| EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS TRAIN_PRECISION TRAIN_RECALL TRAIN_ACCURACY TRAIN_F-SCORE DEV_LOSS DEV_PRECISION DEV_RECALL DEV_ACCURACY DEV_F-SCORE TEST_LOSS TEST_PRECISION TEST_RECALL TEST_ACCURACY TEST_F-SCORE | |
| 0 11:54:34 0 0.1000 2.73538844317839 _ _ _ _ _ _ _ _ _ _ 0.8821 0.8849 0.8835 0.8835 | |
| 1 11:56:11 0 0.1000 1.118676934314344 _ _ _ _ _ _ _ _ _ _ 0.9033 0.9033 0.9033 0.9033 | |
| 2 11:57:48 0 0.1000 0.8625876535434152 _ _ _ _ _ _ _ _ _ _ 0.9033 0.906 0.9046 0.9046 | |
| 3 11:59:25 0 0.1000 0.7509978762139655 _ _ _ _ _ _ _ _ _ _ 0.9033 0.9117 0.9075 0.9075 | |
| 4 12:01:02 0 0.1000 0.6714545077168508 _ _ _ _ _ _ _ _ _ _ 0.9169 0.9129 0.9149 0.9149 | |
| 5 12:02:41 0 0.1000 0.6137293781658204 _ _ _ _ _ _ _ _ _ _ 0.9075 0.9157 0.9116 0.9116 | |
| 6 12:04:18 0 0.1000 0.5599488914352068 _ _ _ _ _ _ _ _ _ _ 0.9142 0.923 0.9186 0.9186 | |
| 7 12:05:53 0 0.1000 0.5161069346102171 _ _ _ _ _ _ _ _ _ _ 0.9163 0.9193 0.9178 0.9178 | |
| 8 12:07:29 0 0.1000 0.5244319860007404 _ _ _ _ _ _ _ _ _ _ 0.9247 0.9263 0.9255 0.9255 | |
| 9 12:09:06 1 0.1000 0.4650024102062725 _ _ _ _ _ _ _ _ _ _ 0.9156 0.9201 0.9179 0.9178 | |
| 10 12:10:43 0 0.1000 0.45536044239190343 _ _ _ _ _ _ _ _ _ _ 0.9147 0.924 0.9193 0.9193 | |
| 11 12:12:20 0 0.1000 0.4311140479611516 _ _ _ _ _ _ _ _ _ _ 0.9076 0.9221 0.9148 0.9148 | |
| 12 12:13:57 0 0.1000 0.41773630422427716 _ _ _ _ _ _ _ _ _ _ 0.9135 0.9232 0.9183 0.9183 | |
| 13 12:15:34 0 0.1000 0.39989252508555506 _ _ _ _ _ _ _ _ _ _ 0.9127 0.924 0.9184 0.9183 | |
| 14 12:17:11 0 0.1000 0.41186320149258326 _ _ _ _ _ _ _ _ _ _ 0.917 0.9235 0.9203 0.9202 | |
| 15 12:18:46 1 0.1000 0.39109092455649835 _ _ _ _ _ _ _ _ _ _ 0.9237 0.9278 0.9257 0.9257 | |
| 16 12:20:22 0 0.1000 0.36358819198835796 _ _ _ _ _ _ _ _ _ _ 0.9223 0.9253 0.9238 0.9238 | |
| 17 12:21:58 0 0.1000 0.3543564788127071 _ _ _ _ _ _ _ _ _ _ 0.923 0.9338 0.9284 0.9284 | |
| 18 12:23:34 0 0.1000 0.3434745372229977 _ _ _ _ _ _ _ _ _ _ 0.9254 0.9306 0.928 0.928 | |
| 19 12:25:09 0 0.1000 0.33744065085704467 _ _ _ _ _ _ _ _ _ _ 0.9228 0.9297 0.9263 0.9262 | |
| 20 12:26:46 0 0.1000 0.33369330760877464 _ _ _ _ _ _ _ _ _ _ 0.9226 0.9283 0.9254 0.9254 | |
| 21 12:28:23 0 0.1000 0.3400332434277014 _ _ _ _ _ _ _ _ _ _ 0.9217 0.9249 0.9233 0.9233 | |
| 22 12:29:59 1 0.1000 0.3198289048708545 _ _ _ _ _ _ _ _ _ _ 0.9199 0.9297 0.9248 0.9248 | |
| 23 12:31:37 0 0.1000 0.319529091976577 _ _ _ _ _ _ _ _ _ _ 0.9218 0.9302 0.926 0.926 | |
| 24 12:33:12 0 0.1000 0.3116783418222823 _ _ _ _ _ _ _ _ _ _ 0.9233 0.9267 0.925 0.925 | |
| 25 12:34:49 0 0.1000 0.29937481850471265 _ _ _ _ _ _ _ _ _ _ 0.9233 0.9295 0.9264 0.9264 | |
| 26 12:36:25 0 0.1000 0.29989841146752844 _ _ _ _ _ _ _ _ _ _ 0.9201 0.9281 0.9241 0.9241 | |
| 27 12:38:00 1 0.1000 0.29239999280869716 _ _ _ _ _ _ _ _ _ _ 0.9173 0.9285 0.9228 0.9229 | |
| 28 12:39:36 0 0.1000 0.28970547210283215 _ _ _ _ _ _ _ _ _ _ 0.9251 0.9313 0.9282 0.9282 | |
| 29 12:41:12 0 0.1000 0.29258880794568354 _ _ _ _ _ _ _ _ _ _ 0.926 0.9304 0.9282 0.9282 | |
| 30 12:42:47 1 0.1000 0.2881326142581234 _ _ _ _ _ _ _ _ _ _ 0.9233 0.9292 0.9262 0.9262 | |
| 31 12:44:24 0 0.1000 0.2810851916358289 _ _ _ _ _ _ _ _ _ _ 0.926 0.9285 0.9272 0.9272 | |
| 32 12:46:02 0 0.1000 0.2719097940707177 _ _ _ _ _ _ _ _ _ _ 0.9236 0.9295 0.9266 0.9265 | |
| 33 12:47:37 0 0.1000 0.2713488189016313 _ _ _ _ _ _ _ _ _ _ 0.9221 0.9327 0.9274 0.9274 | |
| 34 12:49:14 0 0.1000 0.2809630265140549 _ _ _ _ _ _ _ _ _ _ 0.9258 0.9304 0.9281 0.9281 | |
| 35 12:50:52 1 0.1000 0.26241666142846076 _ _ _ _ _ _ _ _ _ _ 0.9227 0.9294 0.926 0.926 | |
| 36 12:52:28 0 0.1000 0.24546798556075666 _ _ _ _ _ _ _ _ _ _ 0.9239 0.9304 0.9271 0.9271 | |
| 37 12:54:05 0 0.1000 0.252687362127625 _ _ _ _ _ _ _ _ _ _ 0.9199 0.9297 0.9248 0.9248 | |
| 38 12:55:40 1 0.1000 0.25465273592250237 _ _ _ _ _ _ _ _ _ _ 0.9212 0.929 0.9251 0.9251 | |
| 39 12:57:16 2 0.1000 0.25537284292813234 _ _ _ _ _ _ _ _ _ _ 0.9227 0.9294 0.926 0.926 | |
| 40 12:58:52 3 0.1000 0.25918467180622834 _ _ _ _ _ _ _ _ _ _ 0.9238 0.9338 0.9288 0.9288 | |
| 41 13:00:27 0 0.0500 0.2266597393010875 _ _ _ _ _ _ _ _ _ _ 0.9241 0.9313 0.9277 0.9277 | |
| 42 13:02:04 0 0.0500 0.20563673338696012 _ _ _ _ _ _ _ _ _ _ 0.9249 0.9309 0.9279 0.9279 | |
| 43 13:03:47 0 0.0500 0.2099513485329213 _ _ _ _ _ _ _ _ _ _ 0.9242 0.9302 0.9272 0.9272 | |
| 44 13:05:28 1 0.0500 0.20067912960016313 _ _ _ _ _ _ _ _ _ _ 0.9267 0.9329 0.9298 0.9298 | |
| 45 13:07:09 0 0.0500 0.18854872132422626 _ _ _ _ _ _ _ _ _ _ 0.9244 0.9327 0.9285 0.9285 | |
| 46 13:08:49 0 0.0500 0.19183702602726538 _ _ _ _ _ _ _ _ _ _ 0.9249 0.9336 0.9292 0.9292 | |
| 47 13:10:29 1 0.0500 0.18874652515044027 _ _ _ _ _ _ _ _ _ _ 0.926 0.9308 0.9284 0.9284 | |
| 48 13:12:07 2 0.0500 0.18504279042132687 _ _ _ _ _ _ _ _ _ _ 0.9255 0.9322 0.9288 0.9288 | |
| 49 13:13:44 0 0.0500 0.18426746800876997 _ _ _ _ _ _ _ _ _ _ 0.9226 0.9304 0.9265 0.9265 | |
| 50 13:15:22 0 0.0500 0.18763158002636435 _ _ _ _ _ _ _ _ _ _ 0.9223 0.9295 0.9259 0.9259 | |
| 51 13:17:00 1 0.0500 0.1793311693310085 _ _ _ _ _ _ _ _ _ _ 0.9251 0.9317 0.9284 0.9284 | |
| 52 13:18:38 0 0.0500 0.17924908532725758 _ _ _ _ _ _ _ _ _ _ 0.9282 0.9322 0.9302 0.9302 | |
| 53 13:20:16 0 0.0500 0.16567363577768138 _ _ _ _ _ _ _ _ _ _ 0.9251 0.9313 0.9282 0.9282 | |
| 54 13:21:53 0 0.0500 0.1709139728354922 _ _ _ _ _ _ _ _ _ _ 0.9259 0.9313 0.9286 0.9286 | |
| 55 13:23:30 1 0.0500 0.1622482556505513 _ _ _ _ _ _ _ _ _ _ 0.9266 0.9317 0.9291 0.9291 | |
| 56 13:25:07 0 0.0500 0.1750158140835436 _ _ _ _ _ _ _ _ _ _ 0.9263 0.9304 0.9284 0.9283 | |
| 57 13:26:43 1 0.0500 0.16699462409059007 _ _ _ _ _ _ _ _ _ _ 0.9252 0.9313 0.9283 0.9282 | |
| 58 13:28:21 2 0.0500 0.17495543460745686 _ _ _ _ _ _ _ _ _ _ 0.9304 0.9343 0.9323 0.9323 | |
| 59 13:29:58 3 0.0500 0.15922732715754498 _ _ _ _ _ _ _ _ _ _ 0.9255 0.9327 0.9291 0.9291 | |
| 60 13:31:34 0 0.0500 0.1611535432493371 _ _ _ _ _ _ _ _ _ _ 0.9238 0.9299 0.9269 0.9268 | |
| 61 13:33:12 1 0.0500 0.16398702251525493 _ _ _ _ _ _ _ _ _ _ 0.9255 0.9322 0.9288 0.9288 | |
| 62 13:34:47 2 0.0500 0.1708997069468235 _ _ _ _ _ _ _ _ _ _ 0.926 0.9309 0.9285 0.9284 | |
| 63 13:36:22 3 0.0500 0.15964372034144714 _ _ _ _ _ _ _ _ _ _ 0.9287 0.9313 0.93 0.93 | |
| 64 13:37:57 0 0.0250 0.15631725272208263 _ _ _ _ _ _ _ _ _ _ 0.9262 0.9327 0.9294 0.9294 | |
| 65 13:39:35 0 0.0250 0.14626933712691323 _ _ _ _ _ _ _ _ _ _ 0.9247 0.9327 0.9287 0.9287 | |
| 66 13:41:11 0 0.0250 0.1442983325810857 _ _ _ _ _ _ _ _ _ _ 0.9247 0.9325 0.9286 0.9286 | |
| 67 13:42:48 0 0.0250 0.13470685914209696 _ _ _ _ _ _ _ _ _ _ 0.9266 0.932 0.9293 0.9293 | |
| 68 13:44:25 0 0.0250 0.12936415235853993 _ _ _ _ _ _ _ _ _ _ 0.9243 0.9333 0.9287 0.9288 | |
| 69 13:46:01 0 0.0250 0.14095035943275402 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9329 0.93 0.93 | |
| 70 13:47:37 1 0.0250 0.1347877641412318 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9327 0.9302 0.9302 | |
| 71 13:49:11 2 0.0250 0.13894263496310033 _ _ _ _ _ _ _ _ _ _ 0.9238 0.9317 0.9277 0.9277 | |
| 72 13:50:48 3 0.0250 0.1443860820139132 _ _ _ _ _ _ _ _ _ _ 0.9258 0.9318 0.9288 0.9288 | |
| 73 13:52:25 0 0.0125 0.12581411408310833 _ _ _ _ _ _ _ _ _ _ 0.9274 0.9334 0.9304 0.9304 | |
| 74 13:54:01 0 0.0125 0.12721009627335866 _ _ _ _ _ _ _ _ _ _ 0.9274 0.9334 0.9304 0.9304 | |
| 75 13:55:37 1 0.0125 0.1278715432384683 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9334 0.9303 0.9303 | |
| 76 13:57:12 2 0.0125 0.12584064525297675 _ _ _ _ _ _ _ _ _ _ 0.9268 0.9324 0.9296 0.9296 | |
| 77 13:58:47 3 0.0125 0.1265358718140677 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9329 0.93 0.93 | |
| 78 14:00:23 0 0.0063 0.12764276347302203 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9329 0.93 0.93 | |
| 79 14:01:59 1 0.0063 0.12714154495622113 _ _ _ _ _ _ _ _ _ _ 0.9271 0.9322 0.9296 0.9296 | |
| 80 14:03:37 2 0.0063 0.1286786236311048 _ _ _ _ _ _ _ _ _ _ 0.9271 0.932 0.9295 0.9295 | |
| 81 14:05:14 3 0.0063 0.12327975417478088 _ _ _ _ _ _ _ _ _ _ 0.9277 0.932 0.9299 0.9298 | |
| 82 14:06:49 0 0.0063 0.12612910181023929 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305 | |
| 83 14:08:24 1 0.0063 0.11570722295915842 _ _ _ _ _ _ _ _ _ _ 0.9285 0.9336 0.931 0.931 | |
| 84 14:10:00 0 0.0063 0.11755319823354639 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9329 0.9302 0.9302 | |
| 85 14:11:35 1 0.0063 0.11165953258741182 _ _ _ _ _ _ _ _ _ _ 0.9262 0.9327 0.9294 0.9294 | |
| 86 14:13:11 0 0.0063 0.10628769204318475 _ _ _ _ _ _ _ _ _ _ 0.9284 0.9341 0.9313 0.9312 | |
| 87 14:14:50 0 0.0063 0.11921017647874857 _ _ _ _ _ _ _ _ _ _ 0.9281 0.9343 0.9312 0.9312 | |
| 88 14:16:25 1 0.0063 0.11036880946718812 _ _ _ _ _ _ _ _ _ _ 0.9282 0.9334 0.9308 0.9308 | |
| 89 14:18:01 2 0.0063 0.11956419991534725 _ _ _ _ _ _ _ _ _ _ 0.9269 0.9338 0.9303 0.9303 | |
| 90 14:19:37 3 0.0063 0.11449584954218936 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9343 0.931 0.931 | |
| 91 14:21:15 0 0.0031 0.11985806564015179 _ _ _ _ _ _ _ _ _ _ 0.9274 0.9338 0.9306 0.9306 | |
| 92 14:22:49 1 0.0031 0.11379744750351425 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9333 0.9305 0.9305 | |
| 93 14:24:26 2 0.0031 0.12914000581817717 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305 | |
| 94 14:26:01 3 0.0031 0.11716058269358712 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9338 0.9307 0.9307 | |
| 95 14:28:00 0 0.0016 0.1204525799710712 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9334 0.9306 0.9306 | |
| 96 14:29:41 1 0.0016 0.11789309700052311 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9333 0.9305 0.9305 | |
| 97 14:32:51 2 0.0016 0.11506359194608418 _ _ _ _ _ _ _ _ _ _ 0.9282 0.9334 0.9308 0.9308 | |
| 98 14:36:39 3 0.0016 0.11743626397896258 _ _ _ _ _ _ _ _ _ _ 0.9279 0.9336 0.9307 0.9307 | |
| 99 14:38:46 0 0.0008 0.11851828922484035 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9334 0.9305 0.9304 | |
| 100 14:40:52 1 0.0008 0.11981437879804349 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305 | |
| 101 14:43:49 2 0.0008 0.11978041002280485 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305 | |
| 102 14:46:01 3 0.0008 0.1271665156879238 _ _ _ _ _ _ _ _ _ _ 0.928 0.9334 0.9307 0.9307 | |
| 103 14:48:22 0 0.0004 0.1229250064769851 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9334 0.9306 0.9306 | |
| 104 14:50:40 1 0.0004 0.1170557794264453 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9334 0.9306 0.9306 | |
| 105 14:52:46 2 0.0004 0.11941440940219807 _ _ _ _ _ _ _ _ _ _ 0.928 0.9334 0.9307 0.9307 | |
| 106 14:55:43 3 0.0004 0.10896147789105241 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9333 0.9304 0.9304 | |
| 107 14:58:20 0 0.0002 0.10579175638492298 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9333 0.9304 0.9304 | |
| 108 15:00:31 0 0.0002 0.12743578397477667 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9333 0.9304 0.9304 | |
| 109 15:03:02 1 0.0002 0.11809778236757544 _ _ _ _ _ _ _ _ _ _ 0.9273 0.9331 0.9302 0.9302 | |
| 110 15:05:55 2 0.0002 0.1163037369672841 _ _ _ _ _ _ _ _ _ _ 0.9273 0.9331 0.9302 0.9302 | |
| 111 15:07:57 3 0.0002 0.1237109458744316 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9331 0.9303 0.9303 | |