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December 1, 2015 15:59
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In [21]: fm = pylibfm.FM(num_factors=10, num_iter=600, verbose=True, task="regression", initial_learning_rate=0.0001, learning_rate_schedule= | |
"optimal") | |
In [22]: fm.fit(X_train,y_train) | |
Creating validation dataset of 0.01 of training for adaptive regularization | |
-- Epoch 1 | |
Training RMSE: 0.78393 | |
-- Epoch 2 | |
Training RMSE: 0.61129 | |
-- Epoch 3 | |
Training RMSE: 0.59825 | |
-- Epoch 4 | |
Training RMSE: 0.58678 | |
-- Epoch 5 | |
Training RMSE: 0.57664 | |
-- Epoch 6 | |
Training RMSE: 0.56759 | |
-- Epoch 7 | |
Training RMSE: 0.55950 | |
-- Epoch 8 | |
Training RMSE: 0.55225 | |
-- Epoch 9 | |
Training RMSE: 0.54564 | |
-- Epoch 10 | |
Training RMSE: 0.53966 | |
-- Epoch 11 | |
Training RMSE: 0.53419 | |
-- Epoch 12 | |
Training RMSE: 0.52916 | |
-- Epoch 13 | |
Training RMSE: 0.52457 | |
-- Epoch 14 | |
Training RMSE: 0.52032 | |
-- Epoch 15 | |
Training RMSE: 0.51637 | |
-- Epoch 16 | |
Training RMSE: 0.51271 | |
-- Epoch 17 | |
Training RMSE: 0.50930 | |
-- Epoch 18 | |
Training RMSE: 0.50611 | |
-- Epoch 19 | |
Training RMSE: 0.50316 | |
-- Epoch 20 | |
Training RMSE: 0.50035 | |
-- Epoch 21 | |
Training RMSE: 0.49773 | |
-- Epoch 22 | |
Training RMSE: 0.49527 | |
-- Epoch 23 | |
Training RMSE: 0.49293 | |
-- Epoch 24 | |
Training RMSE: 0.49074 | |
-- Epoch 25 | |
Training RMSE: 0.48868 | |
-- Epoch 26 | |
Training RMSE: 0.48669 | |
-- Epoch 27 | |
Training RMSE: 0.48484 | |
-- Epoch 28 | |
Training RMSE: 0.48303 | |
-- Epoch 29 | |
Training RMSE: 0.48137 | |
-- Epoch 30 | |
Training RMSE: 0.47974 | |
-- Epoch 31 | |
Training RMSE: 0.47824 | |
-- Epoch 32 | |
Training RMSE: 0.47675 | |
-- Epoch 33 | |
Training RMSE: 0.47533 | |
-- Epoch 34 | |
Training RMSE: 0.47400 | |
-- Epoch 35 | |
Training RMSE: 0.47271 | |
-- Epoch 36 | |
Training RMSE: 0.47145 | |
-- Epoch 37 | |
Training RMSE: 0.47028 | |
-- Epoch 38 | |
Training RMSE: 0.46916 | |
-- Epoch 39 | |
Training RMSE: 0.46804 | |
-- Epoch 40 | |
Training RMSE: 0.46699 | |
-- Epoch 41 | |
Training RMSE: 0.46594 | |
-- Epoch 42 | |
Training RMSE: 0.46497 | |
-- Epoch 43 | |
Training RMSE: 0.46399 | |
-- Epoch 44 | |
Training RMSE: 0.46310 | |
-- Epoch 45 | |
Training RMSE: 0.46221 | |
-- Epoch 46 | |
Training RMSE: 0.46136 | |
-- Epoch 47 | |
Training RMSE: 0.46052 | |
-- Epoch 48 | |
Training RMSE: 0.45970 | |
-- Epoch 49 | |
Training RMSE: 0.45893 | |
-- Epoch 50 | |
Training RMSE: 0.45818 | |
-- Epoch 51 | |
Training RMSE: 0.45742 | |
-- Epoch 52 | |
Training RMSE: 0.45670 | |
-- Epoch 53 | |
Training RMSE: 0.45601 | |
-- Epoch 54 | |
Training RMSE: 0.45530 | |
-- Epoch 55 | |
Training RMSE: 0.45468 | |
-- Epoch 56 | |
Training RMSE: 0.45404 | |
-- Epoch 57 | |
Training RMSE: 0.45340 | |
-- Epoch 58 | |
Training RMSE: 0.45280 | |
-- Epoch 59 | |
Training RMSE: 0.45218 | |
-- Epoch 60 | |
Training RMSE: 0.45164 | |
-- Epoch 61 | |
Training RMSE: 0.45106 | |
-- Epoch 62 | |
Training RMSE: 0.45052 | |
-- Epoch 63 | |
Training RMSE: 0.44998 | |
-- Epoch 64 | |
Training RMSE: 0.44945 | |
-- Epoch 65 | |
Training RMSE: 0.44895 | |
-- Epoch 66 | |
Training RMSE: 0.44843 | |
-- Epoch 67 | |
Training RMSE: 0.44795 | |
-- Epoch 68 | |
Training RMSE: 0.44746 | |
-- Epoch 69 | |
Training RMSE: 0.44701 | |
-- Epoch 70 | |
Training RMSE: 0.44652 | |
-- Epoch 71 | |
Training RMSE: 0.44606 | |
-- Epoch 72 | |
Training RMSE: 0.44565 | |
-- Epoch 73 | |
Training RMSE: 0.44519 | |
-- Epoch 74 | |
Training RMSE: 0.44478 | |
-- Epoch 75 | |
Training RMSE: 0.44436 | |
-- Epoch 76 | |
Training RMSE: 0.44393 | |
-- Epoch 77 | |
Training RMSE: 0.44355 | |
-- Epoch 78 | |
Training RMSE: 0.44317 | |
-- Epoch 79 | |
Training RMSE: 0.44279 | |
-- Epoch 80 | |
Training RMSE: 0.44240 | |
-- Epoch 81 | |
Training RMSE: 0.44201 | |
-- Epoch 82 | |
Training RMSE: 0.44165 | |
-- Epoch 83 | |
Training RMSE: 0.44131 | |
-- Epoch 84 | |
Training RMSE: 0.44095 | |
-- Epoch 85 | |
Training RMSE: 0.44058 | |
-- Epoch 86 | |
Training RMSE: 0.44027 | |
-- Epoch 87 | |
Training RMSE: 0.43991 | |
-- Epoch 88 | |
Training RMSE: 0.43958 | |
-- Epoch 89 | |
Training RMSE: 0.43925 | |
-- Epoch 90 | |
Training RMSE: 0.43891 | |
-- Epoch 91 | |
Training RMSE: 0.43862 | |
-- Epoch 92 | |
Training RMSE: 0.43831 | |
-- Epoch 93 | |
Training RMSE: 0.43801 | |
-- Epoch 94 | |
Training RMSE: 0.43770 | |
-- Epoch 95 | |
Training RMSE: 0.43743 | |
-- Epoch 96 | |
Training RMSE: 0.43712 | |
-- Epoch 97 | |
Training RMSE: 0.43684 | |
-- Epoch 98 | |
Training RMSE: 0.43655 | |
-- Epoch 99 | |
Training RMSE: 0.43627 | |
-- Epoch 100 | |
Training RMSE: 0.43598 | |
-- Epoch 101 | |
Training RMSE: 0.43572 | |
-- Epoch 102 | |
Training RMSE: 0.43545 | |
-- Epoch 103 | |
Training RMSE: 0.43519 | |
-- Epoch 104 | |
Training RMSE: 0.43494 | |
-- Epoch 105 | |
Training RMSE: 0.43466 | |
-- Epoch 106 | |
Training RMSE: 0.43440 | |
-- Epoch 107 | |
Training RMSE: 0.43416 | |
-- Epoch 108 | |
Training RMSE: 0.43391 | |
-- Epoch 109 | |
Training RMSE: 0.43364 | |
-- Epoch 110 | |
Training RMSE: 0.43342 | |
-- Epoch 111 | |
Training RMSE: 0.43318 | |
-- Epoch 112 | |
Training RMSE: 0.43294 | |
-- Epoch 113 | |
Training RMSE: 0.43271 | |
-- Epoch 114 | |
Training RMSE: 0.43249 | |
-- Epoch 115 | |
Training RMSE: 0.43225 | |
-- Epoch 116 | |
Training RMSE: 0.43204 | |
-- Epoch 117 | |
Training RMSE: 0.43179 | |
-- Epoch 118 | |
Training RMSE: 0.43160 | |
-- Epoch 119 | |
Training RMSE: 0.43138 | |
-- Epoch 120 | |
Training RMSE: 0.43115 | |
-- Epoch 121 | |
Training RMSE: 0.43094 | |
-- Epoch 122 | |
Training RMSE: 0.43073 | |
-- Epoch 123 | |
Training RMSE: 0.43049 | |
-- Epoch 124 | |
Training RMSE: 0.43032 | |
-- Epoch 125 | |
Training RMSE: 0.43008 | |
-- Epoch 126 | |
Training RMSE: 0.42990 | |
-- Epoch 127 | |
Training RMSE: 0.42971 | |
-- Epoch 128 | |
Training RMSE: 0.42949 | |
-- Epoch 129 | |
Training RMSE: 0.42930 | |
-- Epoch 130 | |
Training RMSE: 0.42912 | |
-- Epoch 131 | |
Training RMSE: 0.42891 | |
-- Epoch 132 | |
Training RMSE: 0.42873 | |
-- Epoch 133 | |
Training RMSE: 0.42854 | |
-- Epoch 134 | |
Training RMSE: 0.42834 | |
-- Epoch 135 | |
Training RMSE: 0.42816 | |
-- Epoch 136 | |
Training RMSE: 0.42800 | |
-- Epoch 137 | |
Training RMSE: 0.42781 | |
-- Epoch 138 | |
Training RMSE: 0.42762 | |
-- Epoch 139 | |
Training RMSE: 0.42743 | |
-- Epoch 140 | |
Training RMSE: 0.42725 | |
-- Epoch 141 | |
Training RMSE: 0.42707 | |
-- Epoch 142 | |
Training RMSE: 0.42691 | |
-- Epoch 143 | |
Training RMSE: 0.42672 | |
-- Epoch 144 | |
Training RMSE: 0.42658 | |
-- Epoch 145 | |
Training RMSE: 0.42639 | |
-- Epoch 146 | |
Training RMSE: 0.42621 | |
-- Epoch 147 | |
Training RMSE: 0.42602 | |
-- Epoch 148 | |
Training RMSE: 0.42589 | |
-- Epoch 149 | |
Training RMSE: 0.42574 | |
-- Epoch 150 | |
Training RMSE: 0.42555 | |
-- Epoch 151 | |
Training RMSE: 0.42537 | |
-- Epoch 152 | |
Training RMSE: 0.42521 | |
-- Epoch 153 | |
Training RMSE: 0.42507 | |
-- Epoch 154 | |
Training RMSE: 0.42492 | |
-- Epoch 155 | |
Training RMSE: 0.42476 | |
-- Epoch 156 | |
Training RMSE: 0.42459 | |
-- Epoch 157 | |
Training RMSE: 0.42442 | |
-- Epoch 158 | |
Training RMSE: 0.42428 | |
-- Epoch 159 | |
Training RMSE: 0.42413 | |
-- Epoch 160 | |
Training RMSE: 0.42396 | |
-- Epoch 161 | |
Training RMSE: 0.42384 | |
-- Epoch 162 | |
Training RMSE: 0.42365 | |
-- Epoch 163 | |
Training RMSE: 0.42353 | |
-- Epoch 164 | |
Training RMSE: 0.42336 | |
-- Epoch 165 | |
Training RMSE: 0.42319 | |
-- Epoch 166 | |
Training RMSE: 0.42308 | |
-- Epoch 167 | |
Training RMSE: 0.42293 | |
-- Epoch 168 | |
Training RMSE: 0.42278 | |
-- Epoch 169 | |
Training RMSE: 0.42265 | |
-- Epoch 170 | |
Training RMSE: 0.42249 | |
-- Epoch 171 | |
Training RMSE: 0.42231 | |
-- Epoch 172 | |
Training RMSE: 0.42219 | |
-- Epoch 173 | |
Training RMSE: 0.42204 | |
-- Epoch 174 | |
Training RMSE: 0.42190 | |
-- Epoch 175 | |
Training RMSE: 0.42179 | |
-- Epoch 176 | |
Training RMSE: 0.42162 | |
-- Epoch 177 | |
Training RMSE: 0.42150 | |
-- Epoch 178 | |
Training RMSE: 0.42135 | |
-- Epoch 179 | |
Training RMSE: 0.42121 | |
-- Epoch 180 | |
Training RMSE: 0.42109 | |
-- Epoch 181 | |
Training RMSE: 0.42093 | |
-- Epoch 182 | |
Training RMSE: 0.42081 | |
-- Epoch 183 | |
Training RMSE: 0.42066 | |
-- Epoch 184 | |
Training RMSE: 0.42053 | |
-- Epoch 185 | |
Training RMSE: 0.42039 | |
-- Epoch 186 | |
Training RMSE: 0.42026 | |
-- Epoch 187 | |
Training RMSE: 0.42009 | |
-- Epoch 188 | |
Training RMSE: 0.41998 | |
-- Epoch 189 | |
Training RMSE: 0.41984 | |
-- Epoch 190 | |
Training RMSE: 0.41968 | |
-- Epoch 191 | |
Training RMSE: 0.41961 | |
-- Epoch 192 | |
Training RMSE: 0.41946 | |
-- Epoch 193 | |
Training RMSE: 0.41932 | |
-- Epoch 194 | |
Training RMSE: 0.41920 | |
-- Epoch 195 | |
Training RMSE: 0.41906 | |
-- Epoch 196 | |
Training RMSE: 0.41892 | |
-- Epoch 197 | |
Training RMSE: 0.41880 | |
-- Epoch 198 | |
Training RMSE: 0.41869 | |
-- Epoch 199 | |
Training RMSE: 0.41855 | |
-- Epoch 200 | |
Training RMSE: 0.41842 | |
-- Epoch 201 | |
Training RMSE: 0.41827 | |
-- Epoch 202 | |
Training RMSE: 0.41816 | |
-- Epoch 203 | |
Training RMSE: 0.41801 | |
-- Epoch 204 | |
Training RMSE: 0.41791 | |
-- Epoch 205 | |
Training RMSE: 0.41774 | |
-- Epoch 206 | |
Training RMSE: 0.41766 | |
-- Epoch 207 | |
Training RMSE: 0.41751 | |
-- Epoch 208 | |
Training RMSE: 0.41742 | |
-- Epoch 209 | |
Training RMSE: 0.41727 | |
-- Epoch 210 | |
Training RMSE: 0.41715 | |
-- Epoch 211 | |
Training RMSE: 0.41700 | |
-- Epoch 212 | |
Training RMSE: 0.41689 | |
-- Epoch 213 | |
Training RMSE: 0.41675 | |
-- Epoch 214 | |
Training RMSE: 0.41665 | |
-- Epoch 215 | |
Training RMSE: 0.41648 | |
-- Epoch 216 | |
Training RMSE: 0.41641 | |
-- Epoch 217 | |
Training RMSE: 0.41628 | |
-- Epoch 218 | |
Training RMSE: 0.41615 | |
-- Epoch 219 | |
Training RMSE: 0.41601 | |
-- Epoch 220 | |
Training RMSE: 0.41589 | |
-- Epoch 221 | |
Training RMSE: 0.41579 | |
-- Epoch 222 | |
Training RMSE: 0.41567 | |
-- Epoch 223 | |
Training RMSE: 0.41550 | |
-- Epoch 224 | |
Training RMSE: 0.41541 | |
-- Epoch 225 | |
Training RMSE: 0.41525 | |
-- Epoch 226 | |
Training RMSE: 0.41516 | |
-- Epoch 227 | |
Training RMSE: 0.41504 | |
-- Epoch 228 | |
Training RMSE: 0.41485 | |
-- Epoch 229 | |
Training RMSE: 0.41479 | |
-- Epoch 230 | |
Training RMSE: 0.41466 | |
-- Epoch 231 | |
Training RMSE: 0.41452 | |
-- Epoch 232 | |
Training RMSE: 0.41442 | |
-- Epoch 233 | |
Training RMSE: 0.41430 | |
-- Epoch 234 | |
Training RMSE: 0.41415 | |
-- Epoch 235 | |
Training RMSE: 0.41404 | |
-- Epoch 236 | |
Training RMSE: 0.41392 | |
-- Epoch 237 | |
Training RMSE: 0.41381 | |
-- Epoch 238 | |
Training RMSE: 0.41366 | |
-- Epoch 239 | |
Training RMSE: 0.41354 | |
-- Epoch 240 | |
Training RMSE: 0.41343 | |
-- Epoch 241 | |
Training RMSE: 0.41329 | |
-- Epoch 242 | |
Training RMSE: 0.41319 | |
-- Epoch 243 | |
Training RMSE: 0.41306 | |
-- Epoch 244 | |
Training RMSE: 0.41292 | |
-- Epoch 245 | |
Training RMSE: 0.41276 | |
-- Epoch 246 | |
Training RMSE: 0.41266 | |
-- Epoch 247 | |
Training RMSE: 0.41257 | |
-- Epoch 248 | |
Training RMSE: 0.41244 | |
-- Epoch 249 | |
Training RMSE: 0.41230 | |
-- Epoch 250 | |
Training RMSE: 0.41217 | |
-- Epoch 251 | |
Training RMSE: 0.41207 | |
-- Epoch 252 | |
Training RMSE: 0.41195 | |
-- Epoch 253 | |
Training RMSE: 0.41182 | |
-- Epoch 254 | |
Training RMSE: 0.41167 | |
-- Epoch 255 | |
Training RMSE: 0.41156 | |
-- Epoch 256 | |
Training RMSE: 0.41143 | |
-- Epoch 257 | |
Training RMSE: 0.41131 | |
-- Epoch 258 | |
Training RMSE: 0.41119 | |
-- Epoch 259 | |
Training RMSE: 0.41107 | |
-- Epoch 260 | |
Training RMSE: 0.41093 | |
-- Epoch 261 | |
Training RMSE: 0.41080 | |
-- Epoch 262 | |
Training RMSE: 0.41067 | |
-- Epoch 263 | |
Training RMSE: 0.41056 | |
-- Epoch 264 | |
Training RMSE: 0.41040 | |
-- Epoch 265 | |
Training RMSE: 0.41031 | |
-- Epoch 266 | |
Training RMSE: 0.41017 | |
-- Epoch 267 | |
Training RMSE: 0.41004 | |
-- Epoch 268 | |
Training RMSE: 0.40992 | |
-- Epoch 269 | |
Training RMSE: 0.40981 | |
-- Epoch 270 | |
Training RMSE: 0.40967 | |
-- Epoch 271 | |
Training RMSE: 0.40954 | |
-- Epoch 272 | |
Training RMSE: 0.40941 | |
-- Epoch 273 | |
Training RMSE: 0.40929 | |
-- Epoch 274 | |
Training RMSE: 0.40916 | |
-- Epoch 275 | |
Training RMSE: 0.40901 | |
-- Epoch 276 | |
Training RMSE: 0.40888 | |
-- Epoch 277 | |
Training RMSE: 0.40875 | |
-- Epoch 278 | |
Training RMSE: 0.40862 | |
-- Epoch 279 | |
Training RMSE: 0.40848 | |
-- Epoch 280 | |
Training RMSE: 0.40837 | |
-- Epoch 281 | |
Training RMSE: 0.40822 | |
-- Epoch 282 | |
Training RMSE: 0.40810 | |
-- Epoch 283 | |
Training RMSE: 0.40798 | |
-- Epoch 284 | |
Training RMSE: 0.40784 | |
-- Epoch 285 | |
Training RMSE: 0.40771 | |
-- Epoch 286 | |
Training RMSE: 0.40754 | |
-- Epoch 287 | |
Training RMSE: 0.40746 | |
-- Epoch 288 | |
Training RMSE: 0.40731 | |
-- Epoch 289 | |
Training RMSE: 0.40717 | |
-- Epoch 290 | |
Training RMSE: 0.40703 | |
-- Epoch 291 | |
Training RMSE: 0.40690 | |
-- Epoch 292 | |
Training RMSE: 0.40676 | |
-- Epoch 293 | |
Training RMSE: 0.40665 | |
-- Epoch 294 | |
Training RMSE: 0.40651 | |
-- Epoch 295 | |
Training RMSE: 0.40638 | |
-- Epoch 296 | |
Training RMSE: 0.40623 | |
-- Epoch 297 | |
Training RMSE: 0.40609 | |
-- Epoch 298 | |
Training RMSE: 0.40596 | |
-- Epoch 299 | |
Training RMSE: 0.40579 | |
-- Epoch 300 | |
Training RMSE: 0.40568 | |
-- Epoch 301 | |
Training RMSE: 0.40553 | |
-- Epoch 302 | |
Training RMSE: 0.40540 | |
-- Epoch 303 | |
Training RMSE: 0.40526 | |
-- Epoch 304 | |
Training RMSE: 0.40512 | |
-- Epoch 305 | |
Training RMSE: 0.40495 | |
-- Epoch 306 | |
Training RMSE: 0.40482 | |
-- Epoch 307 | |
Training RMSE: 0.40468 | |
-- Epoch 308 | |
Training RMSE: 0.40455 | |
-- Epoch 309 | |
Training RMSE: 0.40442 | |
-- Epoch 310 | |
Training RMSE: 0.40426 | |
-- Epoch 311 | |
Training RMSE: 0.40412 | |
-- Epoch 312 | |
Training RMSE: 0.40397 | |
-- Epoch 313 | |
Training RMSE: 0.40384 | |
-- Epoch 314 | |
Training RMSE: 0.40369 | |
-- Epoch 315 | |
Training RMSE: 0.40354 | |
-- Epoch 316 | |
Training RMSE: 0.40340 | |
-- Epoch 317 | |
Training RMSE: 0.40326 | |
-- Epoch 318 | |
Training RMSE: 0.40310 | |
-- Epoch 319 | |
Training RMSE: 0.40295 | |
-- Epoch 320 | |
Training RMSE: 0.40280 | |
-- Epoch 321 | |
Training RMSE: 0.40265 | |
-- Epoch 322 | |
Training RMSE: 0.40252 | |
-- Epoch 323 | |
Training RMSE: 0.40236 | |
-- Epoch 324 | |
Training RMSE: 0.40222 | |
-- Epoch 325 | |
Training RMSE: 0.40207 | |
-- Epoch 326 | |
Training RMSE: 0.40190 | |
-- Epoch 327 | |
Training RMSE: 0.40177 | |
-- Epoch 328 | |
Training RMSE: 0.40156 | |
-- Epoch 329 | |
Training RMSE: 0.40147 | |
-- Epoch 330 | |
Training RMSE: 0.40130 | |
-- Epoch 331 | |
Training RMSE: 0.40113 | |
-- Epoch 332 | |
Training RMSE: 0.40099 | |
-- Epoch 333 | |
Training RMSE: 0.40083 | |
-- Epoch 334 | |
Training RMSE: 0.40070 | |
-- Epoch 335 | |
Training RMSE: 0.40054 | |
-- Epoch 336 | |
Training RMSE: 0.40038 | |
-- Epoch 337 | |
Training RMSE: 0.40022 | |
-- Epoch 338 | |
Training RMSE: 0.40005 | |
-- Epoch 339 | |
Training RMSE: 0.39990 | |
-- Epoch 340 | |
Training RMSE: 0.39973 | |
-- Epoch 341 | |
Training RMSE: 0.39957 | |
-- Epoch 342 | |
Training RMSE: 0.39942 | |
-- Epoch 343 | |
Training RMSE: 0.39926 | |
-- Epoch 344 | |
Training RMSE: 0.39909 | |
-- Epoch 345 | |
Training RMSE: 0.39891 | |
-- Epoch 346 | |
Training RMSE: 0.39876 | |
-- Epoch 347 | |
Training RMSE: 0.39860 | |
-- Epoch 348 | |
Training RMSE: 0.39845 | |
-- Epoch 349 | |
Training RMSE: 0.39830 | |
-- Epoch 350 | |
Training RMSE: 0.39812 | |
-- Epoch 351 | |
Training RMSE: 0.39795 | |
-- Epoch 352 | |
Training RMSE: 0.39778 | |
-- Epoch 353 | |
Training RMSE: 0.39762 | |
-- Epoch 354 | |
Training RMSE: 0.39745 | |
-- Epoch 355 | |
Training RMSE: 0.39730 | |
-- Epoch 356 | |
Training RMSE: 0.39711 | |
-- Epoch 357 | |
Training RMSE: 0.39694 | |
-- Epoch 358 | |
Training RMSE: 0.39680 | |
-- Epoch 359 | |
Training RMSE: 0.39661 | |
-- Epoch 360 | |
Training RMSE: 0.39645 | |
-- Epoch 361 | |
Training RMSE: 0.39628 | |
-- Epoch 362 | |
Training RMSE: 0.39611 | |
-- Epoch 363 | |
Training RMSE: 0.39593 | |
-- Epoch 364 | |
Training RMSE: 0.39575 | |
-- Epoch 365 | |
Training RMSE: 0.39558 | |
-- Epoch 366 | |
Training RMSE: 0.39540 | |
-- Epoch 367 | |
Training RMSE: 0.39523 | |
-- Epoch 368 | |
Training RMSE: 0.39504 | |
-- Epoch 369 | |
Training RMSE: 0.39488 | |
-- Epoch 370 | |
Training RMSE: 0.39469 | |
-- Epoch 371 | |
Training RMSE: 0.39454 | |
-- Epoch 372 | |
Training RMSE: 0.39435 | |
-- Epoch 373 | |
Training RMSE: 0.39415 | |
-- Epoch 374 | |
Training RMSE: 0.39400 | |
-- Epoch 375 | |
Training RMSE: 0.39382 | |
-- Epoch 376 | |
Training RMSE: 0.39363 | |
-- Epoch 377 | |
Training RMSE: 0.39344 | |
-- Epoch 378 | |
Training RMSE: 0.39326 | |
-- Epoch 379 | |
Training RMSE: 0.39308 | |
-- Epoch 380 | |
Training RMSE: 0.39292 | |
-- Epoch 381 | |
Training RMSE: 0.39272 | |
-- Epoch 382 | |
Training RMSE: 0.39253 | |
-- Epoch 383 | |
Training RMSE: 0.39235 | |
-- Epoch 384 | |
Training RMSE: 0.39218 | |
-- Epoch 385 | |
Training RMSE: 0.39198 | |
-- Epoch 386 | |
Training RMSE: 0.39180 | |
-- Epoch 387 | |
Training RMSE: 0.39161 | |
-- Epoch 388 | |
Training RMSE: 0.39143 | |
-- Epoch 389 | |
Training RMSE: 0.39122 | |
-- Epoch 390 | |
Training RMSE: 0.39105 | |
-- Epoch 391 | |
Training RMSE: 0.39085 | |
-- Epoch 392 | |
Training RMSE: 0.39067 | |
-- Epoch 393 | |
Training RMSE: 0.39048 | |
-- Epoch 394 | |
Training RMSE: 0.39028 | |
-- Epoch 395 | |
Training RMSE: 0.39008 | |
-- Epoch 396 | |
Training RMSE: 0.38991 | |
-- Epoch 397 | |
Training RMSE: 0.38972 | |
-- Epoch 398 | |
Training RMSE: 0.38951 | |
-- Epoch 399 | |
Training RMSE: 0.38931 | |
-- Epoch 400 | |
Training RMSE: 0.38909 | |
-- Epoch 401 | |
Training RMSE: 0.38891 | |
-- Epoch 402 | |
Training RMSE: 0.38872 | |
-- Epoch 403 | |
Training RMSE: 0.38854 | |
-- Epoch 404 | |
Training RMSE: 0.38831 | |
-- Epoch 405 | |
Training RMSE: 0.38813 | |
-- Epoch 406 | |
Training RMSE: 0.38794 | |
-- Epoch 407 | |
Training RMSE: 0.38773 | |
-- Epoch 408 | |
Training RMSE: 0.38752 | |
-- Epoch 409 | |
Training RMSE: 0.38735 | |
-- Epoch 410 | |
Training RMSE: 0.38712 | |
-- Epoch 411 | |
Training RMSE: 0.38695 | |
-- Epoch 412 | |
Training RMSE: 0.38674 | |
-- Epoch 413 | |
Training RMSE: 0.38654 | |
-- Epoch 414 | |
Training RMSE: 0.38634 | |
-- Epoch 415 | |
Training RMSE: 0.38614 | |
-- Epoch 416 | |
Training RMSE: 0.38591 | |
-- Epoch 417 | |
Training RMSE: 0.38572 | |
-- Epoch 418 | |
Training RMSE: 0.38552 | |
-- Epoch 419 | |
Training RMSE: 0.38532 | |
-- Epoch 420 | |
Training RMSE: 0.38509 | |
-- Epoch 421 | |
Training RMSE: 0.38489 | |
-- Epoch 422 | |
Training RMSE: 0.38467 | |
-- Epoch 423 | |
Training RMSE: 0.38448 | |
-- Epoch 424 | |
Training RMSE: 0.38428 | |
-- Epoch 425 | |
Training RMSE: 0.38406 | |
-- Epoch 426 | |
Training RMSE: 0.38385 | |
-- Epoch 427 | |
Training RMSE: 0.38365 | |
-- Epoch 428 | |
Training RMSE: 0.38344 | |
-- Epoch 429 | |
Training RMSE: 0.38322 | |
-- Epoch 430 | |
Training RMSE: 0.38301 | |
-- Epoch 431 | |
Training RMSE: 0.38280 | |
-- Epoch 432 | |
Training RMSE: 0.38259 | |
-- Epoch 433 | |
Training RMSE: 0.38236 | |
-- Epoch 434 | |
Training RMSE: 0.38215 | |
-- Epoch 435 | |
Training RMSE: 0.38193 | |
-- Epoch 436 | |
Training RMSE: 0.38173 | |
-- Epoch 437 | |
Training RMSE: 0.38152 | |
-- Epoch 438 | |
Training RMSE: 0.38129 | |
-- Epoch 439 | |
Training RMSE: 0.38109 | |
-- Epoch 440 | |
Training RMSE: 0.38086 | |
-- Epoch 441 | |
Training RMSE: 0.38066 | |
-- Epoch 442 | |
Training RMSE: 0.38042 | |
-- Epoch 443 | |
Training RMSE: 0.38020 | |
-- Epoch 444 | |
Training RMSE: 0.37999 | |
-- Epoch 445 | |
Training RMSE: 0.37977 | |
-- Epoch 446 | |
Training RMSE: 0.37956 | |
-- Epoch 447 | |
Training RMSE: 0.37934 | |
-- Epoch 448 | |
Training RMSE: 0.37911 | |
-- Epoch 449 | |
Training RMSE: 0.37890 | |
-- Epoch 450 | |
Training RMSE: 0.37866 | |
-- Epoch 451 | |
Training RMSE: 0.37845 | |
-- Epoch 452 | |
Training RMSE: 0.37824 | |
-- Epoch 453 | |
Training RMSE: 0.37804 | |
-- Epoch 454 | |
Training RMSE: 0.37781 | |
-- Epoch 455 | |
Training RMSE: 0.37757 | |
-- Epoch 456 | |
Training RMSE: 0.37736 | |
-- Epoch 457 | |
Training RMSE: 0.37713 | |
-- Epoch 458 | |
Training RMSE: 0.37692 | |
-- Epoch 459 | |
Training RMSE: 0.37667 | |
-- Epoch 460 | |
Training RMSE: 0.37647 | |
-- Epoch 461 | |
Training RMSE: 0.37625 | |
-- Epoch 462 | |
Training RMSE: 0.37602 | |
-- Epoch 463 | |
Training RMSE: 0.37578 | |
-- Epoch 464 | |
Training RMSE: 0.37557 | |
-- Epoch 465 | |
Training RMSE: 0.37534 | |
-- Epoch 466 | |
Training RMSE: 0.37510 | |
-- Epoch 467 | |
Training RMSE: 0.37490 | |
-- Epoch 468 | |
Training RMSE: 0.37467 | |
-- Epoch 469 | |
Training RMSE: 0.37445 | |
-- Epoch 470 | |
Training RMSE: 0.37421 | |
-- Epoch 471 | |
Training RMSE: 0.37399 | |
-- Epoch 472 | |
Training RMSE: 0.37376 | |
-- Epoch 473 | |
Training RMSE: 0.37354 | |
-- Epoch 474 | |
Training RMSE: 0.37332 | |
-- Epoch 475 | |
Training RMSE: 0.37306 | |
-- Epoch 476 | |
Training RMSE: 0.37280 | |
-- Epoch 477 | |
Training RMSE: 0.37262 | |
-- Epoch 478 | |
Training RMSE: 0.37237 | |
-- Epoch 479 | |
Training RMSE: 0.37217 | |
-- Epoch 480 | |
Training RMSE: 0.37194 | |
-- Epoch 481 | |
Training RMSE: 0.37171 | |
-- Epoch 482 | |
Training RMSE: 0.37145 | |
-- Epoch 483 | |
Training RMSE: 0.37123 | |
-- Epoch 484 | |
Training RMSE: 0.37100 | |
-- Epoch 485 | |
Training RMSE: 0.37077 | |
-- Epoch 486 | |
Training RMSE: 0.37055 | |
-- Epoch 487 | |
Training RMSE: 0.37033 | |
-- Epoch 488 | |
Training RMSE: 0.37010 | |
-- Epoch 489 | |
Training RMSE: 0.36983 | |
-- Epoch 490 | |
Training RMSE: 0.36964 | |
-- Epoch 491 | |
Training RMSE: 0.36941 | |
-- Epoch 492 | |
Training RMSE: 0.36918 | |
-- Epoch 493 | |
Training RMSE: 0.36894 | |
-- Epoch 494 | |
Training RMSE: 0.36869 | |
-- Epoch 495 | |
Training RMSE: 0.36848 | |
-- Epoch 496 | |
Training RMSE: 0.36825 | |
-- Epoch 497 | |
Training RMSE: 0.36803 | |
-- Epoch 498 | |
Training RMSE: 0.36779 | |
-- Epoch 499 | |
Training RMSE: 0.36755 | |
-- Epoch 500 | |
Training RMSE: 0.36732 | |
-- Epoch 501 | |
Training RMSE: 0.36709 | |
-- Epoch 502 | |
Training RMSE: 0.36687 | |
-- Epoch 503 | |
Training RMSE: 0.36662 | |
-- Epoch 504 | |
Training RMSE: 0.36639 | |
-- Epoch 505 | |
Training RMSE: 0.36616 | |
-- Epoch 506 | |
Training RMSE: 0.36594 | |
-- Epoch 507 | |
Training RMSE: 0.36570 | |
-- Epoch 508 | |
Training RMSE: 0.36547 | |
-- Epoch 509 | |
Training RMSE: 0.36524 | |
-- Epoch 510 | |
Training RMSE: 0.36501 | |
-- Epoch 511 | |
Training RMSE: 0.36478 | |
-- Epoch 512 | |
Training RMSE: 0.36455 | |
-- Epoch 513 | |
Training RMSE: 0.36432 | |
-- Epoch 514 | |
Training RMSE: 0.36409 | |
-- Epoch 515 | |
Training RMSE: 0.36384 | |
-- Epoch 516 | |
Training RMSE: 0.36361 | |
-- Epoch 517 | |
Training RMSE: 0.36338 | |
-- Epoch 518 | |
Training RMSE: 0.36316 | |
-- Epoch 519 | |
Training RMSE: 0.36292 | |
-- Epoch 520 | |
Training RMSE: 0.36267 | |
-- Epoch 521 | |
Training RMSE: 0.36245 | |
-- Epoch 522 | |
Training RMSE: 0.36221 | |
-- Epoch 523 | |
Training RMSE: 0.36198 | |
-- Epoch 524 | |
Training RMSE: 0.36178 | |
-- Epoch 525 | |
Training RMSE: 0.36154 | |
-- Epoch 526 | |
Training RMSE: 0.36128 | |
-- Epoch 527 | |
Training RMSE: 0.36106 | |
-- Epoch 528 | |
Training RMSE: 0.36086 | |
-- Epoch 529 | |
Training RMSE: 0.36063 | |
-- Epoch 530 | |
Training RMSE: 0.36037 | |
-- Epoch 531 | |
Training RMSE: 0.36014 | |
-- Epoch 532 | |
Training RMSE: 0.35994 | |
-- Epoch 533 | |
Training RMSE: 0.35969 | |
-- Epoch 534 | |
Training RMSE: 0.35946 | |
-- Epoch 535 | |
Training RMSE: 0.35923 | |
-- Epoch 536 | |
Training RMSE: 0.35900 | |
-- Epoch 537 | |
Training RMSE: 0.35877 | |
-- Epoch 538 | |
Training RMSE: 0.35855 | |
-- Epoch 539 | |
Training RMSE: 0.35831 | |
-- Epoch 540 | |
Training RMSE: 0.35808 | |
-- Epoch 541 | |
Training RMSE: 0.35786 | |
-- Epoch 542 | |
Training RMSE: 0.35764 | |
-- Epoch 543 | |
Training RMSE: 0.35741 | |
-- Epoch 544 | |
Training RMSE: 0.35717 | |
-- Epoch 545 | |
Training RMSE: 0.35694 | |
-- Epoch 546 | |
Training RMSE: 0.35671 | |
-- Epoch 547 | |
Training RMSE: 0.35649 | |
-- Epoch 548 | |
Training RMSE: 0.35625 | |
-- Epoch 549 | |
Training RMSE: 0.35604 | |
-- Epoch 550 | |
Training RMSE: 0.35580 | |
-- Epoch 551 | |
Training RMSE: 0.35556 | |
-- Epoch 552 | |
Training RMSE: 0.35535 | |
-- Epoch 553 | |
Training RMSE: 0.35513 | |
-- Epoch 554 | |
Training RMSE: 0.35490 | |
-- Epoch 555 | |
Training RMSE: 0.35468 | |
-- Epoch 556 | |
Training RMSE: 0.35445 | |
-- Epoch 557 | |
Training RMSE: 0.35422 | |
-- Epoch 558 | |
Training RMSE: 0.35399 | |
-- Epoch 559 | |
Training RMSE: 0.35378 | |
-- Epoch 560 | |
Training RMSE: 0.35354 | |
-- Epoch 561 | |
Training RMSE: 0.35332 | |
-- Epoch 562 | |
Training RMSE: 0.35308 | |
-- Epoch 563 | |
Training RMSE: 0.35288 | |
-- Epoch 564 | |
Training RMSE: 0.35266 | |
-- Epoch 565 | |
Training RMSE: 0.35241 | |
-- Epoch 566 | |
Training RMSE: 0.35219 | |
-- Epoch 567 | |
Training RMSE: 0.35199 | |
-- Epoch 568 | |
Training RMSE: 0.35175 | |
-- Epoch 569 | |
Training RMSE: 0.35154 | |
-- Epoch 570 | |
Training RMSE: 0.35130 | |
-- Epoch 571 | |
Training RMSE: 0.35106 | |
-- Epoch 572 | |
Training RMSE: 0.35086 | |
-- Epoch 573 | |
Training RMSE: 0.35063 | |
-- Epoch 574 | |
Training RMSE: 0.35042 | |
-- Epoch 575 | |
Training RMSE: 0.35021 | |
-- Epoch 576 | |
Training RMSE: 0.34998 | |
-- Epoch 577 | |
Training RMSE: 0.34976 | |
-- Epoch 578 | |
Training RMSE: 0.34954 | |
-- Epoch 579 | |
Training RMSE: 0.34930 | |
-- Epoch 580 | |
Training RMSE: 0.34910 | |
-- Epoch 581 | |
Training RMSE: 0.34888 | |
-- Epoch 582 | |
Training RMSE: 0.34864 | |
-- Epoch 583 | |
Training RMSE: 0.34843 | |
-- Epoch 584 | |
Training RMSE: 0.34823 | |
-- Epoch 585 | |
Training RMSE: 0.34801 | |
-- Epoch 586 | |
Training RMSE: 0.34776 | |
-- Epoch 587 | |
Training RMSE: 0.34758 | |
-- Epoch 588 | |
Training RMSE: 0.34735 | |
-- Epoch 589 | |
Training RMSE: 0.34714 | |
-- Epoch 590 | |
Training RMSE: 0.34693 | |
-- Epoch 591 | |
Training RMSE: 0.34668 | |
-- Epoch 592 | |
Training RMSE: 0.34650 | |
-- Epoch 593 | |
Training RMSE: 0.34629 | |
-- Epoch 594 | |
Training RMSE: 0.34605 | |
-- Epoch 595 | |
Training RMSE: 0.34586 | |
-- Epoch 596 | |
Training RMSE: 0.34565 | |
-- Epoch 597 | |
Training RMSE: 0.34543 | |
-- Epoch 598 | |
Training RMSE: 0.34521 | |
-- Epoch 599 | |
Training RMSE: 0.34500 | |
-- Epoch 600 | |
Training RMSE: 0.34479 |
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