0.9834 | [0.9689566121151635, 0.9414799044628431, 0.9777086924696335] | [0.9869869312749907, 0.9615471670513738, 0.9905581249195422] |
|
| 165 |
-
| 0.0107 | 112.0 | 39424 | 0.0091 | 0.9614 | 0.9787 | 0.9831 | [0.9688540723218121, 0.9367154460259107, 0.9785132979293624] | [0.9876802486413186, 0.9570419115088494, 0.9913522897161967] |
|
| 166 |
-
| 0.0104 | 113.0 | 39776 | 0.0077 | 0.9627 | 0.9797 | 0.9834 | [0.9690417637373441, 0.941224199827756, 0.9778621649043225] | [0.9871636889537595, 0.961354842594955, 0.9905717615978757] |
|
| 167 |
-
| 0.0104 | 114.0 | 40128 | 0.0076 | 0.9627 | 0.9796 | 0.9834 | [0.9681822486553205, 0.9415340222446655, 0.978278472048138] | [0.9862876275662589, 0.9616024477302365, 0.9910423604359581] |
|
| 168 |
-
| 0.0106 | 115.0 | 40480 | 0.0075 | 0.9628 | 0.9798 | 0.9834 | [0.968750658334459, 0.9419321219308081, 0.9777283451307506] | [0.9868191338404853, 0.9622905414528878, 0.990384273676803] |
|
| 169 |
-
| 0.0103 | 116.0 | 40832 | 0.0076 | 0.9624 | 0.9793 | 0.9834 | [0.9687700078131725, 0.9398995842921329, 0.9785814154708535] | [0.9869242545269467, 0.9596277556003455, 0.9914683217927966] |
|
| 170 |
-
| 0.0102 | 117.0 | 41184 | 0.0076 | 0.9626 | 0.9795 | 0.9835 | [0.9684174076135916, 0.9410383801645249, 0.9784553022077577] | [0.9864519500959998, 0.960807466049972, 0.9913425511066457] |
|
| 171 |
-
| 0.0102 | 118.0 | 41536 | 0.0074 | 0.9625 | 0.9795 | 0.9834 | [0.9688747242228903, 0.9405172241652768, 0.9780967710925002] | [0.9870040552973607, 0.9605387787923072, 0.9909405119048049] |
|
| 172 |
-
| 0.01 | 119.0 | 41888 | 0.0072 | 0.9628 | 0.9796 | 0.9835 | [0.9688336370380738, 0.9409704926674122, 0.9784959837590269] | [0.9869619068221951, 0.9606632351852398, 0.9912102267650109] |
|
| 173 |
-
| 0.0099 | 120.0 | 42240 | 0.0071 | 0.9628 | 0.9796 | 0.9836 | [0.9691007354893331, 0.9406206227614926, 0.9785631220372621] | [0.9872243424208409, 0.9602122155187439, 0.991278939524044] |
|
| 174 |
-
| 0.01 | 121.0 | 42592 | 0.0070 | 0.9632 | 0.9800 | 0.9836 | [0.9689488819232047, 0.9426641826049321, 0.9778647434997949] | [0.9870225731355048, 0.9625571823871205, 0.9904379366528824] |
|
| 175 |
-
| 0.01 | 122.0 | 42944 | 0.0069 | 0.9632 | 0.9801 | 0.9836 | [0.9690707717156386, 0.9428488302200979, 0.9776069280717331] | [0.9871164919108585, 0.962888716729314, 0.9901800909965002] |
|
| 176 |
-
| 0.0097 | 123.0 | 43296 | 0.0067 | 0.9631 | 0.9799 | 0.9836 | [0.9689271390363583, 0.9421378568535057, 0.978252196392456] | [0.9869342810081617, 0.9619180307317252, 0.9908509656962291] |
|
| 177 |
-
| 0.0098 | 124.0 | 43648 | 0.0068 | 0.9630 | 0.9798 | 0.9836 | [0.968866236729957, 0.9417216423575848, 0.9785357000632039] | [0.986864859990242, 0.9612394099892546, 0.9912275427652817] |
|
| 178 |
-
| 0.01 | 125.0 | 44000 | 0.0069 | 0.9627 | 0.9795 | 0.9835 | [0.9687951873039637, 0.9407128197388474, 0.9785090270818003] | [0.9870094507132612, 0.9603990897673876, 0.9912282427551865] |
|
| 179 |
-
| 0.0096 | 126.0 | 44352 | 0.0068 | 0.9629 | 0.9797 | 0.9836 | [0.96821226993766, 0.9416782604433103, 0.9787299381816814] | [0.9862022643789761, 0.9614794287547392, 0.9914315023238024] |
|
| 180 |
-
| 0.0094 | 127.0 | 44704 | 0.0070 | 0.9635 | 0.9803 | 0.9836 | [0.9681169466097413, 0.9445970137524481, 0.9776916740231715] | [0.9859816304073308, 0.9646682395141122, 0.9902781814568518] |
|
| 181 |
-
| 0.0093 | 128.0 | 45056 | 0.0075 | 0.9624 | 0.9795 | 0.9833 | [0.9686893771859743, 0.9404694175209211, 0.977967150147525] | [0.9868259294952743, 0.9610948497163601, 0.9906705126737] |
|
| 182 |
-
| 0.0096 | 129.0 | 45408 | 0.0066 | 0.9629 | 0.9796 | 0.9836 | [0.969560927014896, 0.9403286913870135, 0.978662351973502] | [0.9876194988275248, 0.9597778659016705, 0.9913477922810582] |
|
| 183 |
-
| 0.0091 | 130.0 | 45760 | 0.0065 | 0.9631 | 0.9798 | 0.9837 | [0.9699558752157872, 0.9409646974951015, 0.9782701457282709] | [0.988089786400623, 0.9603884788317374, 0.9908414939578293] |
|
| 184 |
-
| 0.0091 | 131.0 | 46112 | 0.0067 | 0.9629 | 0.9796 | 0.9836 | [0.9696632148312143, 0.9407277031692076, 0.9782406533550158] | [0.9877948434211767, 0.9601936289127413, 0.9909560210561338] |
|
| 185 |
-
| 0.0092 | 132.0 | 46464 | 0.0064 | 0.9629 | 0.9796 | 0.9837 | [0.9695494541046098, 0.9401912955921807, 0.9789511113443747] | [0.9875858352861742, 0.9594402325174429, 0.991633300663492] |
|
| 186 |
-
| 0.0092 | 133.0 | 46816 | 0.0067 | 0.9629 | 0.9797 | 0.9836 | [0.9689423750291478, 0.9410735120808934, 0.9787289647875235] | [0.9869422135541582, 0.9606849461777508, 0.9913960172105643] |
|
| 187 |
-
| 0.009 | 134.0 | 47168 | 0.0065 | 0.9634 | 0.9801 | 0.9837 | [0.9692680989574235, 0.9429570663616811, 0.9778290736451638] | [0.987211444807593, 0.9627990178885302, 0.9903641708417237] |
|
| 188 |
-
| 0.0091 | 135.0 | 47520 | 0.0062 | 0.9632 | 0.9799 | 0.9837 | [0.9693029463643227, 0.9418737070261737, 0.978466463452456] | [0.9873190897779222, 0.9613408477390926, 0.9910262037939671] |
|
| 189 |
-
| 0.009 | 136.0 | 47872 | 0.0060 | 0.9633 | 0.9799 | 0.9837 | [0.9692171499877178, 0.9421205834864443, 0.9786105578808869] | [0.9871870626662141, 0.9613590450445398, 0.9912098023961311] |
|
| 190 |
-
| 0.0091 | 137.0 | 48224 | 0.0063 | 0.9631 | 0.9798 | 0.9837 | [0.9692146554440526, 0.9415019033952695, 0.9786653289915823] | [0.9872256591592452, 0.9609632860927757, 0.9912420938054284] |
|
| 191 |
-
| 0.0088 | 138.0 | 48576 | 0.0061 | 0.9633 | 0.9800 | 0.9837 | [0.9687951840704194, 0.9426396333356309, 0.9785884594779646] | [0.9867788223759716, 0.9620138685428052, 0.991157793146202] |
|
| 192 |
-
| 0.0091 | 139.0 | 48928 | 0.0060 | 0.9633 | 0.9799 | 0.9838 | [0.9688763816732152, 0.9421583457248778, 0.9788945098225273] | [0.9868165645948184, 0.9612164911668153, 0.9915606898356762] |
|
| 193 |
-
| 0.0088 | 140.0 | 49280 | 0.0060 | 0.9631 | 0.9797 | 0.9837 | [0.9695136748955747, 0.9410786458950848, 0.9787683751570184] | [0.9875593977482617, 0.9602855537541366, 0.9913757962521884] |
|
| 194 |
-
| 0.0088 | 141.0 | 49632 | 0.0061 | 0.9633 | 0.9800 | 0.9837 | [0.9689982255293607, 0.9425990019702015, 0.9783992624364042] | [0.9869030903657655, 0.9620115626856696, 0.9910392629806292] |
|
| 195 |
-
| 0.0088 | 142.0 | 49984 | 0.0059 | 0.9634 | 0.9800 | 0.9838 | [0.9698896874177322, 0.9419368775637067, 0.9783312269838358] | [0.9879716139461738, 0.9611729793432034, 0.9908079644413879] |
|
| 196 |
-
| 0.0085 | 143.0 | 50336 | 0.0060 | 0.9632 | 0.9798 | 0.9837 | [0.9697132963299269, 0.9414350054878873, 0.9785393906788199] | [0.9877101032759681, 0.9606743152779695, 0.9911360322100354] |
|
| 197 |
-
| 0.0085 | 144.0 | 50688 | 0.0061 | 0.9630 | 0.9796 | 0.9837 | [0.9693124224328498, 0.9407135944316314, 0.9789242137847527] | [0.9873670319020665, 0.9600370502329579, 0.9915412826155647] |
|
| 198 |
-
| 0.0084 | 145.0 | 51040 | 0.0059 | 0.9633 | 0.9799 | 0.9837 | [0.9698152603522193, 0.9417310608231377, 0.9782710328534562] | [0.9878709509009446, 0.9610649634121863, 0.9908196192733033] |
|
| 199 |
-
| 0.0085 | 146.0 | 51392 | 0.0058 | 0.9634 | 0.9800 | 0.9838 | [0.969346644395655, 0.9424560376910407, 0.9785290265082025] | [0.9872790416610893, 0.9616642267337543, 0.9910933372007775] |
|
| 200 |
-
| 0.0084 | 147.0 | 51744 | 0.0058 | 0.9634 | 0.9799 | 0.9838 | [0.9694470864245899, 0.942134104589509, 0.9786358612309284] | [0.9874145372544476, 0.9611669601576934, 0.9912374694971195] |
|
| 201 |
-
| 0.0084 | 148.0 | 52096 | 0.0057 | 0.9636 | 0.9801 | 0.9838 | [0.9690536255135453, 0.943097888211169, 0.9785445058504515] | [0.986954378932391, 0.9624111248043977, 0.9910367080174766] |
|
| 202 |
-
| 0.0083 | 149.0 | 52448 | 0.0061 | 0.9631 | 0.9798 | 0.9837 | [0.9690928443250687, 0.9416491714700345, 0.9785500029532724] | [0.9872061264690626, 0.9611629274032224, 0.9910986658739281] |
|
| 203 |
-
| 0.0082 | 150.0 | 52800 | 0.0055 | 0.9635 | 0.9800 | 0.9838 | [0.9691547411491809, 0.9425217305308616, 0.9787287235161531] | [0.9870903112975128, 0.9617124700564237, 0.9912506643068257] |
|
| 204 |
-
| 0.0082 | 151.0 | 53152 | 0.0058 | 0.9635 | 0.9801 | 0.9838 | [0.9689949867192825, 0.9430146554588413, 0.978563021376773] | [0.9869044970277682, 0.962243266390574, 0.9911150150131428] |
|
| 205 |
-
| 0.0081 | 152.0 | 53504 | 0.0057 | 0.9636 | 0.9802 | 0.9838 | [0.9697531065724951, 0.9431603476314341, 0.9779919759168987] | [0.9877244974748169, 0.9625870487271634, 0.9904105057984867] |
|
| 206 |
-
| 0.0081 | 153.0 | 53856 | 0.0055 | 0.9637 | 0.9803 | 0.9838 | [0.9691726249544009, 0.9436133225312376, 0.9782016710033472] | [0.9871135372783415, 0.9630494479483547, 0.9906302501293615] |
|
| 207 |
-
| 0.008 | 154.0 | 54208 | 0.0057 | 0.9637 | 0.9804 | 0.9838 | [0.969391603507561, 0.943926525564109, 0.977861299030209] | [0.987326881015407, 0.9634635140082868, 0.990276098986885] |
|
| 208 |
-
| 0.0081 | 155.0 | 54560 | 0.0055 | 0.9638 | 0.9804 | 0.9838 | [0.9689441423515481, 0.944362848774302, 0.9780739978525856] | [0.9868083943935977, 0.9638867436043683, 0.9904947802080917] |
|
| 209 |
-
| 0.0078 | 156.0 | 54912 | 0.0055 | 0.9636 | 0.9801 | 0.9839 | [0.9688875348992033, 0.9431125989820246, 0.9789132249284775] | [0.9867638308275052, 0.9620539365538119, 0.9914600531620458] |
|
| 210 |
-
| 0.0078 | 157.0 | 55264 | 0.0056 | 0.9637 | 0.9803 | 0.9838 | [0.9695835698093861, 0.9437871349232627, 0.9778340961318753] | [0.9875751729166565, 0.9631975318903785, 0.9902462662921283] |
|
| 211 |
-
| 0.0079 | 158.0 | 55616 | 0.0053 | 0.9639 | 0.9804 | 0.9839 | [0.9691779967946504, 0.9442627832467344, 0.9781317781416614] | [0.9870967536810225, 0.9634587725271636, 0.9905773308925561] |
|
| 212 |
-
| 0.0078 | 159.0 | 55968 | 0.0053 | 0.9634 | 0.9799 | 0.9838 | [0.9699736683234347, 0.9417617122956236, 0.9785820773585215] | [0.9880010446552882, 0.9607307438943673, 0.9911024501943511] |
|
| 213 |
-
| 0.0078 | 160.0 | 56320 | 0.0051 | 0.9639 | 0.9804 | 0.9839 | [0.9691026246003047, 0.9443317684301227, 0.9783614241347781] | [0.9869727490389094, 0.9634096807289247, 0.9907911384340504] |
|
| 214 |
-
| 0.0077 | 161.0 | 56672 | 0.0052 | 0.9637 | 0.9802 | 0.9839 | [0.9688692800771033, 0.9433401494881261, 0.9787535750467922] | [0.986739744149378, 0.9624460620337258, 0.9912665847022237] |
|
| 215 |
-
| 0.0076 | 162.0 | 57024 | 0.0052 | 0.9635 | 0.9799 | 0.9839 | [0.9700110062206562, 0.9415815295635662, 0.9788113823051661] | [0.9880276684635114, 0.9603815013679373, 0.9913286081827288] |
|
| 216 |
-
| 0.0076 | 163.0 | 57376 | 0.0052 | 0.9634 | 0.9799 | 0.9838 | [0.9697037352089939, 0.9418182281409923, 0.9787376527237949] | [0.9876382414746648, 0.9608838587974144, 0.9912796657635703] |
|
| 217 |
-
| 0.0076 | 164.0 | 57728 | 0.0051 | 0.9639 | 0.9803 | 0.9839 | [0.9698029705055047, 0.9437153117756084, 0.9781567532628778] | [0.9877142397614918, 0.9627390855671341, 0.9905817233292089] |
|
| 218 |
-
| 0.0076 | 165.0 | 58080 | 0.0053 | 0.9638 | 0.9803 | 0.9839 | [0.970128288957794, 0.9433064093914145, 0.9779792798324852] | [0.9881428798623295, 0.9623580701261465, 0.9903869905126212] |
|
| 219 |
-
| 0.0075 | 166.0 | 58432 | 0.0050 | 0.9639 | 0.9804 | 0.9839 | [0.9694246356907711, 0.9442698780286107, 0.9781397181265163] | [0.987326688321982, 0.9633659193536749, 0.990554436847731] |
|
| 220 |
-
| 0.0074 | 167.0 | 58784 | 0.0052 | 0.9635 | 0.9799 | 0.9839 | [0.9696341333673706, 0.9419023118234972, 0.9789020602733829] | [0.9875924639399948, 0.9607982625855604, 0.9914285142418962] |
|
| 221 |
-
| 0.0073 | 168.0 | 59136 | 0.0049 | 0.9640 | 0.9805 | 0.9839 | [0.9693925860161072, 0.9446056310749349, 0.9781199831071045] | [0.9872375162279979, 0.9637988215712476, 0.9904794591790497] |
|
| 222 |
-
| 0.0075 | 169.0 | 59488 | 0.0049 | 0.9639 | 0.9803 | 0.9839 | [0.9690921172377619, 0.9437759721374452, 0.9787092629125126] | [0.986904644759394, 0.9628196408358993, 0.9911452589519686] |
|
| 223 |
-
| 0.0073 | 170.0 | 59840 | 0.0048 | 0.9637 | 0.9801 | 0.9839 | [0.9696107324083135, 0.9425445639545263, 0.9789011984253628] | [0.9874752356833282, 0.9614508401190832, 0.9913591321175165] |
|
| 224 |
-
| 0.0073 | 171.0 | 60192 | 0.0047 | 0.9637 | 0.9800 | 0.9840 | [0.9693966256383574, 0.9423656252386565, 0.979235178175909] | [0.9872437659180827, 0.9611213221541254, 0.9917179644424815] |
|
| 225 |
-
| 0.0072 | 172.0 | 60544 | 0.0049 | 0.9635 | 0.9799 | 0.9839 | [0.9698518333585843, 0.9417449789005357, 0.9788979741522301] | [0.9877957940420734, 0.9606279685477493, 0.9914034852278615] |
|
| 226 |
-
| 0.0071 | 173.0 | 60896 | 0.0051 | 0.9637 | 0.9801 | 0.9839 | [0.9694340764410725, 0.9429426222433201, 0.9785751286636614] | [0.9873538131331103, 0.962025847021432, 0.9910493297104481] |
|
| 227 |
-
| 0.0072 | 174.0 | 61248 | 0.0048 | 0.9636 | 0.9800 | 0.9839 | [0.9692890847533231, 0.9421806353485814, 0.9792992457315993] | [0.9871729575075029, 0.961001607242316, 0.9917712380491762] |
|
| 228 |
-
| 0.007 | 175.0 | 61600 | 0.0047 | 0.9638 | 0.9802 | 0.9839 | [0.9702812247519514, 0.9425772640961423, 0.9783993210969689] | [0.9882391751899251, 0.9615350887520918, 0.9907867809968928] |
|
| 229 |
-
| 0.007 | 176.0 | 61952 | 0.0048 | 0.9638 | 0.9802 | 0.9839 | [0.9695336502468112, 0.9430534816592941, 0.9786955951460039] | [0.9874035087674223, 0.9620243297474727, 0.9911388934187715] |
|
| 230 |
-
| 0.0071 | 177.0 | 62304 | 0.0047 | 0.9638 | 0.9801 | 0.9840 | [0.969803341232543, 0.9426278837039668, 0.9788899286959647] | [0.9876988949417462, 0.9613225206667936, 0.9913453335665174] |
|
| 231 |
-
| 0.0071 | 178.0 | 62656 | 0.0048 | 0.9638 | 0.9802 | 0.9839 | [0.9696906461366678, 0.942901086090585, 0.9787669584372506] | [0.9876728941755971, 0.961623250354785, 0.9911900364311933] |
|
| 232 |
-
| 0.007 | 179.0 | 63008 | 0.0046 | 0.9638 | 0.9802 | 0.9839 | [0.9691697321201174, 0.9435941577563159, 0.9787840407836866] | [0.987051689112025, 0.9624603862977504, 0.9912281552564484] |
|
| 233 |
-
| 0.0069 | 180.0 | 63360 | 0.0048 | 0.9636 | 0.9801 | 0.9839 | [0.9688195223861815, 0.9429518955659996, 0.9791463451719377] | [0.9866624162779184, 0.9618168225693943, 0.9916929485532576] |
|
| 234 |
-
| 0.0069 | 181.0 | 63712 | 0.0046 | 0.9638 | 0.9802 | 0.9839 | [0.9694082648843475, 0.9434003027709279, 0.9786474758695013] | [0.9873515778893801, 0.9622956622525008, 0.9910655607263664] |
|
| 235 |
-
| 0.0069 | 182.0 | 64064 | 0.0046 | 0.9639 | 0.9803 | 0.9839 | [0.96973145544049, 0.9433413264353037, 0.9785451998231337] | [0.987627688298088, 0.9622420585606458, 0.9909487455360605] |
|
| 236 |
-
| 0.0068 | 183.0 | 64416 | 0.0047 | 0.9637 | 0.9801 | 0.9839 | [0.9691834322494296, 0.9431087890580634, 0.9789449561319379] | [0.9870196441954445, 0.9619121512951325, 0.9914683742920395] |
|
| 237 |
-
| 0.0068 | 184.0 | 64768 | 0.0046 | 0.9638 | 0.9802 | 0.9840 | [0.9693933870192318, 0.9431918236073065, 0.9788809470177501] | [0.9872812576354769, 0.9620122913764527, 0.9913055960146074] |
|
| 238 |
-
| 0.0067 | 185.0 | 65120 | 0.0045 | 0.9638 | 0.9802 | 0.9839 | [0.9696677867750818, 0.9431241481367811, 0.9786564786342007] | [0.9875438795044336, 0.9619599853531157, 0.9911155837549406] |
|
| 239 |
-
| 0.0068 | 186.0 | 65472 | 0.0045 | 0.9639 | 0.9803 | 0.9840 | [0.9701470466669463, 0.9429653422780857, 0.9784701696134083] | [0.9880961452836485, 0.9618148660845519, 0.990839481486853] |
|
| 240 |
-
| 0.0069 | 187.0 | 65824 | 0.0044 | 0.9638 | 0.9801 | 0.9840 | [0.9694621352221482, 0.942810922364273, 0.9790511111229959] | [0.9873351154477694, 0.9615413475071742, 0.9915012081935131] |
|
| 241 |
-
| 0.0066 | 188.0 | 66176 | 0.0046 | 0.9639 | 0.9803 | 0.9839 | [0.9689619212091528, 0.9441023596126941, 0.9786418566254248] | [0.9868132631141364, 0.9631708498292373, 0.9910468972455287] |
|
| 242 |
-
| 0.0067 | 189.0 | 66528 | 0.0046 | 0.9637 | 0.9801 | 0.9839 | [0.9695400470996552, 0.9424959624348068, 0.978984398834389] | [0.9874374741951388, 0.9613363857558042, 0.9914422777934] |
|
| 243 |
-
| 0.0066 | 190.0 | 66880 | 0.0046 | 0.9638 | 0.9802 | 0.9839 | [0.9692181879392795, 0.943193477818319, 0.9788865529337908] | [0.9871386901934205, 0.9620212752354228, 0.9913404073875622] |
|
| 244 |
-
| 0.0065 | 191.0 | 67232 | 0.0045 | 0.9636 | 0.9800 | 0.9839 | [0.9690979891789283, 0.9422839239571952, 0.9794180366234324] | [0.9869347948572951, 0.9609710621218176, 0.9919653233751019] |
|
| 245 |
-
| 0.0065 | 192.0 | 67584 | 0.0045 | 0.9639 | 0.9803 | 0.9839 | [0.9691113588668442, 0.9440002828601174, 0.9786525667208625] | [0.9870313984943706, 0.9628946460762342, 0.9910553539985666] |
|
| 246 |
-
| 0.0066 | 193.0 | 67936 | 0.0044 | 0.9640 | 0.9804 | 0.9840 | [0.9695758770372701, 0.9438818117145336, 0.978451234722268] | [0.9874699237679119, 0.962795134865042, 0.9908332690764475] |
|
| 247 |
-
| 0.0064 | 194.0 | 68288 | 0.0046 | 0.9637 | 0.9801 | 0.9839 | [0.9699088770754901, 0.9425597121279117, 0.9786454624309474] | [0.9879086160424213, 0.961493643216043, 0.9910216057352798] |
|
| 248 |
-
| 0.0064 | 195.0 | 68640 | 0.0043 | 0.9638 | 0.9801 | 0.9840 | [0.9689466561986442, 0.9431127591477709, 0.9792812540812122] | [0.9868090688205852, 0.9618532571085507, 0.9917280355472373] |
|
| 249 |
-
| 0.0065 | 196.0 | 68992 | 0.0044 | 0.9637 | 0.9800 | 0.9840 | [0.9699264143481429, 0.9419839582815565, 0.9791111880185107] | [0.9878365743939214, 0.9606905261523778, 0.9915392220202824] |
|
| 250 |
-
| 0.0064 | 197.0 | 69344 | 0.0042 | 0.9639 | 0.9803 | 0.9840 | [0.9694675496701439, 0.9435607877024587, 0.9787123848236657] | [0.9873403245933591, 0.9624831154609448, 0.9910813717483418] |
|
| 251 |
-
| 0.0064 | 198.0 | 69696 | 0.0041 | 0.9638 | 0.9801 | 0.9840 | [0.969786674571493, 0.9425924359737123, 0.9791023000608385] | [0.987655185649838, 0.9612143250585969, 0.991518056075535] |
|
| 252 |
-
| 0.0064 | 199.0 | 70048 | 0.0040 | 0.9638 | 0.9802 | 0.9840 | [0.9699461796135554, 0.9426605163598301, 0.9788912041989409] | [0.9878475900347182, 0.9614060106628224, 0.9912651190983605] |
|
| 253 |
-
| 0.0063 | 200.0 | 70400 | 0.0041 | 0.9641 | 0.9804 | 0.9840 | [0.9695499010215876, 0.9440848425967325, 0.9786227812534884] | [0.9874077223303162, 0.9628788843947744, 0.9909646090572788] |
|
| 254 |
-
| 0.0063 | 201.0 | 70752 | 0.0042 | 0.9641 | 0.9804 | 0.9840 | [0.9690753033008208, 0.9444608618442627, 0.9787424996705345] | [0.9868952027815682, 0.9632702612197742, 0.9911220367868757] |
|
| 255 |
-
| 0.0062 | 202.0 | 71104 | 0.0042 | 0.9641 | 0.9805 | 0.9840 | [0.9693774872049838, 0.9444560596325333, 0.9785945928048284] | [0.9871896126425386, 0.9632189134747273, 0.9909735820528713] |
|
| 256 |
-
| 0.0062 | 203.0 | 71456 | 0.0041 | 0.9641 | 0.9805 | 0.9840 | [0.9695027764009261, 0.9444249276934628, 0.9783073450296013] | [0.9873652719687847, 0.9634708308623146, 0.9906309807438246] |
|
| 257 |
-
| 0.0061 | 204.0 | 71808 | 0.0040 | 0.9641 | 0.9804 | 0.9840 | [0.9695757648925113, 0.9441515625019119, 0.9786335183043929] | [0.9874436532309677, 0.9627764983487118, 0.9910159926912304] |
|
| 258 |
-
| 0.0061 | 205.0 | 72160 | 0.0040 | 0.9640 | 0.9803 | 0.9840 | [0.9696897817939326, 0.9432871622031681, 0.9789309079637396] | [0.9875386382432731, 0.9619387834459462, 0.991315080877818] |
|
| 259 |
-
| 0.0061 | 206.0 | 72512 | 0.0039 | 0.9641 | 0.9805 | 0.9840 | [0.969352933634229, 0.9444076030844347, 0.9786730357116048] | [0.9871751863281188, 0.9631356131379435, 0.9910407460842401] |
|
| 260 |
-
| 0.006 | 207.0 | 72864 | 0.0041 | 0.9642 | 0.9805 | 0.9840 | [0.9700127027378339, 0.944329594361569, 0.9782381299224353] | [0.9878858332564701, 0.9631632634594404, 0.9905347146321624] |
|
| 261 |
-
| 0.0061 | 208.0 | 73216 | 0.0039 | 0.9640 | 0.9803 | 0.9840 | [0.9697397268265303, 0.9434357116727368, 0.9787858686359158] | [0.9876444526260645, 0.9620892531016298, 0.991153728829817] |
|
| 262 |
-
| 0.0062 | 209.0 | 73568 | 0.0040 | 0.9640 | 0.9803 | 0.9840 | [0.9691067849820286, 0.9440762954611688, 0.9789537586653441] | [0.9869168743687684, 0.9626763283211952, 0.9914015427558756] |
|
| 263 |
-
| 0.0061 | 210.0 | 73920 | 0.0039 | 0.9639 | 0.9802 | 0.9840 | [0.9695071719660122, 0.9430834953493994, 0.9791963616297753] | [0.9873380829265147, 0.9616596848939416, 0.9916004886367029] |
|
| 264 |
-
| 0.006 | 211.0 | 74272 | 0.0042 | 0.9638 | 0.9801 | 0.9840 | [0.9694042955486141, 0.9429716493376364, 0.9791023067691734] | [0.9872465085878321, 0.9616417970325256, 0.9915604010898406] |
|
| 265 |
-
| 0.0059 | 212.0 | 74624 | 0.0039 | 0.9640 | 0.9803 | 0.9840 | [0.9694180572133277, 0.9435489498734402, 0.9789769024753652] | [0.9872737490150154, 0.9621786125521858, 0.9913779924705148] |
|
| 266 |
-
| 0.0059 | 213.0 | 74976 | 0.0039 | 0.9642 | 0.9805 | 0.9840 | [0.9698727355632145, 0.9444376544097367, 0.9782979482905747] | [0.9877429382355911, 0.9631797039213557, 0.9906315407357484] |
|
| 267 |
-
| 0.0059 | 214.0 | 75328 | 0.0039 | 0.9641 | 0.9804 | 0.9840 | [0.9699419930588234, 0.9439833273616692, 0.978349567170431] | [0.9878642965546672, 0.9628039091006362, 0.9906607828140228] |
|
| 268 |
-
| 0.0058 | 215.0 | 75680 | 0.0039 | 0.9641 | 0.9804 | 0.9840 | [0.9697679029603555, 0.9439429913025115, 0.9785420568962194] | [0.9876541258360004, 0.9626964721294192, 0.9908800240271535] |
|
| 269 |
-
| 0.0059 | 216.0 | 76032 | 0.0038 | 0.9640 | 0.9803 | 0.9840 | [0.9694660296794411, 0.9435867591784283, 0.9789054735954698] | [0.9873214406377073, 0.9623356304428522, 0.9912645153570676] |
|
| 270 |
-
| 0.0058 | 217.0 | 76384 | 0.0038 | 0.9641 | 0.9804 | 0.9840 | [0.9697089238268664, 0.9439536977587639, 0.9786226238762885] | [0.987571505318467, 0.9626549167906497, 0.990977983239398] |
|
| 271 |
-
| 0.0059 | 218.0 | 76736 | 0.0038 | 0.9639 | 0.9802 | 0.9840 | [0.9696975795463015, 0.9431715002775493, 0.9789217007298893] | [0.9875799517135969, 0.9618181701482398, 0.991311615927789] |
|
| 272 |
-
| 0.0058 | 219.0 | 77088 | 0.0038 | 0.9639 | 0.9802 | 0.9840 | [0.9694148587104808, 0.9433048765818631, 0.9790794520133212] | [0.9872627269511044, 0.9619094661195071, 0.9914998913375046] |
|
| 273 |
-
| 0.0057 | 220.0 | 77440 | 0.0037 | 0.9638 | 0.9801 | 0.9840 | [0.96949730947987, 0.9424483145306902, 0.9794175587754212] | [0.9873456557781178, 0.9611103019537887, 0.9918014951128127] |
|
| 274 |
-
| 0.0057 | 221.0 | 77792 | 0.0038 | 0.9643 | 0.9805 | 0.9841 | [0.9696047105682973, 0.9446813057755856, 0.9784721556586828] | [0.9874478346782907, 0.963396364653518, 0.9907881416022704] |
|
| 275 |
-
| 0.0058 | 222.0 | 78144 | 0.0038 | 0.9639 | 0.9802 | 0.9840 | [0.9693628408774929, 0.943148709464993, 0.9792091588861164] | [0.9872130762785916, 0.9617700366282911, 0.9916075104104358] |
|
| 276 |
-
| 0.0057 | 223.0 | 78496 | 0.0037 | 0.9643 | 0.9806 | 0.9840 | [0.9696043601345558, 0.9448550043215865, 0.9783227567582092] | [0.987448387066109, 0.9636892584200744, 0.9906211371357879] |
|
| 277 |
-
| 0.0057 | 224.0 | 78848 | 0.0037 | 0.9642 | 0.9805 | 0.9840 | [0.9696171140276272, 0.9442875326948325, 0.9785492458052053] | [0.9874507507721225, 0.963064570777621, 0.9908858908175434] |
|
| 278 |
-
| 0.0056 | 225.0 | 79200 | 0.0037 | 0.9639 | 0.9801 | 0.9840 | [0.9691358924033376, 0.9429737932553242, 0.9795029663070046] | [0.986966473656368, 0.9615424754805784, 0.9919069748415972] |
|
| 279 |
-
| 0.0057 | 226.0 | 79552 | 0.0038 | 0.9642 | 0.9805 | 0.9840 | [0.9699312174061898, 0.9441208200411225, 0.9784093735474408] | [0.9877622332705496, 0.9629531809084572, 0.9907229769170672] |
|
| 280 |
-
| 0.0057 | 227.0 | 79904 | 0.0037 | 0.9640 | 0.9803 | 0.9840 | [0.9694047050149411, 0.9437301539203098, 0.9788875445244223] | [0.9872530152024835, 0.9624921991405702, 0.9912441544007108] |
|
| 281 |
-
| 0.0056 | 228.0 | 80256 | 0.0036 | 0.9642 | 0.9804 | 0.9841 | [0.9691971591269037, 0.9443773062563114, 0.9789114153975159] | [0.9869918770728995, 0.9630138219565054, 0.9912803395038537] |
|
| 282 |
-
| 0.0055 | 229.0 | 80608 | 0.0038 | 0.9640 | 0.9802 | 0.9840 | [0.9696185219887102, 0.9431039799817824, 0.9791441656461749] | [0.987446697787083, 0.9617145862543145, 0.991519119185203] |
|
| 283 |
-
| 0.0056 | 230.0 | 80960 | 0.0036 | 0.9643 | 0.9807 | 0.9840 | [0.9694964383701438, 0.9452484573480998, 0.9782904542820248] | [0.9873222884887775, 0.9640680977707782, 0.9905757427904595] |
|
| 284 |
-
| 0.0055 | 231.0 | 81312 | 0.0035 | 0.9642 | 0.9805 | 0.9841 | [0.9693053364268908, 0.9445600248234254, 0.9787682584163958] | [0.9871079427459019, 0.963216288191495, 0.9911183268403801] |
|
| 285 |
-
| 0.0055 | 232.0 | 81664 | 0.0036 | 0.9639 | 0.9802 | 0.9840 | [0.96954593420562, 0.9429189762339235, 0.9792098073813137] | [0.9873928528210189, 0.9614956995215407, 0.9916182858800333] |
|
| 286 |
-
| 0.0055 | 233.0 | 82016 | 0.0037 | 0.9640 | 0.9803 | 0.9840 | [0.9698904002782319, 0.9433838761298504, 0.9787792831896167] | [0.9877559321955515, 0.9620271546720154, 0.9911429664850302] |
|
| 287 |
-
| 0.0055 | 234.0 | 82368 | 0.0035 | 0.9641 | 0.9804 | 0.9841 | [0.970178689257991, 0.9435829471301612, 0.9786291690896637] | [0.9880398788035434, 0.9622026094377015, 0.9909421306314597] |
|
| 288 |
-
| 0.0055 | 235.0 | 82720 | 0.0034 | 0.9643 | 0.9806 | 0.9841 | [0.969728465305746, 0.9448708016675744, 0.9783055730822295] | [0.9876001331383104, 0.9635454268379631, 0.9906202840230913] |
|
| 289 |
-
| 0.0054 | 236.0 | 83072 | 0.0033 | 0.9643 | 0.9806 | 0.9841 | [0.9696519757992703, 0.944877251464684, 0.9784950567806052] | [0.9874711441596036, 0.9634789263174532, 0.9908096400422225] |
|
| 290 |
-
| 0.0054 | 237.0 | 83424 | 0.0034 | 0.9641 | 0.9803 | 0.9841 | [0.9696518822291044, 0.9435188044427026, 0.9790758669151025] | [0.9874979670843661, 0.9620537269304359, 0.9914066264325594] |
|
| 291 |
-
| 0.0055 | 238.0 | 83776 | 0.0034 | 0.9642 | 0.9805 | 0.9841 | [0.9694376653951001, 0.9446196587086054, 0.9786805216683314] | [0.9872692656813267, 0.9632897162654773, 0.9909910336761862] |
|
| 292 |
-
| 0.0054 | 239.0 | 84128 | 0.0034 | 0.9640 | 0.9803 | 0.9841 | [0.9694876876194463, 0.9433622025367552, 0.9792156942022961] | [0.9873239006904334, 0.9619654555250219, 0.9915419301062267] |
|
| 293 |
-
| 0.0053 | 240.0 | 84480 | 0.0033 | 0.9642 | 0.9804 | 0.9841 | [0.9693781102169605, 0.9440832321478003, 0.9790855261935911] | [0.9872113484608805, 0.9625876077228326, 0.9914046664608259] |
|
| 294 |
-
| 0.0054 | 241.0 | 84832 | 0.0033 | 0.9641 | 0.9804 | 0.9841 | [0.9697521765558303, 0.9436956348955126, 0.9789557967679762] | [0.9875788918997593, 0.9622624419384425, 0.9912735146022816] |
|
| 295 |
-
| 0.0053 | 242.0 | 85184 | 0.0033 | 0.9641 | 0.9804 | 0.9841 | [0.9696151705591691, 0.943829288978645, 0.978863374626298] | [0.987470469732616, 0.9624934668628915, 0.9911800965745448] |
|
| 296 |
-
| 0.0053 | 243.0 | 85536 | 0.0034 | 0.9639 | 0.9802 | 0.9841 | [0.9698694263135026, 0.9425670651251481, 0.979291468880626] | [0.9876926966365748, 0.9611023063193053, 0.991662560241514] |
|
| 297 |
-
| 0.0053 | 244.0 | 85888 | 0.0034 | 0.9642 | 0.9805 | 0.9841 | [0.9700420011933667, 0.9440912844549779, 0.9785558964654728] | [0.9878953844272368, 0.962687428378056, 0.990857755598306] |
|
| 298 |
-
| 0.0053 | 245.0 | 86240 | 0.0032 | 0.9642 | 0.9805 | 0.9841 | [0.9695069376440956, 0.9443032050458169, 0.9788576850362473] | [0.98732392638289, 0.9628836059117665, 0.9911759841338538] |
|
| 299 |
-
| 0.0052 | 246.0 | 86592 | 0.0033 | 0.9641 | 0.9804 | 0.9841 | [0.9691580877058837, 0.9441061247641744, 0.979134140200113] | [0.9869697237521367, 0.9627113254429165, 0.9914671843092013] |
|
| 300 |
-
| 0.0052 | 247.0 | 86944 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9695075730710049, 0.9439402519122113, 0.9790821235625695] | [0.9873112471555239, 0.9624446046521596, 0.9914107344983134] |
|
| 301 |
-
| 0.0052 | 248.0 | 87296 | 0.0034 | 0.9640 | 0.9802 | 0.9841 | [0.9696191766582255, 0.9429618497677091, 0.9793590460606093] | [0.9874214934870907, 0.9614428245204688, 0.9917346373270273] |
|
| 302 |
-
| 0.0052 | 249.0 | 87648 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9694584550303529, 0.9440803191307574, 0.9790310280329964] | [0.9872678525962099, 0.9626222954005228, 0.9913503734938323] |
|
| 303 |
-
| 0.0052 | 250.0 | 88000 | 0.0032 | 0.9640 | 0.9802 | 0.9841 | [0.9695661451804297, 0.9428536609048571, 0.979462698960499] | [0.9873848945825656, 0.961332063521433, 0.9918180717487465] |
|
| 304 |
-
| 0.0051 | 251.0 | 88352 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9694573368516962, 0.9442372293142128, 0.9789347608543782] | [0.9872821504483462, 0.9628148993547763, 0.9912416869362962] |
|
| 305 |
-
| 0.0051 | 252.0 | 88704 | 0.0031 | 0.9642 | 0.9805 | 0.9841 | [0.969454293519385, 0.9442942487446357, 0.9789087637821535] | [0.9872695675676926, 0.9629195014193849, 0.9912025750003637] |
|
| 306 |
-
| 0.005 | 253.0 | 89056 | 0.0031 | 0.9641 | 0.9803 | 0.9841 | [0.9694763359152443, 0.943425465362066, 0.97928532827381] | [0.9872742243254639, 0.9619613229498956, 0.9916242182944768] |
|
| 307 |
-
| 0.005 | 254.0 | 89408 | 0.0032 | 0.9643 | 0.9806 | 0.9841 | [0.9694587926047613, 0.9449517061682563, 0.9786330409960917] | [0.9872636133408595, 0.9635575350834417, 0.9909362638410699] |
|
| 308 |
-
| 0.005 | 255.0 | 89760 | 0.0031 | 0.9642 | 0.9804 | 0.9841 | [0.969424649036567, 0.9442274655889172, 0.9790126471142304] | [0.9872330457405375, 0.9627719265627026, 0.9913204795499589] |
|
| 309 |
-
| 0.0051 | 256.0 | 90112 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9696682623540045, 0.9439817204489805, 0.9788858909193073] | [0.987487979141836, 0.9625891150147264, 0.9911914189112554] |
|
| 310 |
-
| 0.005 | 257.0 | 90464 | 0.0031 | 0.9642 | 0.9804 | 0.9841 | [0.9695088664349284, 0.9441887706314905, 0.9789136022158003] | [0.9873195201265713, 0.962762263923277, 0.9912356713980516] |
|
| 311 |
-
| 0.005 | 258.0 | 90816 | 0.0031 | 0.9640 | 0.9802 | 0.9841 | [0.9699837412231214, 0.9429351194765714, 0.9791741606332247] | [0.9878208377642116, 0.9613845092936874, 0.9915155011123824] |
|
| 312 |
-
| 0.0049 | 259.0 | 91168 | 0.0031 | 0.9643 | 0.9806 | 0.9841 | [0.9696432497645217, 0.9447290811866833, 0.9786224392875608] | [0.9874672838679891, 0.9633273486524965, 0.9909073542580004] |
|
| 313 |
-
| 0.005 | 260.0 | 91520 | 0.0030 | 0.9643 | 0.9805 | 0.9841 | [0.969477776951396, 0.9446443033235639, 0.9788232443537079] | [0.9872968015717617, 0.9631383182777, 0.9911327510073565] |
|
| 314 |
-
| 0.005 | 261.0 | 91872 | 0.0030 | 0.9642 | 0.9805 | 0.9841 | [0.9696041558883742, 0.9442744048788143, 0.9788142216541236] | [0.9874407242909075, 0.9628902739315355, 0.9910984908764519] |
|
| 315 |
-
| 0.0049 | 262.0 | 92224 | 0.0030 | 0.9643 | 0.9805 | 0.9841 | [0.969401407776248, 0.9444154780102733, 0.9789760609901352] | [0.9872381007313872, 0.9629254607125016, 0.9912655478421772] |
|
| 316 |
-
| 0.005 | 263.0 | 92576 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9699107004492445, 0.9436725151448005, 0.9789899346754927] | [0.9877322373273885, 0.9621198481324559, 0.9913003854647534] |
|
| 317 |
-
| 0.0049 | 264.0 | 92928 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9699228353874664, 0.9437787575035409, 0.978906689458867] | [0.987760332028756, 0.9622823561591595, 0.991195176982057] |
|
| 318 |
-
| 0.0049 | 265.0 | 93280 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9694753241324696, 0.9450502047407449, 0.9787218042049285] | [0.9872743335184047, 0.9635652412380249, 0.9909998010497443] |
|
| 319 |
-
| 0.0049 | 266.0 | 93632 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9696344460467983, 0.9438282760197231, 0.9790744422968544] | [0.9874485091052781, 0.9623363691157009, 0.9913798561936364] |
|
| 320 |
-
| 0.0048 | 267.0 | 93984 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9694601894601641, 0.9449617974591413, 0.9787602719961273] | [0.9872581986556165, 0.9634622263218343, 0.9910504584441696] |
|
| 321 |
-
| 0.0049 | 268.0 | 94336 | 0.0030 | 0.9644 | 0.9806 | 0.9841 | [0.9696536253844138, 0.9448916869585661, 0.9785537391522742] | [0.987463288690977, 0.9634947778375027, 0.9908419358264567] |
|
| 322 |
-
| 0.0049 | 269.0 | 94688 | 0.0029 | 0.9643 | 0.9805 | 0.9841 | [0.9697355511155754, 0.944213885450029, 0.9788320194630298] | [0.9875405651775233, 0.9627646396548712, 0.9911276760805465] |
|
| 323 |
-
| 0.0049 | 270.0 | 95040 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9697114498794398, 0.9447721175162607, 0.9787107722627246] | [0.9875069401748577, 0.9632795744869066, 0.990980936321809] |
|
| 324 |
-
| 0.0048 | 271.0 | 95392 | 0.0029 | 0.9643 | 0.9805 | 0.9841 | [0.9696686775201072, 0.944295115292769, 0.9788955424897382] | [0.9874963741520526, 0.9627815492738662, 0.9911782284764862] |
|
| 325 |
-
| 0.0047 | 272.0 | 95744 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9697269420688628, 0.9439218655574461, 0.9790307325642991] | [0.9875554732255055, 0.9623989666485915, 0.9913109815619378] |
|
| 326 |
-
| 0.0048 | 273.0 | 96096 | 0.0030 | 0.9641 | 0.9804 | 0.9841 | [0.9693560063970803, 0.9437908670258152, 0.9792557209028651] | [0.987152955929986, 0.9623422884805556, 0.9915649597740958] |
|
| 327 |
-
| 0.0047 | 274.0 | 96448 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9695574586128064, 0.9448543520643992, 0.9786601336002965] | [0.987352881781556, 0.9634810225512129, 0.9909353144797615] |
|
| 328 |
-
| 0.0048 | 275.0 | 96800 | 0.0028 | 0.9644 | 0.9806 | 0.9841 | [0.9695008210702196, 0.9448012065286511, 0.9787831120820321] | [0.9872969171878168, 0.9633608684285205, 0.991057685839937] |
|
| 329 |
-
| 0.0047 | 276.0 | 97152 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9694622057815954, 0.9445075307274506, 0.9790065332735013] | [0.9872605944772009, 0.9629616457000202, 0.9912926549512419] |
|
| 330 |
-
| 0.0047 | 277.0 | 97504 | 0.0028 | 0.9642 | 0.9804 | 0.9841 | [0.9696515297764736, 0.9438390831182729, 0.9790975261736862] | [0.9874721847040987, 0.9623109647589465, 0.9913953828447131] |
|
| 331 |
-
| 0.0047 | 278.0 | 97856 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.969345717855752, 0.9442185614188442, 0.9790651016313888] | [0.9871404051649032, 0.962775260572587, 0.9913792218277852] |
|
| 332 |
-
| 0.0047 | 279.0 | 98208 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.96956270091332, 0.9444628275686975, 0.9789227953931157] | [0.9873647966583363, 0.9629800925571054, 0.9911953563544701] |
|
| 333 |
-
| 0.0047 | 280.0 | 98560 | 0.0028 | 0.9644 | 0.9806 | 0.9841 | [0.9695406128483879, 0.9447627640046808, 0.9787739684443643] | [0.9873394446267182, 0.9633210200229554, 0.9910467703723586] |
|
| 334 |
-
| 0.0047 | 281.0 | 98912 | 0.0028 | 0.9642 | 0.9804 | 0.9841 | [0.969814091576022, 0.9438166420211718, 0.9789922191842528] | [0.987625767786952, 0.962333504262896, 0.9912785895290916] |
|
| 335 |
-
| 0.0047 | 282.0 | 99264 | 0.0027 | 0.9642 | 0.9805 | 0.9841 | [0.9696597833974618, 0.9441383892725556, 0.9789137339662165] | [0.9874852300489724, 0.9627065939438589, 0.9911887851992385] |
|
| 336 |
-
| 0.0047 | 283.0 | 99616 | 0.0028 | 0.9644 | 0.9806 | 0.9841 | [0.9696314443512826, 0.9450238396977506, 0.9786280658969811] | [0.9874335753648393, 0.9635788567753973, 0.9908858558180481] |
|
| 337 |
-
| 0.0046 | 284.0 | 99968 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9695505145883412, 0.9442588526876405, 0.9789620010759155] | [0.9873611611757176, 0.9628091896132974, 0.9912421331798605] |
|
| 338 |
-
| 0.0045 | 285.0 | 100320 | 0.0028 | 0.9645 | 0.9807 | 0.9841 | [0.9693810781868448, 0.9457193711202037, 0.9784435330668333] | [0.9871911028050253, 0.9643199053556447, 0.9907008266115163] |
|
| 339 |
-
| 0.0046 | 286.0 | 100672 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.9693120683602233, 0.9445251402358203, 0.979069072296466] | [0.9870931567370889, 0.9630153891407924, 0.9913662588897351] |
|
| 340 |
-
| 0.0047 | 287.0 | 101024 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9699283874734852, 0.9441875518278643, 0.9787236412513756] | [0.987774539957294, 0.9626957534207017, 0.9910049153509864] |
|
| 341 |
-
| 0.0046 | 288.0 | 101376 | 0.0028 | 0.9643 | 0.9806 | 0.9841 | [0.9693633477397352, 0.9448993260956254, 0.9787866289465178] | [0.9871740365906829, 0.9634733563248917, 0.9910676956955762] |
|
| 342 |
-
| 0.0046 | 289.0 | 101728 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.969456600484621, 0.9445334739722266, 0.9789295847172443] | [0.9872635105710328, 0.9630482301363609, 0.991216727921252] |
|
| 343 |
-
| 0.0046 | 290.0 | 102080 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9696367133910546, 0.9445962268629845, 0.9787757121410013] | [0.9874443533504119, 0.9631526824699866, 0.9910460266330846] |
|
| 344 |
-
| 0.0046 | 291.0 | 102432 | 0.0027 | 0.9642 | 0.9804 | 0.9841 | [0.9697592969444739, 0.9436442143126672, 0.979114274665999] | [0.9875865418287325, 0.9621435455560059, 0.9913929328800462] |
|
| 345 |
-
| 0.0046 | 292.0 | 102784 | 0.0027 | 0.9644 | 0.9806 | 0.9841 | [0.9694375877100211, 0.9449469020066017, 0.9788470407688464] | [0.9872259289300402, 0.9634166382285938, 0.9911258036075511] |
|
| 346 |
-
| 0.0045 | 293.0 | 103136 | 0.0027 | 0.9642 | 0.9804 | 0.9841 | [0.9695618117884656, 0.9438274750377589, 0.9792152575128988] | [0.9873598058986284, 0.9622857700255681, 0.9915093193265353] |
|
| 347 |
-
| 0.0045 | 294.0 | 103488 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.9695810310933861, 0.9444392150818434, 0.9788931196836493] | [0.987380224978566, 0.9629915020579974, 0.9911654799103444] |
|
| 348 |
-
| 0.0045 | 295.0 | 103840 | 0.0027 | 0.9644 | 0.9806 | 0.9841 | [0.9696253153962915, 0.9447020408612395, 0.9787556316733382] | [0.987427800985203, 0.9632589814857341, 0.9910203676281356] |
|
| 349 |
-
| 0.0045 | 296.0 | 104192 | 0.0027 | 0.9644 | 0.9806 | 0.9841 | [0.9696576443557665, 0.9449342902508912, 0.9786067412541694] | [0.9874649587006605, 0.9635133844076363, 0.9908710029072549] |
|
| 350 |
-
| 0.0045 | 297.0 | 104544 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9693484866741892, 0.9445616443587829, 0.9790162146672065] | [0.9871326588892174, 0.9630834867917858, 0.9913032116739942] |
|
| 351 |
-
| 0.0045 | 298.0 | 104896 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.9695563197752716, 0.9445276906759829, 0.9788780712598045] | [0.9873511989256443, 0.9630741635425879, 0.991152713844455] |
|
| 352 |
-
| 0.0044 | 299.0 | 105248 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9696163670804748, 0.944468133603568, 0.9789021136047535] | [0.9874191554735338, 0.9629719172454426, 0.99117145169922] |
|
| 353 |
-
| 0.0044 | 300.0 | 105600 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9692666361347869, 0.9447542601029093, 0.9789713760482098] | [0.987066744891633, 0.9632780971412093, 0.9912546323745988] |
|
| 354 |
-
| 0.0045 | 301.0 | 105952 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9695590423510818, 0.944636121899532, 0.9788275857915097] | [0.9873573779614732, 0.9631705703314026, 0.9911059632686859] |
|
| 355 |
-
| 0.0044 | 302.0 | 106304 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9695676619987119, 0.9441836703454933, 0.9790559751148259] | [0.9873677127521683, 0.9626809100892699, 0.9913314650165279] |
|
| 356 |
-
| 0.0044 | 303.0 | 106656 | 0.0026 | 0.9644 | 0.9806 | 0.9841 | [0.9695313863286741, 0.9449099042209175, 0.9787954325088801] | [0.987317207805471, 0.9634123259762882, 0.9910633863827245] |
|
| 357 |
-
| 0.0044 | 304.0 | 107008 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9696989301147528, 0.9445796196086815, 0.9787509856559969] | [0.9875073576772786, 0.96311662724932, 0.9910244756938896] |
|
| 358 |
-
| 0.0044 | 305.0 | 107360 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9694322567350819, 0.944582766165652, 0.9789692111184048] | [0.9872194415847313, 0.9630996577379319, 0.9912471337327432] |
|
| 359 |
-
| 0.0044 | 306.0 | 107712 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9694002433698126, 0.9446991930348256, 0.9789384203942975] | [0.9871895805269677, 0.9632235251889987, 0.9912124492329587] |
|
| 360 |
-
| 0.0044 | 307.0 | 108064 | 0.0026 | 0.9644 | 0.9806 | 0.9841 | [0.9694847530170445, 0.9447496818779233, 0.9788903914177217] | [0.9872751428307898, 0.9632296242310329, 0.9911683104945221] |
|
| 361 |
-
| 0.0044 | 308.0 | 108416 | 0.0026 | 0.9644 | 0.9805 | 0.9841 | [0.9696398017109359, 0.944598488111509, 0.978830749313142] | [0.9874383991235789, 0.963111925696459, 0.9910980752574459] |
|
| 362 |
-
| 0.0045 | 309.0 | 108768 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9695973238301179, 0.9444233053573874, 0.9789468772649665] | [0.9873907010777728, 0.9629130030947298, 0.9912228965822883] |
|
| 363 |
-
| 0.0043 | 310.0 | 109120 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9694890087796452, 0.9442512372462036, 0.9790705990805632] | [0.9872867686674325, 0.9627412516753524, 0.9913553959213994] |
|
| 364 |
-
| 0.0043 | 311.0 | 109472 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9695470909793544, 0.9444017816289381, 0.9789644199198176] | [0.9873468761698097, 0.9629011543829548, 0.9912443425229976] |
|
| 365 |
-
| 0.0044 | 312.0 | 109824 | 0.0025 | 0.9644 | 0.9805 | 0.9841 | [0.9694797089775404, 0.9446818460631837, 0.9789239215129693] | [0.9872680260202924, 0.9631727863499486, 0.9911980469406668] |
|
| 366 |
-
| 0.0044 | 313.0 | 110176 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9694613526646529, 0.9444633761589961, 0.9790217469087532] | [0.98725049734173, 0.962963172956045, 0.9912960324025327] |
|
| 367 |
-
| 0.0043 | 314.0 | 110528 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9694927293809907, 0.9446081762302188, 0.9789368088841398] | [0.9872852271200323, 0.9631047086630863, 0.9912106205093324] |
|
| 368 |
-
| 0.0044 | 315.0 | 110880 | 0.0025 | 0.9644 | 0.9806 | 0.9841 | [0.969496806317219, 0.9447859855910549, 0.9788492568810394] | [0.987291701619113, 0.9633040505115674, 0.9911154743815179] |
|
| 369 |
|
| 370 |
|
| 371 |
### Framework versions
|
|
|
|
| 14 |
|
| 15 |
This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
|
| 16 |
It achieves the following results on the evaluation set:
|
| 17 |
+
- Loss: 0.0442
|
| 18 |
+
- Mean Iou: 0.9324
|
| 19 |
+
- Mean Accuracy: 0.9633
|
| 20 |
+
- Overall Accuracy: 0.9704
|
| 21 |
+
- Per Category Iou: [0.9492969014052214, 0.8833148832537979, 0.9646684118247586]
|
| 22 |
+
- Per Category Accuracy: [0.97225521704602, 0.9314524772776496, 0.9862309492005294]
|
| 23 |
|
| 24 |
## Model description
|
| 25 |
|
|
|
|
| 38 |
### Training hyperparameters
|
| 39 |
|
| 40 |
The following hyperparameters were used during training:
|
| 41 |
+
- learning_rate: 0.00018
|
| 42 |
+
- train_batch_size: 100
|
| 43 |
+
- eval_batch_size: 8
|
| 44 |
- seed: 42
|
| 45 |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 46 |
- lr_scheduler_type: linear
|
| 47 |
+
- num_epochs: 1
|
| 48 |
- mixed_precision_training: Native AMP
|
| 49 |
|
| 50 |
### Training results
|
| 51 |
|
| 52 |
+
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy |
|
| 53 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------------------------------------------------:|:----------------------------------------------------------:|
|
| 54 |
+
| 0.0545 | 1.0 | 2926 | 0.0442 | 0.9324 | 0.9633 | 0.9704 | [0.9492969014052214, 0.8833148832537979, 0.9646684118247586] | [0.97225521704602, 0.9314524772776496, 0.9862309492005294] |
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|
| 55 |
|
| 56 |
|
| 57 |
### Framework versions
|
config.json
CHANGED
|
@@ -4,7 +4,7 @@
|
|
| 4 |
],
|
| 5 |
"attention_probs_dropout_prob": 0.0,
|
| 6 |
"classifier_dropout_prob": 0.1,
|
| 7 |
-
"decoder_hidden_size":
|
| 8 |
"depths": [
|
| 9 |
3,
|
| 10 |
8,
|
|
@@ -18,7 +18,7 @@
|
|
| 18 |
128,
|
| 19 |
256,
|
| 20 |
384,
|
| 21 |
-
|
| 22 |
],
|
| 23 |
"id2label": {
|
| 24 |
"0": "sky",
|
|
|
|
| 4 |
],
|
| 5 |
"attention_probs_dropout_prob": 0.0,
|
| 6 |
"classifier_dropout_prob": 0.1,
|
| 7 |
+
"decoder_hidden_size": 1024,
|
| 8 |
"depths": [
|
| 9 |
3,
|
| 10 |
8,
|
|
|
|
| 18 |
128,
|
| 19 |
256,
|
| 20 |
384,
|
| 21 |
+
768
|
| 22 |
],
|
| 23 |
"id2label": {
|
| 24 |
"0": "sky",
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:adce41dec636ed35d4784899d571b42c638c43799c97f9cd49963408e480706d
|
| 3 |
+
size 369691932
|
training_args.bin
CHANGED
|
Binary files a/training_args.bin and b/training_args.bin differ
|
|
|