445 KiB
445 KiB
import tensorflow as tf
import pandas as pd
import numpy as np
import sklearn
import sklearn.model_selection
from sacred import Experiment
from sacred.observers import FileStorageObserver
!python Untitled.py
Epoch 1/100 1/2949 [..............................] - ETA: 21:04 - loss: 15827119104.0000 - mae: 80498.1250 67/2949 [..............................] - ETA: 2s - loss: 11146078208.0000 - mae: 61031.8164 140/2949 [>.............................] - ETA: 2s - loss: 10876684288.0000 - mae: 60868.4648 211/2949 [=>............................] - ETA: 1s - loss: 10934156288.0000 - mae: 61410.3750 255/2949 [=>............................] - ETA: 2s - loss: 10587659264.0000 - mae: 60438.0117 324/2949 [==>...........................] - ETA: 2s - loss: 10247867392.0000 - mae: 59953.6289 384/2949 [==>...........................] - ETA: 2s - loss: 10414889984.0000 - mae: 60352.2500 458/2949 [===>..........................] - ETA: 1s - loss: 10717278208.0000 - mae: 60585.2695 542/2949 [====>.........................] - ETA: 1s - loss: 10921304064.0000 - mae: 61249.4609 629/2949 [=====>........................] - ETA: 1s - loss: 10966761472.0000 - mae: 61068.2617 673/2949 [=====>........................] - 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ETA: 0s - loss: 4339652096.0000 - mae: 37983.6133 2561/2949 [=========================>....] - ETA: 0s - loss: 4387957760.0000 - mae: 38039.8359 2646/2949 [=========================>....] - ETA: 0s - loss: 4409925120.0000 - mae: 38093.0898 2713/2949 [==========================>...] - ETA: 0s - loss: 4421053952.0000 - mae: 38133.9727 2794/2949 [===========================>..] - ETA: 0s - loss: 4437109248.0000 - mae: 38160.5469 2873/2949 [============================>.] - ETA: 0s - loss: 4413647360.0000 - mae: 38135.0391 2949/2949 [==============================] - 2s 683us/step - loss: 4399709696.0000 - mae: 38107.6875 Epoch 3/100 1/2949 [..............................] - ETA: 0s - loss: 3371949824.0000 - mae: 39484.2734 82/2949 [..............................] - ETA: 1s - loss: 4086464000.0000 - mae: 37423.0430 142/2949 [>.............................] - ETA: 2s - loss: 4316212736.0000 - mae: 37902.8398 227/2949 [=>............................] - ETA: 1s - loss: 4436296704.0000 - mae: 38158.2109 310/2949 [==>...........................] - 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2s 629us/step - loss: 4389942784.0000 - mae: 38079.0664 Epoch 4/100 1/2949 [..............................] - ETA: 2s - loss: 3699848960.0000 - mae: 40022.2266 76/2949 [..............................] - ETA: 1s - loss: 4092422656.0000 - mae: 38153.2891 158/2949 [>.............................] - ETA: 1s - loss: 4207458816.0000 - mae: 37814.0234 242/2949 [=>............................] - ETA: 1s - loss: 4460545024.0000 - mae: 38114.0078 327/2949 [==>...........................] - ETA: 1s - loss: 4377793024.0000 - mae: 38076.6680 411/2949 [===>..........................] - ETA: 1s - loss: 4617515520.0000 - mae: 38695.8125 492/2949 [====>.........................] - ETA: 1s - loss: 4683688960.0000 - mae: 38968.3320 573/2949 [====>.........................] - ETA: 1s - loss: 4629048320.0000 - mae: 38834.8594 653/2949 [=====>........................] - ETA: 1s - loss: 4641607680.0000 - mae: 38823.4805 738/2949 [======>.......................] - ETA: 1s - loss: 4548382208.0000 - mae: 38730.8203 818/2949 [=======>......................] - 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ETA: 0s - loss: 4378326016.0000 - mae: 37907.6914 2949/2949 [==============================] - 2s 593us/step - loss: 4378342400.0000 - mae: 37925.5742 Epoch 8/100 1/2949 [..............................] - ETA: 0s - loss: 3803055104.0000 - mae: 39213.3516 90/2949 [..............................] - ETA: 1s - loss: 4275525632.0000 - mae: 38056.6484 179/2949 [>.............................] - ETA: 1s - loss: 4339407360.0000 - mae: 37962.2266 269/2949 [=>............................] - ETA: 1s - loss: 4248931328.0000 - mae: 37900.9453 360/2949 [==>...........................] - ETA: 1s - loss: 4311232000.0000 - mae: 38097.5820 448/2949 [===>..........................] - ETA: 1s - loss: 4259411968.0000 - mae: 37918.4570 538/2949 [====>.........................] - ETA: 1s - loss: 4171935488.0000 - mae: 37705.1328 588/2949 [====>.........................] - ETA: 1s - loss: 4419107840.0000 - mae: 37753.7109 608/2949 [=====>........................] - ETA: 1s - loss: 4431824384.0000 - mae: 37830.7578 623/2949 [=====>........................] - 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ETA: 0s - loss: 4381246464.0000 - mae: 37950.4922 2949/2949 [==============================] - 2s 621us/step - loss: 4380342272.0000 - mae: 37957.8242 Epoch 10/100 1/2949 [..............................] - ETA: 2s - loss: 4915988480.0000 - mae: 34845.5273 64/2949 [..............................] - ETA: 2s - loss: 5201714176.0000 - mae: 38928.3594 129/2949 [>.............................] - ETA: 2s - loss: 4302431232.0000 - mae: 37298.3789 188/2949 [>.............................] - ETA: 2s - loss: 4075047424.0000 - mae: 36564.1641 270/2949 [=>............................] - ETA: 2s - loss: 4187083776.0000 - mae: 37009.7461 356/2949 [==>...........................] - ETA: 1s - loss: 4308489216.0000 - mae: 37466.5352 444/2949 [===>..........................] - ETA: 1s - loss: 4237871872.0000 - mae: 37528.6953 529/2949 [====>.........................] - ETA: 1s - loss: 4278614272.0000 - mae: 37531.1602 616/2949 [=====>........................] - ETA: 1s - loss: 4295548416.0000 - mae: 37570.8281 699/2949 [======>.......................] - 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2s 794us/step - loss: 4373389312.0000 - mae: 37843.9844 Epoch 20/100 1/2949 [..............................] - ETA: 8s - loss: 1266592256.0000 - mae: 27731.3027 62/2949 [..............................] - ETA: 2s - loss: 4001346048.0000 - mae: 37761.8320 146/2949 [>.............................] - ETA: 1s - loss: 4240867840.0000 - mae: 38028.3047 229/2949 [=>............................] - ETA: 1s - loss: 4462854656.0000 - mae: 38074.0234 312/2949 [==>...........................] - ETA: 1s - loss: 4445896192.0000 - mae: 37868.0078 364/2949 [==>...........................] - ETA: 1s - loss: 4338486272.0000 - mae: 37707.6250 378/2949 [==>...........................] - ETA: 2s - loss: 4394771968.0000 - mae: 37827.5117 397/2949 [===>..........................] - ETA: 2s - loss: 4406129664.0000 - mae: 37930.6836 411/2949 [===>..........................] - ETA: 2s - loss: 4498323968.0000 - mae: 37910.1758 478/2949 [===>..........................] - ETA: 2s - loss: 4527096320.0000 - mae: 38033.1016 563/2949 [====>.........................] - 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ETA: 0s - loss: 4371330048.0000 - mae: 37799.4805 2949/2949 [==============================] - 2s 775us/step - loss: 4372628480.0000 - mae: 37827.8633 Epoch 24/100 1/2949 [..............................] - ETA: 2s - loss: 2070145920.0000 - mae: 32545.3555 54/2949 [..............................] - ETA: 2s - loss: 4409958912.0000 - mae: 37820.7969 107/2949 [>.............................] - ETA: 2s - loss: 4259513856.0000 - mae: 37542.5039 172/2949 [>.............................] - ETA: 2s - loss: 4313930240.0000 - mae: 37522.3359 256/2949 [=>............................] - ETA: 2s - loss: 4572902400.0000 - mae: 38011.6641 333/2949 [==>...........................] - ETA: 1s - loss: 4581842944.0000 - mae: 38007.8711 418/2949 [===>..........................] - ETA: 1s - loss: 4553096192.0000 - mae: 38109.4297 500/2949 [====>.........................] - ETA: 1s - loss: 4519031296.0000 - mae: 37912.4727 583/2949 [====>.........................] - ETA: 1s - loss: 4429835776.0000 - mae: 37951.9297 671/2949 [=====>........................] - 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ETA: 0s - loss: 4375794176.0000 - mae: 37812.9648 2949/2949 [==============================] - 2s 751us/step - loss: 4370247680.0000 - mae: 37808.5078 Epoch 31/100 1/2949 [..............................] - ETA: 2s - loss: 1677054464.0000 - mae: 29399.1875 83/2949 [..............................] - ETA: 1s - loss: 3789347072.0000 - mae: 35962.6055 154/2949 [>.............................] - ETA: 1s - loss: 4081019136.0000 - mae: 37370.9727 212/2949 [=>............................] - ETA: 1s - loss: 4099683328.0000 - mae: 37932.9688 292/2949 [=>............................] - ETA: 1s - loss: 4003742464.0000 - mae: 37817.8984 374/2949 [==>...........................] - ETA: 1s - loss: 4109379840.0000 - mae: 37709.5156 456/2949 [===>..........................] - ETA: 1s - loss: 4147338496.0000 - mae: 37657.1680 537/2949 [====>.........................] - ETA: 1s - loss: 4113964800.0000 - mae: 37537.3281 577/2949 [====>.........................] - ETA: 1s - loss: 4062702336.0000 - mae: 37401.0781 654/2949 [=====>........................] - 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ETA: 0s - loss: 4372924928.0000 - mae: 37839.5664 2949/2949 [==============================] - 2s 735us/step - loss: 4370323456.0000 - mae: 37829.3516 Epoch 32/100 1/2949 [..............................] - ETA: 2s - loss: 2212655104.0000 - mae: 33855.7812 78/2949 [..............................] - ETA: 1s - loss: 4469741056.0000 - mae: 39982.1602 158/2949 [>.............................] - ETA: 1s - loss: 3875192576.0000 - mae: 37508.1758 237/2949 [=>............................] - ETA: 1s - loss: 4060925952.0000 - mae: 37417.8047 312/2949 [==>...........................] - ETA: 1s - loss: 4108216576.0000 - mae: 37466.6602 383/2949 [==>...........................] - ETA: 1s - loss: 4219886592.0000 - mae: 37825.4258 413/2949 [===>..........................] - ETA: 1s - loss: 4186347520.0000 - mae: 37741.4844 428/2949 [===>..........................] - ETA: 2s - loss: 4179516672.0000 - mae: 37725.5586 444/2949 [===>..........................] - ETA: 2s - loss: 4163525888.0000 - mae: 37666.6445 484/2949 [===>..........................] - 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ETA: 0s - loss: 4376164352.0000 - mae: 37807.1797 2858/2949 [============================>.] - ETA: 0s - loss: 4377675264.0000 - mae: 37814.6328 2876/2949 [============================>.] - ETA: 0s - loss: 4371326464.0000 - mae: 37788.0625 2887/2949 [============================>.] - ETA: 0s - loss: 4367251968.0000 - mae: 37778.7500 2899/2949 [============================>.] - ETA: 0s - loss: 4370885120.0000 - mae: 37795.1250 2917/2949 [============================>.] - ETA: 0s - loss: 4370177536.0000 - mae: 37799.9492 2928/2949 [============================>.] - ETA: 0s - loss: 4368213504.0000 - mae: 37801.2969 2949/2949 [==============================] - 2s 734us/step - loss: 4365219328.0000 - mae: 37797.0312 Epoch 47/100 1/2949 [..............................] - ETA: 2s - loss: 5873677824.0000 - mae: 40967.0625 88/2949 [..............................] - ETA: 1s - loss: 4535968256.0000 - mae: 39052.5703 172/2949 [>.............................] - ETA: 1s - loss: 4305552384.0000 - mae: 38342.6289 255/2949 [=>............................] - 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ETA: 0s - loss: 4332408320.0000 - mae: 37743.0859 2949/2949 [==============================] - 2s 612us/step - loss: 4362338816.0000 - mae: 37762.5273 Epoch 70/100 1/2949 [..............................] - ETA: 2s - loss: 1492323456.0000 - mae: 27833.9844 84/2949 [..............................] - ETA: 1s - loss: 4124325888.0000 - mae: 38343.3320 168/2949 [>.............................] - ETA: 1s - loss: 3955644416.0000 - mae: 37632.3516 251/2949 [=>............................] - ETA: 1s - loss: 3907543296.0000 - mae: 37367.7930 336/2949 [==>...........................] - ETA: 1s - loss: 3978156800.0000 - mae: 37233.2812 422/2949 [===>..........................] - ETA: 1s - loss: 4176112384.0000 - mae: 37679.7695 510/2949 [====>.........................] - ETA: 1s - loss: 4070953472.0000 - mae: 37408.0156 598/2949 [=====>........................] - ETA: 1s - loss: 4069820160.0000 - mae: 37328.5391 683/2949 [=====>........................] - ETA: 1s - loss: 4127272960.0000 - mae: 37329.5859 769/2949 [======>.......................] - 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ETA: 0s - loss: 4359787520.0000 - mae: 37737.4531 2949/2949 [==============================] - 2s 652us/step - loss: 4360824320.0000 - mae: 37741.5000 Epoch 74/100 1/2949 [..............................] - ETA: 2s - loss: 4077399552.0000 - mae: 39512.2969 25/2949 [..............................] - ETA: 6s - loss: 4801226752.0000 - mae: 39073.1289 36/2949 [..............................] - ETA: 8s - loss: 4625831936.0000 - mae: 38900.8711 46/2949 [..............................] - ETA: 10s - loss: 4925926912.0000 - mae: 39088.4688 55/2949 [..............................] - ETA: 11s - loss: 4943853056.0000 - mae: 39336.4805 72/2949 [..............................] - ETA: 10s - loss: 4734156800.0000 - mae: 39175.7930 109/2949 [>.............................] - ETA: 8s - loss: 4388239360.0000 - mae: 39010.0273 127/2949 [>.............................] - ETA: 8s - loss: 4335106560.0000 - mae: 38463.2109 143/2949 [>.............................] - ETA: 8s - loss: 4287536896.0000 - mae: 38490.5039 157/2949 [>.............................] - 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3s 864us/step - loss: 4357122560.0000 - mae: 37731.6484 Epoch 89/100 1/2949 [..............................] - ETA: 2s - loss: 3029295872.0000 - mae: 38985.1289 87/2949 [..............................] - ETA: 1s - loss: 3962371072.0000 - mae: 37598.0000 170/2949 [>.............................] - ETA: 1s - loss: 4210740480.0000 - mae: 37923.3594 254/2949 [=>............................] - ETA: 1s - loss: 4294221056.0000 - mae: 38018.7578 339/2949 [==>...........................] - ETA: 1s - loss: 4238324736.0000 - mae: 37825.7852 425/2949 [===>..........................] - ETA: 1s - loss: 4131589888.0000 - mae: 37511.2578 509/2949 [====>.........................] - ETA: 1s - loss: 4069773312.0000 - mae: 37271.2578 595/2949 [=====>........................] - ETA: 1s - loss: 4052779776.0000 - mae: 37139.4375 681/2949 [=====>........................] - ETA: 1s - loss: 4031521024.0000 - mae: 36993.4258 766/2949 [======>.......................] - ETA: 1s - loss: 4055468544.0000 - mae: 37076.9492 852/2949 [=======>......................] - 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2s 590us/step - loss: 4355478528.0000 - mae: 37730.5586 Epoch 98/100 1/2949 [..............................] - ETA: 2s - loss: 1650418176.0000 - mae: 29588.4707 85/2949 [..............................] - ETA: 1s - loss: 4535468544.0000 - mae: 38361.1250 174/2949 [>.............................] - ETA: 1s - loss: 4906855936.0000 - mae: 38438.5273 260/2949 [=>............................] - ETA: 1s - loss: 4466986496.0000 - mae: 37539.3789 348/2949 [==>...........................] - ETA: 1s - loss: 4652637696.0000 - mae: 37956.1250 423/2949 [===>..........................] - ETA: 1s - loss: 4424262144.0000 - mae: 37548.4766 479/2949 [===>..........................] - ETA: 1s - loss: 4417690624.0000 - mae: 37584.2188 531/2949 [====>.........................] - ETA: 1s - loss: 4736527360.0000 - mae: 37851.0859 613/2949 [=====>........................] - ETA: 1s - loss: 4593710080.0000 - mae: 37581.8125 697/2949 [======>.......................] - ETA: 1s - loss: 4546149376.0000 - mae: 37809.9102 785/2949 [======>.......................] - 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INFO - 452662 - Running command 'run_experiment' INFO - 452662 - Started run with ID "13" WARNING - 452662 - An error ocurred in the '<sacred.observers.file_storage.FileStorageObserver object at 0x000001A8ADDBFC10>' observer: [Errno 2] No such file or directory: 'C:\\\\Users\\\\losio\\\\OneDrive\\\\Dokumenty\\\\ium_lab5\\\\train_data.csv' INFO - 452662 - Completed after 0:03:29 WARNING - 452662 - The observer '<sacred.observers.file_storage.FileStorageObserver object at 0x000001A8ADDBFC10>' failed at some point during the run.