Skip to content

MohammadAsadolahi/tensorflow-2.0-simple-linear-regression-whitout-keras

Repository files navigation

Tensorflow-2.0-simple-linear-regression-without-Keras

simple linear regressor that try to approximate a simple function deployed in tensorflow 2.0 whithout keras
WRITTEN BY MOHAMMAD ASADOLAHI
Mohammad.E.Asadolahi@gmail.com
https://github.com/mohammadAsadolahi
https://www.linkedin.com/in/mohammadasadolahi
to do: deploy a simpller version whithout tensorflow and another version with keras to do: use a regression dataset and test the model

weights and bias after 3000 step of Gradient descent

(<tf.Variable 'Variable:0' shape=(10, 1) dtype=float32, numpy=
array([[ 0.68809956],
[ 0.23739405],
[ 0.99913424],
[ 0.2658 ],
[ 1.3917546 ],
[ 0.09786515],
[-0.4495175 ],
[-0.4142065 ],
[ 0.4129479 ],
[-0.05248658]], dtype=float32)>,
<tf.Variable 'Variable:0' shape=(1,) dtype=float32, numpy=array([5.763193], dtype=float32)>)

approximation of function after 2000 step of Gradient descent

approximate of 10 and 20 that should be 37(103+7) and 67(203+7)
approximation of function is : 37.531044 and 69.2989
<tf.Tensor: shape=(2,), dtype=float32, numpy=array([37.531044, 69.2989 ], dtype=float32)>

firt 1000 step of training

loss of epoch:0 4.2688975
loss of epoch:1 4.265243
loss of epoch:2 4.2615976
loss of epoch:3 4.257954
loss of epoch:4 4.2543087
loss of epoch:5 4.2506742
loss of epoch:6 4.2470384
loss of epoch:7 4.243407
loss of epoch:8 4.239779
loss of epoch:9 4.23615
loss of epoch:10 4.2325244
loss of epoch:11 4.22891
loss of epoch:12 4.2252965
loss of epoch:13 4.2216787
loss of epoch:14 4.21807
loss of epoch:15 4.2144594
loss of epoch:16 4.2108564
loss of epoch:17 4.2072563
loss of epoch:18 4.2036557
loss of epoch:19 4.200062
loss of epoch:20 4.1964717
loss of epoch:21 4.19288
loss of epoch:22 4.189296
loss of epoch:23 4.185714
loss of epoch:24 4.1821337
loss of epoch:25 4.1785545
loss of epoch:26 4.174981
loss of epoch:27 4.171412
loss of epoch:28 4.1678476
loss of epoch:29 4.1642804
loss of epoch:30 4.1607203
loss of epoch:31 4.1571608
loss of epoch:32 4.1536055
loss of epoch:33 4.1500535
loss of epoch:34 4.146506
loss of epoch:35 4.14296
loss of epoch:36 4.1394143
loss of epoch:37 4.135875
loss of epoch:38 4.1323395
loss of epoch:39 4.128801
loss of epoch:40 4.1252747
loss of epoch:41 4.121743
loss of epoch:42 4.118219
loss of epoch:43 4.1146975
loss of epoch:44 4.1111794
loss of epoch:45 4.1076617
loss of epoch:46 4.1041484
loss of epoch:47 4.1006403
loss of epoch:48 4.0971336
loss of epoch:49 4.0936275
loss of epoch:50 4.0901284
loss of epoch:51 4.0866313
loss of epoch:52 4.083135
loss of epoch:53 4.079643
loss of epoch:54 4.076155
loss of epoch:55 4.0726676
loss of epoch:56 4.0691824
loss of epoch:57 4.0657053
loss of epoch:58 4.0622287
loss of epoch:59 4.058753
loss of epoch:60 4.0552835
loss of epoch:61 4.051814
loss of epoch:62 4.048351
loss of epoch:63 4.0448895
loss of epoch:64 4.0414286
loss of epoch:65 4.037971
loss of epoch:66 4.0345182
loss of epoch:67 4.0310674
loss of epoch:68 4.0276213
loss of epoch:69 4.0241766
loss of epoch:70 4.0207334
loss of epoch:71 4.017298
loss of epoch:72 4.013859
loss of epoch:73 4.01043
loss of epoch:74 4.0069976
loss of epoch:75 4.0035696
loss of epoch:76 4.000146
loss of epoch:77 3.9967258
loss of epoch:78 3.9933076
loss of epoch:79 3.9898903
loss of epoch:80 3.98648
loss of epoch:81 3.9830692
loss of epoch:82 3.9796653
loss of epoch:83 3.9762635
loss of epoch:84 3.9728603
loss of epoch:85 3.9694653
loss of epoch:86 3.9660676
loss of epoch:87 3.9626784
loss of epoch:88 3.9592888
loss of epoch:89 3.9559033
loss of epoch:90 3.9525173
loss of epoch:91 3.9491382
loss of epoch:92 3.9457593
loss of epoch:93 3.9423852
loss of epoch:94 3.939013
loss of epoch:95 3.9356446
loss of epoch:96 3.93228
loss of epoch:97 3.9289188
loss of epoch:98 3.9255586
loss of epoch:99 3.9222016
loss of epoch:100 3.9188435
loss of epoch:101 3.9154954
loss of epoch:102 3.9121468
loss of epoch:103 3.9088008
loss of epoch:104 3.905456
loss of epoch:105 3.9021182
loss of epoch:106 3.89878
loss of epoch:107 3.8954444
loss of epoch:108 3.892112
loss of epoch:109 3.8887868
loss of epoch:110 3.8854592
loss of epoch:111 3.8821368
loss of epoch:112 3.878816
loss of epoch:113 3.8754997
loss of epoch:114 3.8721852
loss of epoch:115 3.8688743
loss of epoch:116 3.8655655
loss of epoch:117 3.8622565
loss of epoch:118 3.8589535
loss of epoch:119 3.855658
loss of epoch:120 3.8523622
loss of epoch:121 3.8490644
loss of epoch:122 3.845773
loss of epoch:123 3.8424816
loss of epoch:124 3.8391957
loss of epoch:125 3.835917
loss of epoch:126 3.8326328
loss of epoch:127 3.8293576
loss of epoch:128 3.8260803
loss of epoch:129 3.8228092
loss of epoch:130 3.819538
loss of epoch:131 3.816274
loss of epoch:132 3.8130088
loss of epoch:133 3.8097472
loss of epoch:134 3.8064911
loss of epoch:135 3.8032346
loss of epoch:136 3.7999828
loss of epoch:137 3.7967343
loss of epoch:138 3.7934864
loss of epoch:139 3.7902405
loss of epoch:140 3.787
loss of epoch:141 3.7837608
loss of epoch:142 3.7805245
loss of epoch:143 3.7772903
loss of epoch:144 3.77406
loss of epoch:145 3.7708344
loss of epoch:146 3.7676094
loss of epoch:147 3.7643876
loss of epoch:148 3.7611663
loss of epoch:149 3.7579522
loss of epoch:150 3.7547386
loss of epoch:151 3.7515252
loss of epoch:152 3.7483215
loss of epoch:153 3.7451127
loss of epoch:154 3.7419105
loss of epoch:155 3.7387092
loss of epoch:156 3.735511
loss of epoch:157 3.7323182
loss of epoch:158 3.7291248
loss of epoch:159 3.7259343
loss of epoch:160 3.7227473
loss of epoch:161 3.719567
loss of epoch:162 3.7163854
loss of epoch:163 3.7132065
loss of epoch:164 3.7100284
loss of epoch:165 3.7068603
loss of epoch:166 3.703687
loss of epoch:167 3.7005203
loss of epoch:168 3.6973538
loss of epoch:169 3.6941934
loss of epoch:170 3.6910367
loss of epoch:171 3.6878777
loss of epoch:172 3.6847243
loss of epoch:173 3.6815724
loss of epoch:174 3.6784248
loss of epoch:175 3.6752782
loss of epoch:176 3.6721368
loss of epoch:177 3.6689956
loss of epoch:178 3.6658573
loss of epoch:179 3.6627204
loss of epoch:180 3.6595898
loss of epoch:181 3.656458
loss of epoch:182 3.6533318
loss of epoch:183 3.6502056
loss of epoch:184 3.6470857
loss of epoch:185 3.6439698
loss of epoch:186 3.6408494
loss of epoch:187 3.6377358
loss of epoch:188 3.634627
loss of epoch:189 3.631518
loss of epoch:190 3.628409
loss of epoch:191 3.625309
loss of epoch:192 3.6222062
loss of epoch:193 3.6191106
loss of epoch:194 3.6160169
loss of epoch:195 3.6129231
loss of epoch:196 3.6098297
loss of epoch:197 3.6067486
loss of epoch:198 3.603662
loss of epoch:199 3.600579
loss of epoch:200 3.5975013
loss of epoch:201 3.5944233
loss of epoch:202 3.5913506
loss of epoch:203 3.588277
loss of epoch:204 3.5852077
loss of epoch:205 3.5821443
loss of epoch:206 3.5790806
loss of epoch:207 3.5760217
loss of epoch:208 3.5729606
loss of epoch:209 3.5699055
loss of epoch:210 3.566854
loss of epoch:211 3.5638022
loss of epoch:212 3.5607543
loss of epoch:213 3.5577064
loss of epoch:214 3.554666
loss of epoch:215 3.5516243
loss of epoch:216 3.5485897
loss of epoch:217 3.5455537
loss of epoch:218 3.5425217
loss of epoch:219 3.5394936
loss of epoch:220 3.536464
loss of epoch:221 3.533441
loss of epoch:222 3.5304196
loss of epoch:223 3.5273976
loss of epoch:224 3.5243828
loss of epoch:225 3.5213704
loss of epoch:226 3.5183594
loss of epoch:227 3.5153496
loss of epoch:228 3.512344
loss of epoch:229 3.509339
loss of epoch:230 3.5063374
loss of epoch:231 3.5033383
loss of epoch:232 3.5003402
loss of epoch:233 3.497348
loss of epoch:234 3.4943588
loss of epoch:235 3.49137
loss of epoch:236 3.4883835
loss of epoch:237 3.4854012
loss of epoch:238 3.4824193
loss of epoch:239 3.4794402
loss of epoch:240 3.4764676
loss of epoch:241 3.4734929
loss of epoch:242 3.4705215
loss of epoch:243 3.4675515
loss of epoch:244 3.4645875
loss of epoch:245 3.4616253
loss of epoch:246 3.4586678
loss of epoch:247 3.4557068
loss of epoch:248 3.4527512
loss of epoch:249 3.4497998
loss of epoch:250 3.4468465
loss of epoch:251 3.4439003
loss of epoch:252 3.440955
loss of epoch:253 3.4380124
loss of epoch:254 3.4350743
loss of epoch:255 3.432135
loss of epoch:256 3.4291978
loss of epoch:257 3.426267
loss of epoch:258 3.4233336
loss of epoch:259 3.4204082
loss of epoch:260 3.4174824
loss of epoch:261 3.4145598
loss of epoch:262 3.411642
loss of epoch:263 3.4087224
loss of epoch:264 3.4058068
loss of epoch:265 3.4028957
loss of epoch:266 3.3999863
loss of epoch:267 3.397078
loss of epoch:268 3.394172
loss of epoch:269 3.3912685
loss of epoch:270 3.3883674
loss of epoch:271 3.3854682
loss of epoch:272 3.3825755
loss of epoch:273 3.379683
loss of epoch:274 3.3767943
loss of epoch:275 3.3739045
loss of epoch:276 3.3710182
loss of epoch:277 3.3681374
loss of epoch:278 3.3652568
loss of epoch:279 3.3623786
loss of epoch:280 3.3595023
loss of epoch:281 3.3566291
loss of epoch:282 3.3537593
loss of epoch:283 3.350891
loss of epoch:284 3.3480268
loss of epoch:285 3.3451614
loss of epoch:286 3.3423018
loss of epoch:287 3.3394425
loss of epoch:288 3.3365874
loss of epoch:289 3.333733
loss of epoch:290 3.33088
loss of epoch:291 3.3280346
loss of epoch:292 3.3251865
loss of epoch:293 3.3223445
loss of epoch:294 3.3195012
loss of epoch:295 3.3166604
loss of epoch:296 3.3138263
loss of epoch:297 3.3109894
loss of epoch:298 3.30816
loss of epoch:299 3.3053315
loss of epoch:300 3.3025048
loss of epoch:301 3.2996807
loss of epoch:302 3.296859
loss of epoch:303 3.2940388
loss of epoch:304 3.2912216
loss of epoch:305 3.288409
loss of epoch:306 3.2855942
loss of epoch:307 3.2827868
loss of epoch:308 3.2799802
loss of epoch:309 3.2771707
loss of epoch:310 3.2743726
loss of epoch:311 3.2715726
loss of epoch:312 3.2687736
loss of epoch:313 3.2659802
loss of epoch:314 3.263184
loss of epoch:315 3.2603924
loss of epoch:316 3.257605
loss of epoch:317 3.2548213
loss of epoch:318 3.252037
loss of epoch:319 3.2492566
loss of epoch:320 3.2464771
loss of epoch:321 3.243702
loss of epoch:322 3.2409234
loss of epoch:323 3.238154
loss of epoch:324 3.235387
loss of epoch:325 3.2326214
loss of epoch:326 3.2298546
loss of epoch:327 3.2270932
loss of epoch:328 3.2243328
loss of epoch:329 3.2215772
loss of epoch:330 3.2188194
loss of epoch:331 3.2160676
loss of epoch:332 3.2133174
loss of epoch:333 3.210567
loss of epoch:334 3.2078242
loss of epoch:335 3.2050781
loss of epoch:336 3.2023392
loss of epoch:337 3.1995993
loss of epoch:338 3.196864
loss of epoch:339 3.1941295
loss of epoch:340 3.1914
loss of epoch:341 3.1886675
loss of epoch:342 3.18594
loss of epoch:343 3.1832173
loss of epoch:344 3.1804929
loss of epoch:345 3.1777737
loss of epoch:346 3.1750572
loss of epoch:347 3.1723409
loss of epoch:348 3.1696286
loss of epoch:349 3.166918
loss of epoch:350 3.1642072
loss of epoch:351 3.1615033
loss of epoch:352 3.158799
loss of epoch:353 3.1561
loss of epoch:354 3.1534
loss of epoch:355 3.1507018
loss of epoch:356 3.1480088
loss of epoch:357 3.1453161
loss of epoch:358 3.1426263
loss of epoch:359 3.1399357
loss of epoch:360 3.1372528
loss of epoch:361 3.1345694
loss of epoch:362 3.1318882
loss of epoch:363 3.1292114
loss of epoch:364 3.126534
loss of epoch:365 3.1238606
loss of epoch:366 3.1211886
loss of epoch:367 3.1185174
loss of epoch:368 3.1158528
loss of epoch:369 3.1131864
loss of epoch:370 3.1105254
loss of epoch:371 3.1078632
loss of epoch:372 3.1052077
loss of epoch:373 3.102552
loss of epoch:374 3.099895
loss of epoch:375 3.0972447
loss of epoch:376 3.0945976
loss of epoch:377 3.0919535
loss of epoch:378 3.089307
loss of epoch:379 3.0866654
loss of epoch:380 3.084025
loss of epoch:381 3.0813909
loss of epoch:382 3.0787532
loss of epoch:383 3.07612
loss of epoch:384 3.0734909
loss of epoch:385 3.0708623
loss of epoch:386 3.068234
loss of epoch:387 3.0656085
loss of epoch:388 3.062987
loss of epoch:389 3.0603707
loss of epoch:390 3.0577521
loss of epoch:391 3.055138
loss of epoch:392 3.0525239
loss of epoch:393 3.0499141
loss of epoch:394 3.0473049
loss of epoch:395 3.044701
loss of epoch:396 3.042092
loss of epoch:397 3.0394907
loss of epoch:398 3.0368946
loss of epoch:399 3.0342984
loss of epoch:400 3.0317028
loss of epoch:401 3.0291078
loss of epoch:402 3.026519
loss of epoch:403 3.0239303
loss of epoch:404 3.0213459
loss of epoch:405 3.0187602
loss of epoch:406 3.0161793
loss of epoch:407 3.013599
loss of epoch:408 3.0110211
loss of epoch:409 3.0084462
loss of epoch:410 3.0058734
loss of epoch:411 3.003303
loss of epoch:412 3.0007334
loss of epoch:413 2.9981675
loss of epoch:414 2.9956036
loss of epoch:415 2.9930444
loss of epoch:416 2.990484
loss of epoch:417 2.987924
loss of epoch:418 2.9853704
loss of epoch:419 2.982819
loss of epoch:420 2.9802659
loss of epoch:421 2.977717
loss of epoch:422 2.975169
loss of epoch:423 2.9726267
loss of epoch:424 2.9700837
loss of epoch:425 2.9675436
loss of epoch:426 2.9650068
loss of epoch:427 2.96247
loss of epoch:428 2.9599388
loss of epoch:429 2.9574075
loss of epoch:430 2.9548771
loss of epoch:431 2.952348
loss of epoch:432 2.9498236
loss of epoch:433 2.9473045
loss of epoch:434 2.9447796
loss of epoch:435 2.9422622
loss of epoch:436 2.9397466
loss of epoch:437 2.9372323
loss of epoch:438 2.9347205
loss of epoch:439 2.9322112
loss of epoch:440 2.9297023
loss of epoch:441 2.927196
loss of epoch:442 2.9246926
loss of epoch:443 2.9221935
loss of epoch:444 2.919696
loss of epoch:445 2.9171965
loss of epoch:446 2.914702
loss of epoch:447 2.9122095
loss of epoch:448 2.9097176
loss of epoch:449 2.907231
loss of epoch:450 2.9047432
loss of epoch:451 2.9022596
loss of epoch:452 2.8997788
loss of epoch:453 2.8972976
loss of epoch:454 2.8948178
loss of epoch:455 2.8923442
loss of epoch:456 2.8898702
loss of epoch:457 2.8873978
loss of epoch:458 2.8849282
loss of epoch:459 2.8824623
loss of epoch:460 2.8799963
loss of epoch:461 2.8775337
loss of epoch:462 2.875071
loss of epoch:463 2.8726137
loss of epoch:464 2.8701575
loss of epoch:465 2.867702
loss of epoch:466 2.8652525
loss of epoch:467 2.8627987
loss of epoch:468 2.8603532
loss of epoch:469 2.857904
loss of epoch:470 2.8554585
loss of epoch:471 2.8530219
loss of epoch:472 2.8505807
loss of epoch:473 2.8481424
loss of epoch:474 2.8457065
loss of epoch:475 2.8432708
loss of epoch:476 2.840843
loss of epoch:477 2.8384109
loss of epoch:478 2.8359826
loss of epoch:479 2.8335567
loss of epoch:480 2.8311348
loss of epoch:481 2.8287146
loss of epoch:482 2.8262935
loss of epoch:483 2.8238785
loss of epoch:484 2.821462
loss of epoch:485 2.8190498
loss of epoch:486 2.8166382
loss of epoch:487 2.8142307
loss of epoch:488 2.8118205
loss of epoch:489 2.8094165
loss of epoch:490 2.8070145
loss of epoch:491 2.804613
loss of epoch:492 2.802217
loss of epoch:493 2.7998192
loss of epoch:494 2.797426
loss of epoch:495 2.7950325
loss of epoch:496 2.7926428
loss of epoch:497 2.790254
loss of epoch:498 2.7878704
loss of epoch:499 2.7854843
loss of epoch:500 2.783101
loss of epoch:501 2.780721
loss of epoch:502 2.7783442
loss of epoch:503 2.7759671
loss of epoch:504 2.7735934
loss of epoch:505 2.7712238
loss of epoch:506 2.7688518
loss of epoch:507 2.766482
loss of epoch:508 2.7641172
loss of epoch:509 2.7617514
loss of epoch:510 2.7593904
loss of epoch:511 2.7570305
loss of epoch:512 2.7546735
loss of epoch:513 2.7523162
loss of epoch:514 2.7499635
loss of epoch:515 2.7476122
loss of epoch:516 2.745262
loss of epoch:517 2.7429187
loss of epoch:518 2.7405677
loss of epoch:519 2.7382245
loss of epoch:520 2.7358842
loss of epoch:521 2.7335453
loss of epoch:522 2.7312057
loss of epoch:523 2.7288716
loss of epoch:524 2.726539
loss of epoch:525 2.724204
loss of epoch:526 2.7218754
loss of epoch:527 2.7195456
loss of epoch:528 2.7172222
loss of epoch:529 2.7148974
loss of epoch:530 2.7125773
loss of epoch:531 2.7102542
loss of epoch:532 2.7079399
loss of epoch:533 2.7056231
loss of epoch:534 2.7033086
loss of epoch:535 2.7009952
loss of epoch:536 2.6986868
loss of epoch:537 2.696378
loss of epoch:538 2.6940732
loss of epoch:539 2.691771
loss of epoch:540 2.689467
loss of epoch:541 2.687167
loss of epoch:542 2.6848686
loss of epoch:543 2.6825724
loss of epoch:544 2.6802776
loss of epoch:545 2.677985
loss of epoch:546 2.6756957
loss of epoch:547 2.6734054
loss of epoch:548 2.6711204
loss of epoch:549 2.668836
loss of epoch:550 2.6665533
loss of epoch:551 2.6642737
loss of epoch:552 2.6619947
loss of epoch:553 2.6597195
loss of epoch:554 2.6574454
loss of epoch:555 2.6551702
loss of epoch:556 2.6528995
loss of epoch:557 2.6506321
loss of epoch:558 2.648365
loss of epoch:559 2.6461003
loss of epoch:560 2.6438365
loss of epoch:561 2.6415737
loss of epoch:562 2.639318
loss of epoch:563 2.6370578
loss of epoch:564 2.634805
loss of epoch:565 2.6325505
loss of epoch:566 2.6303008
loss of epoch:567 2.6280513
loss of epoch:568 2.625803
loss of epoch:569 2.623558
loss of epoch:570 2.6213145
loss of epoch:571 2.6190708
loss of epoch:572 2.6168284
loss of epoch:573 2.6145942
loss of epoch:574 2.6123586
loss of epoch:575 2.6101227
loss of epoch:576 2.6078916
loss of epoch:577 2.60566
loss of epoch:578 2.6034312
loss of epoch:579 2.6012058
loss of epoch:580 2.5989802
loss of epoch:581 2.5967584
loss of epoch:582 2.5945385
loss of epoch:583 2.592321
loss of epoch:584 2.5901027
loss of epoch:585 2.5878878
loss of epoch:586 2.5856743
loss of epoch:587 2.5834627
loss of epoch:588 2.5812538
loss of epoch:589 2.5790458
loss of epoch:590 2.576842
loss of epoch:591 2.574636
loss of epoch:592 2.572435
loss of epoch:593 2.5702367
loss of epoch:594 2.5680366
loss of epoch:595 2.565841
loss of epoch:596 2.5636463
loss of epoch:597 2.5614529
loss of epoch:598 2.5592637
loss of epoch:599 2.5570755
loss of epoch:600 2.5548873
loss of epoch:601 2.5527036
loss of epoch:602 2.5505192
loss of epoch:603 2.5483375
loss of epoch:604 2.5461586
loss of epoch:605 2.543981
loss of epoch:606 2.5418067
loss of epoch:607 2.5396333
loss of epoch:608 2.5374608
loss of epoch:609 2.5352905
loss of epoch:610 2.5331225
loss of epoch:611 2.5309563
loss of epoch:612 2.528791
loss of epoch:613 2.5266292
loss of epoch:614 2.5244663
loss of epoch:615 2.522308
loss of epoch:616 2.520151
loss of epoch:617 2.5179949
loss of epoch:618 2.5158439
loss of epoch:619 2.513691
loss of epoch:620 2.5115404
loss of epoch:621 2.5093942
loss of epoch:622 2.507247
loss of epoch:623 2.505104
loss of epoch:624 2.5029604
loss of epoch:625 2.5008206
loss of epoch:626 2.4986813
loss of epoch:627 2.4965425
loss of epoch:628 2.494411
loss of epoch:629 2.4922762
loss of epoch:630 2.490144
loss of epoch:631 2.4880161
loss of epoch:632 2.4858885
loss of epoch:633 2.4837613
loss of epoch:634 2.4816365
loss of epoch:635 2.4795148
loss of epoch:636 2.4773965
loss of epoch:637 2.4752753
loss of epoch:638 2.4731586
loss of epoch:639 2.4710436
loss of epoch:640 2.468931
loss of epoch:641 2.4668198
loss of epoch:642 2.4647093
loss of epoch:643 2.4625998
loss of epoch:644 2.4604955
loss of epoch:645 2.458391
loss of epoch:646 2.456288
loss of epoch:647 2.4541893
loss of epoch:648 2.4520888
loss of epoch:649 2.4499896
loss of epoch:650 2.4478965
loss of epoch:651 2.4458034
loss of epoch:652 2.4437118
loss of epoch:653 2.4416206
loss of epoch:654 2.4395328
loss of epoch:655 2.437446
loss of epoch:656 2.4353633
loss of epoch:657 2.4332795
loss of epoch:658 2.4311981
loss of epoch:659 2.4291215
loss of epoch:660 2.427041
loss of epoch:661 2.4249656
loss of epoch:662 2.422892
loss of epoch:663 2.4208226
loss of epoch:664 2.4187498
loss of epoch:665 2.4166825
loss of epoch:666 2.4146156
loss of epoch:667 2.412552
loss of epoch:668 2.4104874
loss of epoch:669 2.4084268
loss of epoch:670 2.4063647
loss of epoch:671 2.4043088
loss of epoch:672 2.4022503
loss of epoch:673 2.400196
loss of epoch:674 2.3981452
loss of epoch:675 2.3960958
loss of epoch:676 2.3940449
loss of epoch:677 2.3919992
loss of epoch:678 2.3899512
loss of epoch:679 2.3879068
loss of epoch:680 2.3858652
loss of epoch:681 2.3838258
loss of epoch:682 2.3817866
loss of epoch:683 2.3797495
loss of epoch:684 2.377715
loss of epoch:685 2.3756824
loss of epoch:686 2.3736482
loss of epoch:687 2.3716178
loss of epoch:688 2.3695903
loss of epoch:689 2.3675637
loss of epoch:690 2.36554
loss of epoch:691 2.3635173
loss of epoch:692 2.3614955
loss of epoch:693 2.3594766
loss of epoch:694 2.3574584
loss of epoch:695 2.3554416
loss of epoch:696 2.3534284
loss of epoch:697 2.3514132
loss of epoch:698 2.3494053
loss of epoch:699 2.3473935
loss of epoch:700 2.345387
loss of epoch:701 2.3433793
loss of epoch:702 2.341378
loss of epoch:703 2.339374
loss of epoch:704 2.3373752
loss of epoch:705 2.335375
loss of epoch:706 2.3333776
loss of epoch:707 2.3313804
loss of epoch:708 2.3293865
loss of epoch:709 2.3273973
loss of epoch:710 2.325405
loss of epoch:711 2.3234181
loss of epoch:712 2.3214307
loss of epoch:713 2.3194447
loss of epoch:714 2.3174615
loss of epoch:715 2.3154793
loss of epoch:716 2.3134983
loss of epoch:717 2.311522
loss of epoch:718 2.309544
loss of epoch:719 2.3075686
loss of epoch:720 2.305595
loss of epoch:721 2.303624
loss of epoch:722 2.3016522
loss of epoch:723 2.299684
loss of epoch:724 2.2977202
loss of epoch:725 2.295753
loss of epoch:726 2.2937903
loss of epoch:727 2.2918274
loss of epoch:728 2.2898684
loss of epoch:729 2.28791
loss of epoch:730 2.2859514
loss of epoch:731 2.283998
loss of epoch:732 2.2820437
loss of epoch:733 2.2800949
loss of epoch:734 2.2781436
loss of epoch:735 2.2761958
loss of epoch:736 2.2742476
loss of epoch:737 2.2723038
loss of epoch:738 2.2703595
loss of epoch:739 2.2684183
loss of epoch:740 2.2664766
loss of epoch:741 2.26454
loss of epoch:742 2.2626023
loss of epoch:743 2.2606695
loss of epoch:744 2.258735
loss of epoch:745 2.2568028
loss of epoch:746 2.2548733
loss of epoch:747 2.2529428
loss of epoch:748 2.2510183
loss of epoch:749 2.249093
loss of epoch:750 2.2471676
loss of epoch:751 2.245246
loss of epoch:752 2.243327
loss of epoch:753 2.241408
loss of epoch:754 2.2394915
loss of epoch:755 2.2375753
loss of epoch:756 2.235662
loss of epoch:757 2.2337508
loss of epoch:758 2.2318404
loss of epoch:759 2.2299333
loss of epoch:760 2.228025
loss of epoch:761 2.226119
loss of epoch:762 2.2242157
loss of epoch:763 2.2223125
loss of epoch:764 2.220412
loss of epoch:765 2.2185142
loss of epoch:766 2.2166176
loss of epoch:767 2.2147217
loss of epoch:768 2.2128286
loss of epoch:769 2.2109334
loss of epoch:770 2.209044
loss of epoch:771 2.2071538
loss of epoch:772 2.2052655
loss of epoch:773 2.2033813
loss of epoch:774 2.201496
loss of epoch:775 2.1996145
loss of epoch:776 2.197732
loss of epoch:777 2.1958518
loss of epoch:778 2.193974
loss of epoch:779 2.1920998
loss of epoch:780 2.1902213
loss of epoch:781 2.1883502
loss of epoch:782 2.186479
loss of epoch:783 2.184609
loss of epoch:784 2.1827407
loss of epoch:785 2.180875
loss of epoch:786 2.1790097
loss of epoch:787 2.1771462
loss of epoch:788 2.1752841
loss of epoch:789 2.173425
loss of epoch:790 2.1715665
loss of epoch:791 2.1697078
loss of epoch:792 2.1678538
loss of epoch:793 2.1659985
loss of epoch:794 2.164145
loss of epoch:795 2.1622968
loss of epoch:796 2.160446
loss of epoch:797 2.1585977
loss of epoch:798 2.1567514
loss of epoch:799 2.1549082
loss of epoch:800 2.1530643
loss of epoch:801 2.151225
loss of epoch:802 2.1493824
loss of epoch:803 2.1475444
loss of epoch:804 2.1457086
loss of epoch:805 2.1438754
loss of epoch:806 2.1420398
loss of epoch:807 2.1402087
loss of epoch:808 2.1383796
loss of epoch:809 2.1365485
loss of epoch:810 2.1347213
loss of epoch:811 2.132896
loss of epoch:812 2.1310744
loss of epoch:813 2.1292503
loss of epoch:814 2.1274266
loss of epoch:815 2.125608
loss of epoch:816 2.1237917
loss of epoch:817 2.121977
loss of epoch:818 2.1201613
loss of epoch:819 2.1183486
loss of epoch:820 2.116536
loss of epoch:821 2.1147265
loss of epoch:822 2.112917
loss of epoch:823 2.1111112
loss of epoch:824 2.1093051
loss of epoch:825 2.1074996
loss of epoch:826 2.105698
loss of epoch:827 2.1038988
loss of epoch:828 2.102098
loss of epoch:829 2.1003003
loss of epoch:830 2.0985038
loss of epoch:831 2.0967083
loss of epoch:832 2.094917
loss of epoch:833 2.093125
loss of epoch:834 2.091335
loss of epoch:835 2.0895476
loss of epoch:836 2.08776
loss of epoch:837 2.0859742
loss of epoch:838 2.0841908
loss of epoch:839 2.0824084
loss of epoch:840 2.080627
loss of epoch:841 2.0788474
loss of epoch:842 2.077071
loss of epoch:843 2.0752943
loss of epoch:844 2.0735185
loss of epoch:845 2.0717459
loss of epoch:846 2.069972
loss of epoch:847 2.0682034
loss of epoch:848 2.0664353
loss of epoch:849 2.0646682
loss of epoch:850 2.0629022
loss of epoch:851 2.061138
loss of epoch:852 2.0593762
loss of epoch:853 2.057612
loss of epoch:854 2.0558524
loss of epoch:855 2.0540957
loss of epoch:856 2.0523384
loss of epoch:857 2.0505834
loss of epoch:858 2.04883
loss of epoch:859 2.0470767
loss of epoch:860 2.0453277
loss of epoch:861 2.0435767
loss of epoch:862 2.0418317
loss of epoch:863 2.0400836
loss of epoch:864 2.0383396
loss of epoch:865 2.036597
loss of epoch:866 2.0348544
loss of epoch:867 2.033114
loss of epoch:868 2.0313725
loss of epoch:869 2.0296385
loss of epoch:870 2.0279016
loss of epoch:871 2.0261688
loss of epoch:872 2.0244339
loss of epoch:873 2.0227032
loss of epoch:874 2.0209737
loss of epoch:875 2.0192437
loss of epoch:876 2.017517
loss of epoch:877 2.0157914
loss of epoch:878 2.0140681
loss of epoch:879 2.0123475
loss of epoch:880 2.0106254
loss of epoch:881 2.008905
loss of epoch:882 2.0071874
loss of epoch:883 2.0054734
loss of epoch:884 2.003757
loss of epoch:885 2.0020432
loss of epoch:886 2.0003304
loss of epoch:887 1.9986191
loss of epoch:888 1.9969124
loss of epoch:889 1.9952036
loss of epoch:890 1.9934963
loss of epoch:891 1.9917911
loss of epoch:892 1.9900875
loss of epoch:893 1.988385
loss of epoch:894 1.9866848
loss of epoch:895 1.9849854
loss of epoch:896 1.9832901
loss of epoch:897 1.9815929
loss of epoch:898 1.9798973
loss of epoch:899 1.9782045
loss of epoch:900 1.9765141
loss of epoch:901 1.9748211
loss of epoch:902 1.9731343
loss of epoch:903 1.9714489
loss of epoch:904 1.9697602
loss of epoch:905 1.9680765
loss of epoch:906 1.9663947
loss of epoch:907 1.9647114
loss of epoch:908 1.9630312
loss of epoch:909 1.961353
loss of epoch:910 1.9596736
loss of epoch:911 1.9579973
loss of epoch:912 1.9563224
loss of epoch:913 1.9546516
loss of epoch:914 1.9529778
loss of epoch:915 1.951308
loss of epoch:916 1.9496393
loss of epoch:917 1.9479725
loss of epoch:918 1.9463075
loss of epoch:919 1.9446414
loss of epoch:920 1.9429792
loss of epoch:921 1.9413185
loss of epoch:922 1.9396584
loss of epoch:923 1.9379995
loss of epoch:924 1.9363407
loss of epoch:925 1.9346844
loss of epoch:926 1.9330313
loss of epoch:927 1.9313778
loss of epoch:928 1.9297266
loss of epoch:929 1.9280758
loss of epoch:930 1.9264256
loss of epoch:931 1.9247792
loss of epoch:932 1.9231342
loss of epoch:933 1.9214885
loss of epoch:934 1.9198459
loss of epoch:935 1.9182026
loss of epoch:936 1.9165637
loss of epoch:937 1.9149239
loss of epoch:938 1.9132874
loss of epoch:939 1.9116509
loss of epoch:940 1.9100158
loss of epoch:941 1.908382
loss of epoch:942 1.906748
loss of epoch:943 1.905119
loss of epoch:944 1.9034903
loss of epoch:945 1.9018608
loss of epoch:946 1.900234
loss of epoch:947 1.8986107
loss of epoch:948 1.8969872
loss of epoch:949 1.8953645
loss of epoch:950 1.8937432
loss of epoch:951 1.8921232
loss of epoch:952 1.8905051
loss of epoch:953 1.8888891
loss of epoch:954 1.8872732
loss of epoch:955 1.8856598
loss of epoch:956 1.8840477
loss of epoch:957 1.8824329
loss of epoch:958 1.880825
loss of epoch:959 1.8792171
loss of epoch:960 1.8776115
loss of epoch:961 1.8760014
loss of epoch:962 1.8743998
loss of epoch:963 1.8727987
loss of epoch:964 1.8711939
loss of epoch:965 1.8695949
loss of epoch:966 1.8679974
loss of epoch:967 1.8663985
loss of epoch:968 1.8648036
loss of epoch:969 1.8632065
loss of epoch:970 1.8616135
loss of epoch:971 1.8600212
loss of epoch:972 1.8584316
loss of epoch:973 1.8568414
loss of epoch:974 1.8552551
loss of epoch:975 1.8536685
loss of epoch:976 1.8520826
loss of epoch:977 1.850497
loss of epoch:978 1.8489163
loss of epoch:979 1.8473351
loss of epoch:980 1.8457537
loss of epoch:981 1.8441753
loss of epoch:982 1.8425993
loss of epoch:983 1.8410227
loss of epoch:984 1.8394489
loss of epoch:985 1.8378757
loss of epoch:986 1.8363028
loss of epoch:987 1.8347323
loss of epoch:988 1.833163
loss of epoch:989 1.831596
loss of epoch:990 1.830031
loss of epoch:991 1.8284651
loss of epoch:992 1.8269017
loss of epoch:993 1.8253391
loss of epoch:994 1.8237774
loss of epoch:995 1.8222183
loss of epoch:996 1.8206571
loss of epoch:997 1.8191016
loss of epoch:998 1.8175468
loss of epoch:999 1.8159921