Introduction

In this tutorial, we will go through an example to update a preexisting model. This might be useful when you come across additional data that you would want to consider, without having to train a model from scratch.

The main abstraction that Lightwood offers for this is the BaseMixer.partial_fit() method. To call it, you need to pass new training data and a held-out dev subset for internal mixer usage (e.g. early stopping). If you are using an aggregate ensemble, it’s likely you will want to do this for every single mixer. The convienient PredictorInterface.adjust() does this automatically for you.

Initial model training

First, let’s train a Lightwood predictor for the concrete strength dataset:

from lightwood.api.high_level import ProblemDefinition, json_ai_from_problem, predictor_from_json_ai
import pandas as pd

INFO:lightwood-2346:No torchvision detected, image helpers not supported.
INFO:lightwood-2346:No torchvision/pillow detected, image encoder not supported

# Load data
df = pd.read_csv('https://raw.githubusercontent.com/mindsdb/lightwood/staging/tests/data/concrete_strength.csv')

df = df.sample(frac=1, random_state=1)
train_df = df[:int(0.1*len(df))]
update_df = df[int(0.1*len(df)):int(0.8*len(df))]
test_df = df[int(0.8*len(df)):]

print(f'Train dataframe shape: {train_df.shape}')
print(f'Update dataframe shape: {update_df.shape}')
print(f'Test dataframe shape: {test_df.shape}')

Train dataframe shape: (103, 10)
Update dataframe shape: (721, 10)
Test dataframe shape: (206, 10)

Note that we have three different data splits.

We will use the training split for the initial model training. As you can see, it’s only a 20% of the total data we have. The update split will be used as training data to adjust/update our model. Finally, the held out test set will give us a rough idea of the impact our updating procedure has on the model’s predictive capabilities.

# Define predictive task and predictor
target = 'concrete_strength'
pdef = ProblemDefinition.from_dict({'target': target, 'time_aim': 200})
jai = json_ai_from_problem(df, pdef)

# We will keep the architecture simple: a single neural mixer, and a `BestOf` ensemble:
jai.model = {
    "module": "BestOf",
    "args": {
        "args": "$pred_args",
        "accuracy_functions": "$accuracy_functions",
        "submodels": [{
            "module": "Neural",
            "args": {
                "fit_on_dev": False,
                "stop_after": "$problem_definition.seconds_per_mixer",
                "search_hyperparameters": False,
            }
        }]
    }
}

# Build and train the predictor
predictor = predictor_from_json_ai(jai)
predictor.learn(train_df)

INFO:type_infer-2346:Analyzing a sample of 979
INFO:type_infer-2346:from a total population of 1030, this is equivalent to 95.0% of your data.
INFO:type_infer-2346:Infering type for: id
INFO:type_infer-2346:Column id has data type integer
INFO:type_infer-2346:Infering type for: cement
INFO:type_infer-2346:Column cement has data type float
INFO:type_infer-2346:Infering type for: slag
INFO:type_infer-2346:Column slag has data type float
INFO:type_infer-2346:Infering type for: flyAsh
INFO:type_infer-2346:Column flyAsh has data type float
INFO:type_infer-2346:Infering type for: water
INFO:type_infer-2346:Column water has data type float
INFO:type_infer-2346:Infering type for: superPlasticizer
INFO:type_infer-2346:Column superPlasticizer has data type float
INFO:type_infer-2346:Infering type for: coarseAggregate
INFO:type_infer-2346:Column coarseAggregate has data type float
INFO:type_infer-2346:Infering type for: fineAggregate
INFO:type_infer-2346:Column fineAggregate has data type float
INFO:type_infer-2346:Infering type for: age
INFO:type_infer-2346:Column age has data type integer
INFO:type_infer-2346:Infering type for: concrete_strength
INFO:type_infer-2346:Column concrete_strength has data type float
INFO:dataprep_ml-2346:Starting statistical analysis
INFO:dataprep_ml-2346:Finished statistical analysis
INFO:dataprep_ml-2346:Unable to import black formatter, predictor code might be a bit ugly.
INFO:dataprep_ml-2346:[Learn phase 1/8] - Statistical analysis
INFO:dataprep_ml-2346:Starting statistical analysis
INFO:dataprep_ml-2346:Finished statistical analysis
DEBUG:lightwood-2346: `analyze_data` runtime: 0.02 seconds
INFO:dataprep_ml-2346:[Learn phase 2/8] - Data preprocessing
INFO:dataprep_ml-2346:Cleaning the data
DEBUG:lightwood-2346: `preprocess` runtime: 0.01 seconds
INFO:dataprep_ml-2346:[Learn phase 3/8] - Data splitting
INFO:dataprep_ml-2346:Splitting the data into train/test
DEBUG:lightwood-2346: `split` runtime: 0.0 seconds
INFO:dataprep_ml-2346:[Learn phase 4/8] - Preparing encoders
DEBUG:lightwood-2346: `prepare` runtime: 0.01 seconds
INFO:dataprep_ml-2346:[Learn phase 5/8] - Feature generation
INFO:dataprep_ml-2346:Featurizing the data
DEBUG:lightwood-2346: `featurize` runtime: 0.0 seconds
INFO:dataprep_ml-2346:[Learn phase 6/8] - Mixer training
INFO:dataprep_ml-2346:Training the mixers
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/torch/cuda/amp/grad_scaler.py:120: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.
  warnings.warn("torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.")
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/pytorch_ranger/ranger.py:172: UserWarning: This overload of addcmul_ is deprecated:
        addcmul_(Number value, Tensor tensor1, Tensor tensor2)
Consider using one of the following signatures instead:
        addcmul_(Tensor tensor1, Tensor tensor2, *, Number value) (Triggered internally at ../torch/csrc/utils/python_arg_parser.cpp:1485.)
  exp_avg_sq.mul_(beta2).addcmul_(1 - beta2, grad, grad)
INFO:lightwood-2346:Loss @ epoch 1: 4.342881679534912
INFO:lightwood-2346:Loss @ epoch 2: 4.562286853790283
INFO:lightwood-2346:Loss @ epoch 3: 4.5367584228515625
INFO:lightwood-2346:Loss @ epoch 4: 4.531844139099121
INFO:lightwood-2346:Loss @ epoch 5: 4.488795757293701
INFO:lightwood-2346:Loss @ epoch 6: 4.485445499420166
INFO:lightwood-2346:Loss @ epoch 7: 4.430149555206299
INFO:lightwood-2346:Loss @ epoch 8: 4.427498817443848
INFO:lightwood-2346:Loss @ epoch 9: 4.362618446350098
INFO:lightwood-2346:Loss @ epoch 10: 4.360398769378662
INFO:lightwood-2346:Loss @ epoch 11: 4.287697792053223
INFO:lightwood-2346:Loss @ epoch 12: 4.285787105560303
INFO:lightwood-2346:Loss @ epoch 13: 4.206593036651611
INFO:lightwood-2346:Loss @ epoch 14: 4.204922199249268
INFO:lightwood-2346:Loss @ epoch 15: 4.120319366455078
INFO:lightwood-2346:Loss @ epoch 16: 4.1188483238220215
INFO:lightwood-2346:Loss @ epoch 17: 4.029751777648926
INFO:lightwood-2346:Loss @ epoch 18: 4.028451919555664
INFO:lightwood-2346:Loss @ epoch 19: 3.935666084289551
INFO:lightwood-2346:Loss @ epoch 20: 3.934516429901123
INFO:lightwood-2346:Loss @ epoch 21: 3.8387644290924072
INFO:lightwood-2346:Loss @ epoch 22: 3.837749719619751
INFO:lightwood-2346:Loss @ epoch 23: 3.7396910190582275
INFO:lightwood-2346:Loss @ epoch 24: 3.738797903060913
INFO:lightwood-2346:Loss @ epoch 25: 3.6390087604522705
INFO:lightwood-2346:Loss @ epoch 26: 3.638227939605713
INFO:lightwood-2346:Loss @ epoch 27: 3.5372512340545654
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INFO:lightwood-2346:Loss @ epoch 29: 3.4348764419555664
INFO:lightwood-2346:Loss @ epoch 30: 3.4342892169952393
INFO:lightwood-2346:Loss @ epoch 31: 3.3323309421539307
INFO:lightwood-2346:Loss @ epoch 32: 3.331827402114868
INFO:lightwood-2346:Loss @ epoch 33: 3.229963541030884
INFO:lightwood-2346:Loss @ epoch 34: 3.2295358180999756
INFO:lightwood-2346:Loss @ epoch 35: 3.12813663482666
INFO:lightwood-2346:Loss @ epoch 36: 3.127779245376587
INFO:lightwood-2346:Loss @ epoch 37: 3.0271499156951904
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INFO:lightwood-2346:Loss @ epoch 39: 2.9272642135620117
INFO:lightwood-2346:Loss @ epoch 40: 2.927025079727173
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INFO:lightwood-2346:Loss @ epoch 61: 1.9445781707763672
INFO:lightwood-2346:Loss @ epoch 62: 1.9446635246276855
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INFO:lightwood-2346:Loss @ epoch 75: 1.454195499420166
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INFO:lightwood-2346:Loss @ epoch 81: 1.2761162519454956
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INFO:lightwood-2346:Loss @ epoch 83: 1.2207850217819214
INFO:lightwood-2346:Loss @ epoch 84: 1.2209280729293823
INFO:lightwood-2346:Loss @ epoch 85: 1.1674113273620605
INFO:lightwood-2346:Loss @ epoch 86: 1.1675548553466797
INFO:lightwood-2346:Loss @ epoch 87: 1.1159634590148926
INFO:lightwood-2346:Loss @ epoch 88: 1.1161073446273804
INFO:lightwood-2346:Loss @ epoch 89: 1.0664043426513672
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INFO:lightwood-2346:Loss @ epoch 91: 1.0187145471572876
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INFO:lightwood-2346:Loss @ epoch 93: 0.9728153347969055
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INFO:lightwood-2346:Loss @ epoch 109: 0.6651466488838196
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INFO:lightwood-2346:Loss @ epoch 128: 0.426632285118103
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INFO:lightwood-2346:Loss @ epoch 131: 0.38622912764549255
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INFO:lightwood-2346:Loss @ epoch 175: 0.14822931587696075
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INFO:lightwood-2346:Loss @ epoch 260: 0.07953345030546188
INFO:lightwood-2346:Loss @ epoch 261: 0.0790872722864151
INFO:lightwood-2346:Loss @ epoch 262: 0.0790887326002121
INFO:lightwood-2346:Loss @ epoch 263: 0.07865487784147263
INFO:lightwood-2346:Loss @ epoch 264: 0.07865624129772186
INFO:lightwood-2346:Loss @ epoch 265: 0.07823418080806732
INFO:lightwood-2346:Loss @ epoch 266: 0.07823546975851059
INFO:lightwood-2346:Loss @ epoch 267: 0.07782457768917084
INFO:lightwood-2346:Loss @ epoch 268: 0.07782573997974396
INFO:lightwood-2346:Loss @ epoch 269: 0.07742507755756378
INFO:lightwood-2346:Loss @ epoch 270: 0.07742612808942795
INFO:lightwood-2346:Loss @ epoch 271: 0.07703506946563721
INFO:lightwood-2346:Loss @ epoch 272: 0.07703600823879242
INFO:lightwood-2346:Loss @ epoch 273: 0.07665392011404037
INFO:lightwood-2346:Loss @ epoch 274: 0.0766548290848732
INFO:lightwood-2346:Loss @ epoch 275: 0.07628145068883896
INFO:lightwood-2346:Loss @ epoch 276: 0.07628215104341507
INFO:lightwood-2346:Loss @ epoch 277: 0.07591667026281357
INFO:lightwood-2346:Loss @ epoch 278: 0.0759173259139061
INFO:lightwood-2346:Loss @ epoch 279: 0.07555906474590302
INFO:lightwood-2346:Loss @ epoch 280: 0.07555978745222092
INFO:lightwood-2346:Loss @ epoch 281: 0.07520867139101028
INFO:lightwood-2346:Loss @ epoch 282: 0.07520926743745804
INFO:lightwood-2346:Loss @ epoch 283: 0.07486508786678314
INFO:lightwood-2346:Loss @ epoch 284: 0.0748656764626503
INFO:lightwood-2346:Loss @ epoch 285: 0.07452801614999771
INFO:lightwood-2346:Loss @ epoch 286: 0.07452865689992905
INFO:lightwood-2346:Loss @ epoch 287: 0.07419835031032562
INFO:lightwood-2346:Loss @ epoch 288: 0.07419887185096741
INFO:lightwood-2346:Loss @ epoch 289: 0.07387468218803406
INFO:lightwood-2346:Loss @ epoch 290: 0.07387526333332062
INFO:lightwood-2346:Loss @ epoch 291: 0.0735568106174469
INFO:lightwood-2346:Loss @ epoch 292: 0.07355714589357376
INFO:lightwood-2346:Loss @ epoch 293: 0.07324373722076416
INFO:lightwood-2346:Loss @ epoch 294: 0.07324407249689102
INFO:lightwood-2346:Loss @ epoch 295: 0.07293549180030823
INFO:lightwood-2346:Loss @ epoch 296: 0.07293567061424255
INFO:lightwood-2346:Loss @ epoch 297: 0.07263131439685822
INFO:lightwood-2346:Loss @ epoch 298: 0.07263161987066269
INFO:lightwood-2346:Loss @ epoch 299: 0.07233157753944397
INFO:lightwood-2346:Loss @ epoch 300: 0.07233193516731262
INFO:lightwood-2346:Loss @ epoch 301: 0.07203643769025803
INFO:lightwood-2346:Loss @ epoch 302: 0.07203669100999832
INFO:lightwood-2346:Loss @ epoch 303: 0.07174499332904816
INFO:lightwood-2346:Loss @ epoch 304: 0.07174509018659592
INFO:lightwood-2346:Loss @ epoch 305: 0.07145693898200989
INFO:lightwood-2346:Loss @ epoch 306: 0.07145708054304123
INFO:lightwood-2346:Loss @ epoch 307: 0.07117250561714172
INFO:lightwood-2346:Loss @ epoch 308: 0.07117251306772232
INFO:lightwood-2346:Loss @ epoch 309: 0.07089120894670486
INFO:lightwood-2346:Loss @ epoch 310: 0.07089124619960785
INFO:lightwood-2346:Loss @ epoch 311: 0.07061325013637543
INFO:lightwood-2346:Loss @ epoch 312: 0.07061317563056946
INFO:lightwood-2346:Loss @ epoch 313: 0.07033787667751312
INFO:lightwood-2346:Loss @ epoch 314: 0.07033795863389969
INFO:lightwood-2346:Loss @ epoch 315: 0.07006561011075974
INFO:lightwood-2346:Loss @ epoch 316: 0.0700654685497284
INFO:lightwood-2346:Loss @ epoch 317: 0.06979553401470184
INFO:lightwood-2346:Loss @ epoch 318: 0.06979561597108841
INFO:lightwood-2346:Loss @ epoch 319: 0.06952854245901108
INFO:lightwood-2346:Loss @ epoch 320: 0.06952859461307526
INFO:lightwood-2346:Loss @ epoch 321: 0.06926421821117401
INFO:lightwood-2346:Loss @ epoch 322: 0.06926415860652924
INFO:lightwood-2346:Loss @ epoch 323: 0.06900204718112946
INFO:lightwood-2346:Loss @ epoch 324: 0.06900198757648468
INFO:lightwood-2346:Loss @ epoch 325: 0.06874217838048935
INFO:lightwood-2346:Loss @ epoch 326: 0.06874225288629532
INFO:lightwood-2346:Loss @ epoch 327: 0.06848502904176712
INFO:lightwood-2346:Loss @ epoch 328: 0.06848499178886414
INFO:lightwood-2346:Loss @ epoch 329: 0.06822984665632248
INFO:lightwood-2346:Loss @ epoch 330: 0.06822986155748367
INFO:lightwood-2346:Loss @ epoch 331: 0.0679769366979599
INFO:lightwood-2346:Loss @ epoch 332: 0.06797680258750916
INFO:lightwood-2346:Loss @ epoch 333: 0.06772564351558685
INFO:lightwood-2346:Loss @ epoch 334: 0.06772559136152267
INFO:lightwood-2346:Loss @ epoch 335: 0.0674775168299675
INFO:lightwood-2346:Loss @ epoch 336: 0.06747739762067795
INFO:lightwood-2346:Loss @ epoch 337: 0.0672309622168541
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INFO:lightwood-2346:Loss @ epoch 339: 0.06698664277791977
INFO:lightwood-2346:Loss @ epoch 340: 0.06698660552501678
INFO:lightwood-2346:Loss @ epoch 341: 0.06674425303936005
INFO:lightwood-2346:Loss @ epoch 342: 0.06674416363239288
INFO:lightwood-2346:Loss @ epoch 343: 0.06650377064943314
INFO:lightwood-2346:Loss @ epoch 344: 0.06650371104478836
INFO:lightwood-2346:Loss @ epoch 345: 0.0662650316953659
INFO:lightwood-2346:Loss @ epoch 346: 0.06626493483781815
INFO:lightwood-2346:Loss @ epoch 347: 0.06602799147367477
INFO:lightwood-2346:Loss @ epoch 348: 0.06602790951728821
INFO:lightwood-2346:Loss @ epoch 349: 0.06579239666461945
INFO:lightwood-2346:Loss @ epoch 350: 0.0657922551035881
INFO:lightwood-2346:Loss @ epoch 351: 0.06555818766355515
INFO:lightwood-2346:Loss @ epoch 352: 0.06555814296007156
INFO:lightwood-2346:Loss @ epoch 353: 0.06532564759254456
INFO:lightwood-2346:Loss @ epoch 354: 0.06532539427280426
INFO:lightwood-2346:Loss @ epoch 355: 0.06509388238191605
INFO:lightwood-2346:Loss @ epoch 356: 0.06509368866682053
INFO:lightwood-2346:Loss @ epoch 357: 0.06486333161592484
INFO:lightwood-2346:Loss @ epoch 358: 0.06486309319734573
INFO:lightwood-2346:Loss @ epoch 359: 0.06463371962308884
INFO:lightwood-2346:Loss @ epoch 360: 0.06463342159986496
INFO:lightwood-2346:Loss @ epoch 361: 0.06440481543540955
INFO:lightwood-2346:Loss @ epoch 362: 0.06440461426973343
INFO:lightwood-2346:Loss @ epoch 363: 0.06417674571275711
INFO:lightwood-2346:Loss @ epoch 364: 0.06417649239301682
INFO:lightwood-2346:Loss @ epoch 365: 0.06394963711500168
INFO:lightwood-2346:Loss @ epoch 366: 0.06394948065280914
INFO:lightwood-2346:Loss @ epoch 367: 0.0637236088514328
INFO:lightwood-2346:Loss @ epoch 368: 0.06372331827878952
INFO:lightwood-2346:Loss @ epoch 369: 0.06349734216928482
INFO:lightwood-2346:Loss @ epoch 370: 0.06349723786115646
INFO:lightwood-2346:Loss @ epoch 371: 0.06327201426029205
INFO:lightwood-2346:Loss @ epoch 372: 0.06327192485332489
INFO:lightwood-2346:Loss @ epoch 373: 0.06304801255464554
INFO:lightwood-2346:Loss @ epoch 374: 0.06304776668548584
INFO:lightwood-2346:Loss @ epoch 375: 0.06282447278499603
INFO:lightwood-2346:Loss @ epoch 376: 0.0628243163228035
INFO:lightwood-2346:Loss @ epoch 377: 0.06260240077972412
INFO:lightwood-2346:Loss @ epoch 378: 0.06260229647159576
INFO:lightwood-2346:Loss @ epoch 379: 0.06238173693418503
INFO:lightwood-2346:Loss @ epoch 380: 0.06238173320889473
INFO:lightwood-2346:Loss @ epoch 381: 0.06216293200850487
INFO:lightwood-2346:Loss @ epoch 382: 0.06216277927160263
INFO:lightwood-2346:Loss @ epoch 383: 0.06194544583559036
INFO:lightwood-2346:Loss @ epoch 384: 0.061945367604494095
INFO:lightwood-2346:Loss @ epoch 385: 0.06172996014356613
INFO:lightwood-2346:Loss @ epoch 386: 0.061729785054922104
INFO:lightwood-2346:Loss @ epoch 387: 0.06151525676250458
INFO:lightwood-2346:Loss @ epoch 388: 0.06151508912444115
INFO:lightwood-2346:Loss @ epoch 389: 0.06130163371562958
INFO:lightwood-2346:Loss @ epoch 390: 0.061301339417696
INFO:lightwood-2346:Loss @ epoch 391: 0.06108855456113815
INFO:lightwood-2346:Loss @ epoch 392: 0.06108838692307472
INFO:lightwood-2346:Loss @ epoch 393: 0.06087658926844597
INFO:lightwood-2346:Loss @ epoch 394: 0.060876403003931046
INFO:lightwood-2346:Loss @ epoch 395: 0.060665130615234375
INFO:lightwood-2346:Loss @ epoch 396: 0.060664959251880646
INFO:lightwood-2346:Loss @ epoch 397: 0.06045453995466232
INFO:lightwood-2346:Loss @ epoch 398: 0.06045430526137352
INFO:lightwood-2346:Loss @ epoch 399: 0.06024477630853653
INFO:lightwood-2346:Loss @ epoch 400: 0.060244519263505936
INFO:lightwood-2346:Loss @ epoch 401: 0.06003572791814804
INFO:lightwood-2346:Loss @ epoch 402: 0.060035739094018936
INFO:lightwood-2346:Loss @ epoch 403: 0.05982844904065132
INFO:lightwood-2346:Loss @ epoch 404: 0.059828177094459534
INFO:lightwood-2346:Loss @ epoch 405: 0.05962151288986206
INFO:lightwood-2346:Loss @ epoch 406: 0.05962132290005684
INFO:lightwood-2346:Loss @ epoch 407: 0.05941518396139145
INFO:lightwood-2346:Loss @ epoch 408: 0.05941509082913399
INFO:lightwood-2346:Loss @ epoch 409: 0.059209175407886505
INFO:lightwood-2346:Loss @ epoch 410: 0.059208910912275314
INFO:lightwood-2346:Loss @ epoch 411: 0.05900362879037857
INFO:lightwood-2346:Loss @ epoch 412: 0.059003546833992004
INFO:lightwood-2346:Loss @ epoch 413: 0.05879948288202286
INFO:lightwood-2346:Loss @ epoch 414: 0.05879921093583107
INFO:lightwood-2346:Loss @ epoch 415: 0.058595553040504456
INFO:lightwood-2346:Loss @ epoch 416: 0.0585952028632164
INFO:lightwood-2346:Loss @ epoch 417: 0.05839212238788605
INFO:lightwood-2346:Loss @ epoch 418: 0.05839208886027336
INFO:lightwood-2346:Loss @ epoch 419: 0.058190058916807175
INFO:lightwood-2346:Loss @ epoch 420: 0.058189649134874344
INFO:lightwood-2346:Loss @ epoch 421: 0.05798785760998726
INFO:lightwood-2346:Loss @ epoch 422: 0.05798764154314995
INFO:lightwood-2346:Loss @ epoch 423: 0.05778665468096733
INFO:lightwood-2346:Loss @ epoch 424: 0.057786617428064346
INFO:lightwood-2346:Loss @ epoch 425: 0.057586874812841415
INFO:lightwood-2346:Loss @ epoch 426: 0.05758679285645485
INFO:lightwood-2346:Loss @ epoch 427: 0.05738803371787071
INFO:lightwood-2346:Loss @ epoch 428: 0.05738794803619385
INFO:lightwood-2346:Loss @ epoch 429: 0.05719029903411865
INFO:lightwood-2346:Loss @ epoch 430: 0.057190243154764175
INFO:lightwood-2346:Loss @ epoch 431: 0.056993864476680756
INFO:lightwood-2346:Loss @ epoch 432: 0.05699382349848747
INFO:lightwood-2346:Loss @ epoch 433: 0.05679871141910553
INFO:lightwood-2346:Loss @ epoch 434: 0.056798554956912994
INFO:lightwood-2346:Loss @ epoch 435: 0.05660421773791313
INFO:lightwood-2346:Loss @ epoch 436: 0.05660402029752731
INFO:lightwood-2346:Loss @ epoch 437: 0.056410256773233414
INFO:lightwood-2346:Loss @ epoch 438: 0.05640987679362297
INFO:lightwood-2346:Loss @ epoch 439: 0.05621610954403877
INFO:lightwood-2346:Loss @ epoch 440: 0.05621578171849251
INFO:lightwood-2346:Loss @ epoch 441: 0.05602238327264786
INFO:lightwood-2346:Loss @ epoch 442: 0.0560222789645195
INFO:lightwood-2346:Loss @ epoch 443: 0.05582975968718529
INFO:lightwood-2346:Loss @ epoch 444: 0.05582956224679947
INFO:lightwood-2346:Loss @ epoch 445: 0.055637624114751816
INFO:lightwood-2346:Loss @ epoch 446: 0.05563746392726898
INFO:lightwood-2346:Loss @ epoch 447: 0.055446624755859375
INFO:lightwood-2346:Loss @ epoch 448: 0.055446598678827286
INFO:lightwood-2346:Loss @ epoch 449: 0.05525757372379303
INFO:lightwood-2346:Loss @ epoch 450: 0.05525747314095497
INFO:lightwood-2346:Loss @ epoch 451: 0.05506950616836548
INFO:lightwood-2346:Loss @ epoch 452: 0.05506928637623787
INFO:lightwood-2346:Loss @ epoch 453: 0.05488206446170807
INFO:lightwood-2346:Loss @ epoch 454: 0.054881807416677475
INFO:lightwood-2346:Loss @ epoch 455: 0.0546952560544014
INFO:lightwood-2346:Loss @ epoch 456: 0.05469507724046707
INFO:lightwood-2346:Loss @ epoch 457: 0.05450930446386337
INFO:lightwood-2346:Loss @ epoch 458: 0.054509274661540985
INFO:lightwood-2346:Loss @ epoch 459: 0.05432454124093056
INFO:lightwood-2346:Loss @ epoch 460: 0.05432399734854698
INFO:lightwood-2346:Loss @ epoch 461: 0.05413912236690521
INFO:lightwood-2346:Loss @ epoch 462: 0.054139357060194016
INFO:lightwood-2346:Loss @ epoch 463: 0.05395706743001938
INFO:lightwood-2346:Loss @ epoch 464: 0.05395686626434326
INFO:lightwood-2346:Loss @ epoch 465: 0.05377509444952011
INFO:lightwood-2346:Loss @ epoch 466: 0.05377495288848877
INFO:lightwood-2346:Loss @ epoch 467: 0.05359381064772606
INFO:lightwood-2346:Loss @ epoch 468: 0.05359361693263054
INFO:lightwood-2346:Loss @ epoch 469: 0.05341341719031334
INFO:lightwood-2346:Loss @ epoch 470: 0.053413309156894684
INFO:lightwood-2346:Loss @ epoch 471: 0.053234077990055084
INFO:lightwood-2346:Loss @ epoch 472: 0.05323425307869911
INFO:lightwood-2346:Loss @ epoch 473: 0.05305732041597366
INFO:lightwood-2346:Loss @ epoch 474: 0.053057242184877396
INFO:lightwood-2346:Loss @ epoch 475: 0.052881158888339996
INFO:lightwood-2346:Loss @ epoch 476: 0.052881017327308655
INFO:lightwood-2346:Loss @ epoch 477: 0.05270615592598915
INFO:lightwood-2346:Loss @ epoch 478: 0.05270608514547348
INFO:lightwood-2346:Loss @ epoch 479: 0.05253184586763382
INFO:lightwood-2346:Loss @ epoch 480: 0.05253184586763382
INFO:lightwood-2346:Loss @ epoch 481: 0.052358951419591904
INFO:lightwood-2346:Loss @ epoch 482: 0.052358999848365784
INFO:lightwood-2346:Loss @ epoch 483: 0.05218736454844475
INFO:lightwood-2346:Loss @ epoch 484: 0.05218733474612236
INFO:lightwood-2346:Loss @ epoch 485: 0.05201704055070877
INFO:lightwood-2346:Loss @ epoch 486: 0.052017226815223694
INFO:lightwood-2346:Loss @ epoch 487: 0.051848720759153366
INFO:lightwood-2346:Loss @ epoch 488: 0.051848649978637695
INFO:lightwood-2346:Loss @ epoch 489: 0.05168096348643303
INFO:lightwood-2346:Loss @ epoch 490: 0.05168073624372482
INFO:lightwood-2346:Loss @ epoch 491: 0.05151326581835747
INFO:lightwood-2346:Loss @ epoch 492: 0.0515131950378418
INFO:lightwood-2346:Loss @ epoch 493: 0.051347095519304276
INFO:lightwood-2346:Loss @ epoch 494: 0.05134715884923935
INFO:lightwood-2346:Loss @ epoch 495: 0.051182545721530914
INFO:lightwood-2346:Loss @ epoch 496: 0.051182400435209274
INFO:lightwood-2346:Loss @ epoch 497: 0.05101851001381874
INFO:lightwood-2346:Loss @ epoch 498: 0.051018666476011276
INFO:lightwood-2346:Loss @ epoch 499: 0.05085696280002594
INFO:lightwood-2346:Loss @ epoch 500: 0.050856757909059525
INFO:lightwood-2346:Loss @ epoch 501: 0.050695519894361496
INFO:lightwood-2346:Loss @ epoch 502: 0.05069541186094284
INFO:lightwood-2346:Loss @ epoch 503: 0.05053501948714256
INFO:lightwood-2346:Loss @ epoch 504: 0.05053512379527092
INFO:lightwood-2346:Loss @ epoch 505: 0.05037606507539749
INFO:lightwood-2346:Loss @ epoch 506: 0.05037613585591316
INFO:lightwood-2346:Loss @ epoch 507: 0.05021865293383598
INFO:lightwood-2346:Loss @ epoch 508: 0.05021844804286957
INFO:lightwood-2346:Loss @ epoch 509: 0.05006171017885208
INFO:lightwood-2346:Loss @ epoch 510: 0.05006200447678566
INFO:lightwood-2346:Loss @ epoch 511: 0.04990776628255844
INFO:lightwood-2346:Loss @ epoch 512: 0.04990754276514053
INFO:lightwood-2346:Loss @ epoch 513: 0.04975379258394241
INFO:lightwood-2346:Loss @ epoch 514: 0.04975371062755585
INFO:lightwood-2346:Loss @ epoch 515: 0.04960118979215622
INFO:lightwood-2346:Loss @ epoch 516: 0.04960126802325249
INFO:lightwood-2346:Loss @ epoch 517: 0.04944991692900658
INFO:lightwood-2346:Loss @ epoch 518: 0.04944981634616852
INFO:lightwood-2346:Loss @ epoch 519: 0.04929955676198006
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INFO:lightwood-2346:Loss @ epoch 521: 0.049150630831718445
INFO:lightwood-2346:Loss @ epoch 522: 0.049150869250297546
INFO:lightwood-2346:Loss @ epoch 523: 0.04900458827614784
INFO:lightwood-2346:Loss @ epoch 524: 0.04900438338518143
INFO:lightwood-2346:Loss @ epoch 525: 0.0488586500287056
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INFO:lightwood-2346:Loss @ epoch 527: 0.04871411994099617
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INFO:lightwood-2346:Loss @ epoch 529: 0.048570215702056885
INFO:lightwood-2346:Loss @ epoch 530: 0.04857015609741211
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INFO:lightwood-2346:Loss @ epoch 532: 0.048428311944007874
INFO:lightwood-2346:Loss @ epoch 533: 0.048287369310855865
INFO:lightwood-2346:Loss @ epoch 534: 0.048287227749824524
INFO:lightwood-2346:Loss @ epoch 535: 0.04814688861370087
INFO:lightwood-2346:Loss @ epoch 536: 0.048146914690732956
INFO:lightwood-2346:Loss @ epoch 537: 0.048007767647504807
INFO:lightwood-2346:Loss @ epoch 538: 0.04800758883357048
INFO:lightwood-2346:Loss @ epoch 539: 0.047868695110082626
INFO:lightwood-2346:Loss @ epoch 540: 0.047868840396404266
INFO:lightwood-2346:Loss @ epoch 541: 0.04773186519742012
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INFO:lightwood-2346:Loss @ epoch 544: 0.04759572446346283
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INFO:lightwood-2346:Loss @ epoch 546: 0.04746279865503311
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INFO:lightwood-2346:Loss @ epoch 553: 0.04694144055247307
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INFO:lightwood-2346:Loss @ epoch 556: 0.046816471964120865
INFO:lightwood-2346:Loss @ epoch 557: 0.04669203236699104
INFO:lightwood-2346:Loss @ epoch 558: 0.04669206216931343
INFO:lightwood-2346:Loss @ epoch 559: 0.046569038182497025
INFO:lightwood-2346:Loss @ epoch 560: 0.04656881466507912
INFO:lightwood-2346:Loss @ epoch 561: 0.04644589498639107
INFO:lightwood-2346:Loss @ epoch 562: 0.04644601792097092
INFO:lightwood-2346:Loss @ epoch 563: 0.04632459953427315
INFO:lightwood-2346:Loss @ epoch 564: 0.046324778348207474
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INFO:lightwood-2346:Loss @ epoch 567: 0.04608739912509918
INFO:lightwood-2346:Loss @ epoch 568: 0.04608713090419769
INFO:lightwood-2346:Loss @ epoch 569: 0.045969270169734955
INFO:lightwood-2346:Loss @ epoch 570: 0.04596948251128197
INFO:lightwood-2346:Loss @ epoch 571: 0.04585331678390503
INFO:lightwood-2346:Loss @ epoch 572: 0.045853354036808014
INFO:lightwood-2346:Loss @ epoch 573: 0.045738328248262405
INFO:lightwood-2346:Loss @ epoch 574: 0.04573815315961838
INFO:lightwood-2346:Loss @ epoch 575: 0.04562459513545036
INFO:lightwood-2346:Loss @ epoch 576: 0.045625053346157074
INFO:lightwood-2346:Loss @ epoch 577: 0.045513104647397995
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INFO:lightwood-2346:Loss @ epoch 579: 0.045402757823467255
INFO:lightwood-2346:Loss @ epoch 580: 0.0454026535153389
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INFO:lightwood-2346:Loss @ epoch 584: 0.0451836921274662
INFO:lightwood-2346:Loss @ epoch 585: 0.04507746547460556
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INFO:lightwood-2346:Loss @ epoch 587: 0.04497140645980835
INFO:lightwood-2346:Loss @ epoch 588: 0.04497123509645462
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INFO:lightwood-2346:Loss @ epoch 590: 0.04486577957868576
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INFO:lightwood-2346:Loss @ epoch 594: 0.044658731669187546
INFO:lightwood-2346:Loss @ epoch 595: 0.04455643519759178
INFO:lightwood-2346:Loss @ epoch 596: 0.044557131826877594
INFO:lightwood-2346:Loss @ epoch 597: 0.044458337128162384
INFO:lightwood-2346:Loss @ epoch 598: 0.044457919895648956
INFO:lightwood-2346:Loss @ epoch 599: 0.044359445571899414
INFO:lightwood-2346:Loss @ epoch 600: 0.04435975104570389
INFO:lightwood-2346:Loss @ epoch 601: 0.0442630834877491
INFO:lightwood-2346:Loss @ epoch 602: 0.04426306113600731
INFO:lightwood-2346:Loss @ epoch 603: 0.04416698217391968
INFO:lightwood-2346:Loss @ epoch 604: 0.04416707903146744
INFO:lightwood-2346:Loss @ epoch 605: 0.044072315096855164
INFO:lightwood-2346:Loss @ epoch 606: 0.04407276213169098
INFO:lightwood-2346:Loss @ epoch 607: 0.04398107901215553
INFO:lightwood-2346:Loss @ epoch 608: 0.04398062452673912
INFO:lightwood-2346:Loss @ epoch 609: 0.04388909786939621
INFO:lightwood-2346:Loss @ epoch 610: 0.04388925060629845
INFO:lightwood-2346:Loss @ epoch 611: 0.04379892349243164
INFO:lightwood-2346:Loss @ epoch 612: 0.04379899427294731
INFO:lightwood-2346:Loss @ epoch 613: 0.04370961710810661
INFO:lightwood-2346:Loss @ epoch 614: 0.0437094122171402
INFO:lightwood-2346:Loss @ epoch 615: 0.04362104833126068
INFO:lightwood-2346:Loss @ epoch 616: 0.04362136498093605
INFO:lightwood-2346:Loss @ epoch 617: 0.04353366419672966
INFO:lightwood-2346:Loss @ epoch 618: 0.04353346303105354
INFO:lightwood-2346:Loss @ epoch 619: 0.043446097522974014
INFO:lightwood-2346:Loss @ epoch 620: 0.04344616457819939
INFO:lightwood-2346:Loss @ epoch 621: 0.04335970804095268
INFO:lightwood-2346:Loss @ epoch 622: 0.043359339237213135
INFO:lightwood-2346:Loss @ epoch 623: 0.04327251389622688
INFO:lightwood-2346:Loss @ epoch 624: 0.04327249526977539
INFO:lightwood-2346:Loss @ epoch 625: 0.04318663105368614
INFO:lightwood-2346:Loss @ epoch 626: 0.04318668693304062
INFO:lightwood-2346:Loss @ epoch 627: 0.043102145195007324
INFO:lightwood-2346:Loss @ epoch 628: 0.04310154169797897
INFO:lightwood-2346:Loss @ epoch 629: 0.043015673756599426
INFO:lightwood-2346:Loss @ epoch 630: 0.043015822768211365
INFO:lightwood-2346:Loss @ epoch 631: 0.042930882424116135
INFO:lightwood-2346:Loss @ epoch 632: 0.04293034225702286
INFO:lightwood-2346:Loss @ epoch 633: 0.04284489154815674
INFO:lightwood-2346:Loss @ epoch 634: 0.04284520074725151
INFO:lightwood-2346:Loss @ epoch 635: 0.04276216775178909
INFO:lightwood-2346:Loss @ epoch 636: 0.04276162385940552
INFO:lightwood-2346:Loss @ epoch 637: 0.04267830029129982
INFO:lightwood-2346:Loss @ epoch 638: 0.04267853870987892
INFO:lightwood-2346:Loss @ epoch 639: 0.042596831917762756
INFO:lightwood-2346:Loss @ epoch 640: 0.04259691387414932
INFO:lightwood-2346:Loss @ epoch 641: 0.042516011744737625
INFO:lightwood-2346:Loss @ epoch 642: 0.04251595214009285
INFO:lightwood-2346:Loss @ epoch 643: 0.042436227202415466
INFO:lightwood-2346:Loss @ epoch 644: 0.04243636503815651
INFO:lightwood-2346:Loss @ epoch 645: 0.04235830530524254
INFO:lightwood-2346:Loss @ epoch 646: 0.04235900193452835
INFO:lightwood-2346:Loss @ epoch 647: 0.0422828234732151
INFO:lightwood-2346:Loss @ epoch 648: 0.04228265583515167
INFO:lightwood-2346:Loss @ epoch 649: 0.04220927134156227
INFO:lightwood-2346:Loss @ epoch 650: 0.04220948368310928
INFO:lightwood-2346:Loss @ epoch 651: 0.04213787242770195
INFO:lightwood-2346:Loss @ epoch 652: 0.04213782027363777
INFO:lightwood-2346:Loss @ epoch 653: 0.04206590726971626
INFO:lightwood-2346:Loss @ epoch 654: 0.04206649959087372
INFO:lightwood-2346:Loss @ epoch 655: 0.04199754819273949
INFO:lightwood-2346:Loss @ epoch 656: 0.04199734702706337
INFO:lightwood-2346:Loss @ epoch 657: 0.04192900285124779
INFO:lightwood-2346:Loss @ epoch 658: 0.04192882403731346
INFO:lightwood-2346:Loss @ epoch 659: 0.041860759258270264
INFO:lightwood-2346:Loss @ epoch 660: 0.04186075180768967
INFO:lightwood-2346:Loss @ epoch 661: 0.04179339110851288
INFO:lightwood-2346:Loss @ epoch 662: 0.04179336503148079
INFO:lightwood-2346:Loss @ epoch 663: 0.04172618314623833
INFO:lightwood-2346:Loss @ epoch 664: 0.04172656312584877
INFO:lightwood-2346:Loss @ epoch 665: 0.04166137054562569
INFO:lightwood-2346:Loss @ epoch 666: 0.04166130721569061
INFO:lightwood-2346:Loss @ epoch 667: 0.04159661754965782
INFO:lightwood-2346:Loss @ epoch 668: 0.04159657284617424
INFO:lightwood-2346:Loss @ epoch 669: 0.04153209179639816
INFO:lightwood-2346:Loss @ epoch 670: 0.0415322370827198
INFO:lightwood-2346:Loss @ epoch 671: 0.041469138115644455
INFO:lightwood-2346:Loss @ epoch 672: 0.04146937280893326
INFO:lightwood-2346:Loss @ epoch 673: 0.041407063603401184
INFO:lightwood-2346:Loss @ epoch 674: 0.04140736535191536
INFO:lightwood-2346:Loss @ epoch 675: 0.041347648948431015
INFO:lightwood-2346:Loss @ epoch 676: 0.04134735092520714
INFO:lightwood-2346:Loss @ epoch 677: 0.04128735139966011
INFO:lightwood-2346:Loss @ epoch 678: 0.04128766432404518
INFO:lightwood-2346:Loss @ epoch 679: 0.04122934117913246
INFO:lightwood-2346:Loss @ epoch 680: 0.041229117661714554
INFO:lightwood-2346:Loss @ epoch 681: 0.04117048159241676
INFO:lightwood-2346:Loss @ epoch 682: 0.04117055609822273
INFO:lightwood-2346:Loss @ epoch 683: 0.041113100945949554
INFO:lightwood-2346:Loss @ epoch 684: 0.04111330211162567
INFO:lightwood-2346:Loss @ epoch 685: 0.04105699807405472
INFO:lightwood-2346:Loss @ epoch 686: 0.041057050228118896
INFO:lightwood-2346:Loss @ epoch 687: 0.041001345962285995
INFO:lightwood-2346:Loss @ epoch 688: 0.041001491248607635
INFO:lightwood-2346:Loss @ epoch 689: 0.040946245193481445
INFO:lightwood-2346:Loss @ epoch 690: 0.04094649478793144
INFO:lightwood-2346:Loss @ epoch 691: 0.04089256748557091
INFO:lightwood-2346:Loss @ epoch 692: 0.04089226946234703
INFO:lightwood-2346:Loss @ epoch 693: 0.04083748906850815
INFO:lightwood-2346:Loss @ epoch 694: 0.04083807021379471
INFO:lightwood-2346:Loss @ epoch 695: 0.040786344558000565
INFO:lightwood-2346:Loss @ epoch 696: 0.04078616946935654
INFO:lightwood-2346:Loss @ epoch 697: 0.04073487967252731
INFO:lightwood-2346:Loss @ epoch 698: 0.04073464125394821
INFO:lightwood-2346:Loss @ epoch 699: 0.040682967752218246
INFO:lightwood-2346:Loss @ epoch 700: 0.04068348556756973
INFO:lightwood-2346:Loss @ epoch 701: 0.04063347354531288
INFO:lightwood-2346:Loss @ epoch 702: 0.040633685886859894
INFO:lightwood-2346:Loss @ epoch 703: 0.040584273636341095
INFO:lightwood-2346:Loss @ epoch 704: 0.04058443382382393
INFO:lightwood-2346:Loss @ epoch 705: 0.040536124259233475
INFO:lightwood-2346:Loss @ epoch 706: 0.040536366403102875
INFO:lightwood-2346:Loss @ epoch 707: 0.04049016162753105
INFO:lightwood-2346:Loss @ epoch 708: 0.04048983380198479
INFO:lightwood-2346:Loss @ epoch 709: 0.040443044155836105
INFO:lightwood-2346:Loss @ epoch 710: 0.04044328257441521
INFO:lightwood-2346:Loss @ epoch 711: 0.04039736092090607
INFO:lightwood-2346:Loss @ epoch 712: 0.04039706289768219
INFO:lightwood-2346:Loss @ epoch 713: 0.04035061225295067
INFO:lightwood-2346:Loss @ epoch 714: 0.040351081639528275
INFO:lightwood-2346:Loss @ epoch 715: 0.04030688479542732
INFO:lightwood-2346:Loss @ epoch 716: 0.04030671343207359
INFO:lightwood-2346:Loss @ epoch 717: 0.040263161063194275
INFO:lightwood-2346:Loss @ epoch 718: 0.04026316478848457
INFO:lightwood-2346:Loss @ epoch 719: 0.04021919146180153
INFO:lightwood-2346:Loss @ epoch 720: 0.04021911323070526
INFO:lightwood-2346:Loss @ epoch 721: 0.04017575830221176
INFO:lightwood-2346:Loss @ epoch 722: 0.040175698697566986
INFO:lightwood-2346:Loss @ epoch 723: 0.04013217240571976
INFO:lightwood-2346:Loss @ epoch 724: 0.040132634341716766
INFO:lightwood-2346:Loss @ epoch 725: 0.04009189084172249
INFO:lightwood-2346:Loss @ epoch 726: 0.04009194299578667
INFO:lightwood-2346:Loss @ epoch 727: 0.04005156084895134
INFO:lightwood-2346:Loss @ epoch 728: 0.04005143791437149
INFO:lightwood-2346:Loss @ epoch 729: 0.040010642260313034
INFO:lightwood-2346:Loss @ epoch 730: 0.0400109626352787
INFO:lightwood-2346:Loss @ epoch 731: 0.039971474558115005
INFO:lightwood-2346:Loss @ epoch 732: 0.039971426129341125
INFO:lightwood-2346:Loss @ epoch 733: 0.03993220999836922
INFO:lightwood-2346:Loss @ epoch 734: 0.0399325005710125
INFO:lightwood-2346:Loss @ epoch 735: 0.03989502415060997
INFO:lightwood-2346:Loss @ epoch 736: 0.0398949533700943
INFO:lightwood-2346:Loss @ epoch 737: 0.039857614785432816
INFO:lightwood-2346:Loss @ epoch 738: 0.039857786148786545
INFO:lightwood-2346:Loss @ epoch 739: 0.0398205928504467
INFO:lightwood-2346:Loss @ epoch 740: 0.03982042148709297
INFO:lightwood-2346:Loss @ epoch 741: 0.039782147854566574
INFO:lightwood-2346:Loss @ epoch 742: 0.039782777428627014
INFO:lightwood-2346:Loss @ epoch 743: 0.03974640741944313
INFO:lightwood-2346:Loss @ epoch 744: 0.03974635526537895
INFO:lightwood-2346:Loss @ epoch 745: 0.039710257202386856
INFO:lightwood-2346:Loss @ epoch 746: 0.03971002623438835
INFO:lightwood-2346:Loss @ epoch 747: 0.03967418521642685
INFO:lightwood-2346:Loss @ epoch 748: 0.03967404365539551
INFO:lightwood-2346:Loss @ epoch 749: 0.039637017995119095
INFO:lightwood-2346:Loss @ epoch 750: 0.03963707387447357
INFO:lightwood-2346:Loss @ epoch 751: 0.03960077464580536
INFO:lightwood-2346:Loss @ epoch 752: 0.03960072621703148
INFO:lightwood-2346:Loss @ epoch 753: 0.03956478461623192
INFO:lightwood-2346:Loss @ epoch 754: 0.03956518694758415
INFO:lightwood-2346:Loss @ epoch 755: 0.03953156620264053
INFO:lightwood-2346:Loss @ epoch 756: 0.03953135013580322
INFO:lightwood-2346:Loss @ epoch 757: 0.03949755057692528
INFO:lightwood-2346:Loss @ epoch 758: 0.039498113095760345
INFO:lightwood-2346:Loss @ epoch 759: 0.03946594148874283
INFO:lightwood-2346:Loss @ epoch 760: 0.039465297013521194
INFO:lightwood-2346:Loss @ epoch 761: 0.03943174332380295
INFO:lightwood-2346:Loss @ epoch 762: 0.03943183273077011
INFO:lightwood-2346:Loss @ epoch 763: 0.039399344474077225
INFO:lightwood-2346:Loss @ epoch 764: 0.03939983621239662
INFO:lightwood-2346:Loss @ epoch 765: 0.039368886500597
INFO:lightwood-2346:Loss @ epoch 766: 0.03936870023608208
INFO:lightwood-2346:Loss @ epoch 767: 0.03933718428015709
INFO:lightwood-2346:Loss @ epoch 768: 0.0393369123339653
INFO:lightwood-2346:Loss @ epoch 769: 0.039303701370954514
INFO:lightwood-2346:Loss @ epoch 770: 0.03930347040295601
INFO:lightwood-2346:Loss @ epoch 771: 0.03927064314484596
INFO:lightwood-2346:Loss @ epoch 772: 0.03927081078290939
INFO:lightwood-2346:Loss @ epoch 773: 0.039239656180143356
INFO:lightwood-2346:Loss @ epoch 774: 0.03924015909433365
INFO:lightwood-2346:Loss @ epoch 775: 0.039209332317113876
INFO:lightwood-2346:Loss @ epoch 776: 0.03920905664563179
INFO:lightwood-2346:Loss @ epoch 777: 0.0391773097217083
INFO:lightwood-2346:Loss @ epoch 778: 0.039177559316158295
INFO:lightwood-2346:Loss @ epoch 779: 0.03914623707532883
INFO:lightwood-2346:Loss @ epoch 780: 0.039146218448877335
INFO:lightwood-2346:Loss @ epoch 781: 0.039114810526371
INFO:lightwood-2346:Loss @ epoch 782: 0.03911469131708145
INFO:lightwood-2346:Loss @ epoch 783: 0.03908359631896019
INFO:lightwood-2346:Loss @ epoch 784: 0.03908396512269974
INFO:lightwood-2346:Loss @ epoch 785: 0.039054129272699356
INFO:lightwood-2346:Loss @ epoch 786: 0.039054278284311295
INFO:lightwood-2346:Loss @ epoch 787: 0.039024777710437775
INFO:lightwood-2346:Loss @ epoch 788: 0.039024773985147476
INFO:lightwood-2346:Loss @ epoch 789: 0.038995858281850815
INFO:lightwood-2346:Loss @ epoch 790: 0.038996294140815735
INFO:lightwood-2346:Loss @ epoch 791: 0.038967907428741455
INFO:lightwood-2346:Loss @ epoch 792: 0.038967981934547424
INFO:lightwood-2346:Loss @ epoch 793: 0.038941118866205215
INFO:lightwood-2346:Loss @ epoch 794: 0.03894080966711044
INFO:lightwood-2346:Loss @ epoch 795: 0.038913846015930176
INFO:lightwood-2346:Loss @ epoch 796: 0.038914117962121964
INFO:lightwood-2346:Loss @ epoch 797: 0.03888799995183945
INFO:lightwood-2346:Loss @ epoch 798: 0.03888816013932228
INFO:lightwood-2346:Loss @ epoch 799: 0.03886229917407036
INFO:lightwood-2346:Loss @ epoch 800: 0.0388624407351017
INFO:lightwood-2346:Loss @ epoch 801: 0.03883765637874603
INFO:lightwood-2346:Loss @ epoch 802: 0.03883779048919678
INFO:lightwood-2346:Loss @ epoch 803: 0.03881429508328438
INFO:lightwood-2346:Loss @ epoch 804: 0.03881405293941498
INFO:lightwood-2346:Loss @ epoch 805: 0.03878914937376976
INFO:lightwood-2346:Loss @ epoch 806: 0.03878914192318916
INFO:lightwood-2346:Loss @ epoch 807: 0.03876354917883873
INFO:lightwood-2346:Loss @ epoch 808: 0.03876300901174545
INFO:lightwood-2346:Loss @ epoch 809: 0.03873633220791817
INFO:lightwood-2346:Loss @ epoch 810: 0.038736362010240555
INFO:lightwood-2346:Loss @ epoch 811: 0.03871137276291847
INFO:lightwood-2346:Loss @ epoch 812: 0.038712337613105774
INFO:lightwood-2346:Loss @ epoch 813: 0.03868903964757919
INFO:lightwood-2346:Loss @ epoch 814: 0.03868852183222771
INFO:lightwood-2346:Loss @ epoch 815: 0.03866376727819443
INFO:lightwood-2346:Loss @ epoch 816: 0.03866373747587204
INFO:lightwood-2346:Loss @ epoch 817: 0.03863876312971115
INFO:lightwood-2346:Loss @ epoch 818: 0.03863894194364548
INFO:lightwood-2346:Loss @ epoch 819: 0.03861425817012787
INFO:lightwood-2346:Loss @ epoch 820: 0.03861430659890175
INFO:lightwood-2346:Loss @ epoch 821: 0.038591332733631134
INFO:lightwood-2346:Loss @ epoch 822: 0.03859182074666023
INFO:lightwood-2346:Loss @ epoch 823: 0.038569431751966476
INFO:lightwood-2346:Loss @ epoch 824: 0.038569118827581406
INFO:lightwood-2346:Loss @ epoch 825: 0.03854595497250557
INFO:lightwood-2346:Loss @ epoch 826: 0.03854619339108467
INFO:lightwood-2346:Loss @ epoch 827: 0.038524091243743896
INFO:lightwood-2346:Loss @ epoch 828: 0.038524117320775986
INFO:lightwood-2346:Loss @ epoch 829: 0.038502320647239685
INFO:lightwood-2346:Loss @ epoch 830: 0.03850303590297699
INFO:lightwood-2346:Loss @ epoch 831: 0.03848368301987648
INFO:lightwood-2346:Loss @ epoch 832: 0.038482632488012314
INFO:lightwood-2346:Loss @ epoch 833: 0.03846002742648125
INFO:lightwood-2346:Loss @ epoch 834: 0.038460057228803635
INFO:lightwood-2346:Loss @ epoch 835: 0.0384378619492054
INFO:lightwood-2346:Loss @ epoch 836: 0.03843778371810913
INFO:lightwood-2346:Loss @ epoch 837: 0.03841526061296463
INFO:lightwood-2346:Loss @ epoch 838: 0.03841625899076462
INFO:lightwood-2346:Loss @ epoch 839: 0.03839659318327904
INFO:lightwood-2346:Loss @ epoch 840: 0.03839656338095665
INFO:lightwood-2346:Loss @ epoch 841: 0.0383758470416069
INFO:lightwood-2346:Loss @ epoch 842: 0.03837544098496437
INFO:lightwood-2346:Loss @ epoch 843: 0.03835418075323105
INFO:lightwood-2346:Loss @ epoch 844: 0.038354791700839996
INFO:lightwood-2346:Loss @ epoch 845: 0.038334932178258896
INFO:lightwood-2346:Loss @ epoch 846: 0.038334984332323074
INFO:lightwood-2346:Loss @ epoch 847: 0.03831638768315315
INFO:lightwood-2346:Loss @ epoch 848: 0.03831685334444046
INFO:lightwood-2346:Loss @ epoch 849: 0.03830133005976677
INFO:lightwood-2346:Loss @ epoch 850: 0.038301192224025726
INFO:lightwood-2346:Loss @ epoch 851: 0.03828480467200279
INFO:lightwood-2346:Loss @ epoch 852: 0.038284894078969955
INFO:lightwood-2346:Loss @ epoch 853: 0.038268864154815674
INFO:lightwood-2346:Loss @ epoch 854: 0.0382685549557209
INFO:lightwood-2346:Loss @ epoch 855: 0.03825098276138306
INFO:lightwood-2346:Loss @ epoch 856: 0.038251325488090515
INFO:lightwood-2346:Loss @ epoch 857: 0.0382361076772213
INFO:lightwood-2346:Loss @ epoch 858: 0.03823629766702652
INFO:lightwood-2346:Loss @ epoch 859: 0.03822046518325806
INFO:lightwood-2346:Loss @ epoch 860: 0.03821995109319687
INFO:lightwood-2346:Loss @ epoch 861: 0.03820187225937843
INFO:lightwood-2346:Loss @ epoch 862: 0.03820186108350754
INFO:lightwood-2346:Loss @ epoch 863: 0.03818485513329506
INFO:lightwood-2346:Loss @ epoch 864: 0.03818519786000252
INFO:lightwood-2346:Loss @ epoch 865: 0.03816842660307884
INFO:lightwood-2346:Loss @ epoch 866: 0.03816845640540123
INFO:lightwood-2346:Loss @ epoch 867: 0.03815256431698799
INFO:lightwood-2346:Loss @ epoch 868: 0.038152240216732025
INFO:lightwood-2346:Loss @ epoch 869: 0.03813592717051506
INFO:lightwood-2346:Loss @ epoch 870: 0.03813646733760834
INFO:lightwood-2346:Loss @ epoch 871: 0.03812110424041748
INFO:lightwood-2346:Loss @ epoch 872: 0.03812112286686897
INFO:lightwood-2346:Loss @ epoch 873: 0.03810496628284454
INFO:lightwood-2346:Loss @ epoch 874: 0.03810516744852066
INFO:lightwood-2346:Loss @ epoch 875: 0.03809066489338875
INFO:lightwood-2346:Loss @ epoch 876: 0.038090780377388
INFO:lightwood-2346:Loss @ epoch 877: 0.038076043128967285
INFO:lightwood-2346:Loss @ epoch 878: 0.03807588294148445
INFO:lightwood-2346:Loss @ epoch 879: 0.03806053474545479
INFO:lightwood-2346:Loss @ epoch 880: 0.03806019946932793
INFO:lightwood-2346:Loss @ epoch 881: 0.038043729960918427
INFO:lightwood-2346:Loss @ epoch 882: 0.03804485872387886
INFO:lightwood-2346:Loss @ epoch 883: 0.0380316898226738
INFO:lightwood-2346:Loss @ epoch 884: 0.03803136572241783
INFO:lightwood-2346:Loss @ epoch 885: 0.038017041981220245
INFO:lightwood-2346:Loss @ epoch 886: 0.03801717981696129
INFO:lightwood-2346:Loss @ epoch 887: 0.03800271451473236
INFO:lightwood-2346:Loss @ epoch 888: 0.038002558052539825
INFO:lightwood-2346:Loss @ epoch 889: 0.03798701986670494
INFO:lightwood-2346:Loss @ epoch 890: 0.03798713535070419
INFO:lightwood-2346:Loss @ epoch 891: 0.037972353398799896
INFO:lightwood-2346:Loss @ epoch 892: 0.037973009049892426
INFO:lightwood-2346:Loss @ epoch 893: 0.03796132281422615
INFO:lightwood-2346:Loss @ epoch 894: 0.03796099126338959
INFO:lightwood-2346:Loss @ epoch 895: 0.03794778510928154
INFO:lightwood-2346:Loss @ epoch 896: 0.03794732317328453
INFO:lightwood-2346:Loss @ epoch 897: 0.03793313354253769
INFO:lightwood-2346:Loss @ epoch 898: 0.03793416917324066
INFO:lightwood-2346:Loss @ epoch 899: 0.03792333975434303
INFO:lightwood-2346:Loss @ epoch 900: 0.037922900170087814
INFO:lightwood-2346:Loss @ epoch 901: 0.03791078180074692
INFO:lightwood-2346:Loss @ epoch 902: 0.03791044279932976
INFO:lightwood-2346:Loss @ epoch 903: 0.03789723291993141
INFO:lightwood-2346:Loss @ epoch 904: 0.03789811208844185
INFO:lightwood-2346:Loss @ epoch 905: 0.03788795322179794
INFO:lightwood-2346:Loss @ epoch 906: 0.03788787126541138
INFO:lightwood-2346:Loss @ epoch 907: 0.03787637874484062
INFO:lightwood-2346:Loss @ epoch 908: 0.03787647560238838
INFO:lightwood-2346:Loss @ epoch 909: 0.03786506503820419
INFO:lightwood-2346:Loss @ epoch 910: 0.03786482289433479
INFO:lightwood-2346:Loss @ epoch 911: 0.0378524586558342
INFO:lightwood-2346:Loss @ epoch 912: 0.03785316273570061
INFO:lightwood-2346:Loss @ epoch 913: 0.03784411400556564
INFO:lightwood-2346:Loss @ epoch 914: 0.03784368932247162
INFO:lightwood-2346:Loss @ epoch 915: 0.03783224895596504
INFO:lightwood-2346:Loss @ epoch 916: 0.03783180192112923
INFO:lightwood-2346:Loss @ epoch 917: 0.037819087505340576
INFO:lightwood-2346:Loss @ epoch 918: 0.037820033729076385
INFO:lightwood-2346:Loss @ epoch 919: 0.03781060129404068
INFO:lightwood-2346:Loss @ epoch 920: 0.0378098227083683
INFO:lightwood-2346:Loss @ epoch 921: 0.037798039615154266
INFO:lightwood-2346:Loss @ epoch 922: 0.03779806196689606
INFO:lightwood-2346:Loss @ epoch 923: 0.03778659179806709
INFO:lightwood-2346:Loss @ epoch 924: 0.03778733313083649
INFO:lightwood-2346:Loss @ epoch 925: 0.03777844086289406
INFO:lightwood-2346:Loss @ epoch 926: 0.03777831420302391
INFO:lightwood-2346:Loss @ epoch 927: 0.03776794299483299
INFO:lightwood-2346:Loss @ epoch 928: 0.03776804357767105
INFO:lightwood-2346:Loss @ epoch 929: 0.03775820881128311
INFO:lightwood-2346:Loss @ epoch 930: 0.03775832802057266
INFO:lightwood-2346:Loss @ epoch 931: 0.03774836286902428
INFO:lightwood-2346:Loss @ epoch 932: 0.03774870187044144
INFO:lightwood-2346:Loss @ epoch 933: 0.03773990646004677
INFO:lightwood-2346:Loss @ epoch 934: 0.03774016350507736
INFO:lightwood-2346:Loss @ epoch 935: 0.03773048147559166
INFO:lightwood-2346:Loss @ epoch 936: 0.03773025423288345
INFO:lightwood-2346:Loss @ epoch 937: 0.03771983087062836
INFO:lightwood-2346:Loss @ epoch 938: 0.037721116095781326
INFO:lightwood-2346:Loss @ epoch 939: 0.03771320730447769
INFO:lightwood-2346:Loss @ epoch 940: 0.037712469696998596
INFO:lightwood-2346:Loss @ epoch 941: 0.037701819092035294
INFO:lightwood-2346:Loss @ epoch 942: 0.03770176321268082
INFO:lightwood-2346:Loss @ epoch 943: 0.03769083693623543
INFO:lightwood-2346:Loss @ epoch 944: 0.03769083321094513
INFO:lightwood-2346:Loss @ epoch 945: 0.03768034651875496
INFO:lightwood-2346:Loss @ epoch 946: 0.03768099099397659
INFO:lightwood-2346:Loss @ epoch 947: 0.03767227381467819
INFO:lightwood-2346:Loss @ epoch 948: 0.03767208755016327
INFO:lightwood-2346:Loss @ epoch 949: 0.03766177222132683
INFO:lightwood-2346:Loss @ epoch 950: 0.0376620851457119
INFO:lightwood-2346:Loss @ epoch 951: 0.03765307739377022
INFO:lightwood-2346:Loss @ epoch 952: 0.037653978914022446
INFO:lightwood-2346:Loss @ epoch 953: 0.037645988166332245
INFO:lightwood-2346:Loss @ epoch 954: 0.03764630854129791
INFO:lightwood-2346:Loss @ epoch 955: 0.03763941302895546
INFO:lightwood-2346:Loss @ epoch 956: 0.037639521062374115
INFO:lightwood-2346:Loss @ epoch 957: 0.03763147071003914
INFO:lightwood-2346:Loss @ epoch 958: 0.037631310522556305
INFO:lightwood-2346:Loss @ epoch 959: 0.03762214258313179
INFO:lightwood-2346:Loss @ epoch 960: 0.03762250766158104
INFO:lightwood-2346:Loss @ epoch 961: 0.0376150943338871
INFO:lightwood-2346:Loss @ epoch 962: 0.03761506825685501
INFO:lightwood-2346:Loss @ epoch 963: 0.03760775178670883
INFO:lightwood-2346:Loss @ epoch 964: 0.03760763630270958
INFO:lightwood-2346:Loss @ epoch 965: 0.03759811818599701
INFO:lightwood-2346:Loss @ epoch 966: 0.037598270922899246
INFO:lightwood-2346:Loss @ epoch 967: 0.03758963197469711
INFO:lightwood-2346:Loss @ epoch 968: 0.03759042173624039
INFO:lightwood-2346:Loss @ epoch 969: 0.03758402168750763
INFO:lightwood-2346:Loss @ epoch 970: 0.03758390247821808
INFO:lightwood-2346:Loss @ epoch 971: 0.0375775508582592
INFO:lightwood-2346:Loss @ epoch 972: 0.03757704049348831
INFO:lightwood-2346:Loss @ epoch 973: 0.03756766766309738
INFO:lightwood-2346:Loss @ epoch 974: 0.03756788745522499
INFO:lightwood-2346:Loss @ epoch 975: 0.03755952790379524
INFO:lightwood-2346:Loss @ epoch 976: 0.03755997121334076
INFO:lightwood-2346:Loss @ epoch 977: 0.03755068778991699
INFO:lightwood-2346:Loss @ epoch 978: 0.037550803273916245
INFO:lightwood-2346:Loss @ epoch 979: 0.037542056292295456
INFO:lightwood-2346:Loss @ epoch 980: 0.03754223510622978
INFO:lightwood-2346:Loss @ epoch 981: 0.03753357753157616
INFO:lightwood-2346:Loss @ epoch 982: 0.037534717470407486
INFO:lightwood-2346:Loss @ epoch 983: 0.03752877935767174
INFO:lightwood-2346:Loss @ epoch 984: 0.03752757981419563
INFO:lightwood-2346:Loss @ epoch 985: 0.037517692893743515
INFO:lightwood-2346:Loss @ epoch 986: 0.0375182144343853
INFO:lightwood-2346:Loss @ epoch 987: 0.03750983253121376
INFO:lightwood-2346:Loss @ epoch 988: 0.037509553134441376
INFO:lightwood-2346:Loss @ epoch 989: 0.03749857097864151
INFO:lightwood-2346:Loss @ epoch 990: 0.03749876841902733
INFO:lightwood-2346:Loss @ epoch 991: 0.037488341331481934
INFO:lightwood-2346:Loss @ epoch 992: 0.03748847916722298
INFO:lightwood-2346:Loss @ epoch 993: 0.037477850914001465
INFO:lightwood-2346:Loss @ epoch 994: 0.037477754056453705
INFO:lightwood-2346:Loss @ epoch 995: 0.03746738284826279
INFO:lightwood-2346:Loss @ epoch 996: 0.03746798262000084
INFO:lightwood-2346:Loss @ epoch 997: 0.0374595932662487
INFO:lightwood-2346:Loss @ epoch 998: 0.03745933249592781
INFO:lightwood-2346:Loss @ epoch 999: 0.037449054419994354
INFO:lightwood-2346:Loss @ epoch 1000: 0.03744899481534958
INFO:lightwood-2346:Loss @ epoch 1001: 0.037437718361616135
INFO:lightwood-2346:Loss @ epoch 1002: 0.03743758425116539
INFO:lightwood-2346:Loss @ epoch 1003: 0.03742607682943344
INFO:lightwood-2346:Loss @ epoch 1004: 0.03742742910981178
INFO:lightwood-2346:Loss @ epoch 1005: 0.037420257925987244
INFO:lightwood-2346:Loss @ epoch 1006: 0.037419456988573074
INFO:lightwood-2346:Loss @ epoch 1007: 0.037408940494060516
INFO:lightwood-2346:Loss @ epoch 1008: 0.03740833327174187
INFO:lightwood-2346:Loss @ epoch 1009: 0.03739536926150322
INFO:lightwood-2346:Loss @ epoch 1010: 0.037396278232336044
INFO:lightwood-2346:Loss @ epoch 1011: 0.03738592192530632
INFO:lightwood-2346:Loss @ epoch 1012: 0.03738589957356453
INFO:lightwood-2346:Loss @ epoch 1013: 0.037376176565885544
INFO:lightwood-2346:Loss @ epoch 1014: 0.037375740706920624
INFO:lightwood-2346:Loss @ epoch 1015: 0.03736479580402374
INFO:lightwood-2346:Loss @ epoch 1016: 0.037365540862083435
INFO:lightwood-2346:Loss @ epoch 1017: 0.03735661506652832
INFO:lightwood-2346:Loss @ epoch 1018: 0.037356600165367126
INFO:lightwood-2346:Loss @ epoch 1019: 0.037348974496126175
INFO:lightwood-2346:Loss @ epoch 1020: 0.037348564714193344
INFO:lightwood-2346:Loss @ epoch 1021: 0.03733858838677406
INFO:lightwood-2346:Loss @ epoch 1022: 0.03733907639980316
INFO:lightwood-2346:Loss @ epoch 1023: 0.03733104094862938
INFO:lightwood-2346:Loss @ epoch 1024: 0.03733045235276222
INFO:lightwood-2346:Loss @ epoch 1025: 0.037321802228689194
INFO:lightwood-2346:Loss @ epoch 1026: 0.03732144460082054
INFO:lightwood-2346:Loss @ epoch 1027: 0.037311773747205734
INFO:lightwood-2346:Loss @ epoch 1028: 0.037312235683202744
INFO:lightwood-2346:Loss @ epoch 1029: 0.03730298578739166
INFO:lightwood-2346:Loss @ epoch 1030: 0.037302687764167786
INFO:lightwood-2346:Loss @ epoch 1031: 0.037292443215847015
INFO:lightwood-2346:Loss @ epoch 1032: 0.03729387745261192
INFO:lightwood-2346:Loss @ epoch 1033: 0.03728784620761871
INFO:lightwood-2346:Loss @ epoch 1034: 0.03728669136762619
INFO:lightwood-2346:Loss @ epoch 1035: 0.03727731481194496
INFO:lightwood-2346:Loss @ epoch 1036: 0.03727830573916435
INFO:lightwood-2346:Loss @ epoch 1037: 0.03727177903056145
INFO:lightwood-2346:Loss @ epoch 1038: 0.037271492183208466
INFO:lightwood-2346:Loss @ epoch 1039: 0.03726538270711899
INFO:lightwood-2346:Loss @ epoch 1040: 0.03726515918970108
INFO:lightwood-2346:Loss @ epoch 1041: 0.03725771978497505
INFO:lightwood-2346:Loss @ epoch 1042: 0.03725763037800789
INFO:lightwood-2346:Loss @ epoch 1043: 0.03724776208400726
INFO:lightwood-2346:Loss @ epoch 1044: 0.03724875673651695
INFO:lightwood-2346:Loss @ epoch 1045: 0.03724197298288345
INFO:lightwood-2346:Loss @ epoch 1046: 0.03724120184779167
INFO:lightwood-2346:Loss @ epoch 1047: 0.037230830639600754
INFO:lightwood-2346:Loss @ epoch 1048: 0.037231121212244034
INFO:lightwood-2346:Loss @ epoch 1049: 0.03722141310572624
INFO:lightwood-2346:Loss @ epoch 1050: 0.03722134605050087
INFO:lightwood-2346:Loss @ epoch 1051: 0.03720960393548012
INFO:lightwood-2346:Loss @ epoch 1052: 0.03720947355031967
INFO:lightwood-2346:Loss @ epoch 1053: 0.037198059260845184
INFO:lightwood-2346:Loss @ epoch 1054: 0.03719840198755264
INFO:lightwood-2346:Loss @ epoch 1055: 0.03718820959329605
INFO:lightwood-2346:Loss @ epoch 1056: 0.03718828409910202
INFO:lightwood-2346:Loss @ epoch 1057: 0.0371767096221447
INFO:lightwood-2346:Loss @ epoch 1058: 0.03717666491866112
INFO:lightwood-2346:Loss @ epoch 1059: 0.03716595470905304
INFO:lightwood-2346:Loss @ epoch 1060: 0.03716624155640602
INFO:lightwood-2346:Loss @ epoch 1061: 0.037155214697122574
INFO:lightwood-2346:Loss @ epoch 1062: 0.0371556393802166
INFO:lightwood-2346:Loss @ epoch 1063: 0.0371447391808033
INFO:lightwood-2346:Loss @ epoch 1064: 0.03714442998170853
INFO:lightwood-2346:Loss @ epoch 1065: 0.037132542580366135
INFO:lightwood-2346:Loss @ epoch 1066: 0.03713340312242508
INFO:lightwood-2346:Loss @ epoch 1067: 0.03712448105216026
INFO:lightwood-2346:Loss @ epoch 1068: 0.03712515905499458
INFO:lightwood-2346:Loss @ epoch 1069: 0.03711770847439766
INFO:lightwood-2346:Loss @ epoch 1070: 0.037117037922143936
INFO:lightwood-2346:Loss @ epoch 1071: 0.03710790351033211
INFO:lightwood-2346:Loss @ epoch 1072: 0.03710731491446495
INFO:lightwood-2346:Loss @ epoch 1073: 0.03709676116704941
INFO:lightwood-2346:Loss @ epoch 1074: 0.03709711134433746
INFO:lightwood-2346:Loss @ epoch 1075: 0.037088215351104736
INFO:lightwood-2346:Loss @ epoch 1076: 0.03708849847316742
INFO:lightwood-2346:Loss @ epoch 1077: 0.03707866743206978
INFO:lightwood-2346:Loss @ epoch 1078: 0.03707784041762352
INFO:lightwood-2346:Loss @ epoch 1079: 0.03706613555550575
INFO:lightwood-2346:Loss @ epoch 1080: 0.03706725314259529
INFO:lightwood-2346:Loss @ epoch 1081: 0.03706004470586777
INFO:lightwood-2346:Loss @ epoch 1082: 0.037059199064970016
INFO:lightwood-2346:Loss @ epoch 1083: 0.03705013170838356
INFO:lightwood-2346:Loss @ epoch 1084: 0.03705012798309326
INFO:lightwood-2346:Loss @ epoch 1085: 0.037040118128061295
INFO:lightwood-2346:Loss @ epoch 1086: 0.03703952208161354
INFO:lightwood-2346:Loss @ epoch 1087: 0.03702806681394577
INFO:lightwood-2346:Loss @ epoch 1088: 0.03702884167432785
INFO:lightwood-2346:Loss @ epoch 1089: 0.03702143579721451
INFO:lightwood-2346:Loss @ epoch 1090: 0.037021391093730927
INFO:lightwood-2346:Loss @ epoch 1091: 0.03701162338256836
INFO:lightwood-2346:Loss @ epoch 1092: 0.03701123967766762
INFO:lightwood-2346:Loss @ epoch 1093: 0.036999188363552094
INFO:lightwood-2346:Loss @ epoch 1094: 0.037000395357608795
INFO:lightwood-2346:Loss @ epoch 1095: 0.036993641406297684
INFO:lightwood-2346:Loss @ epoch 1096: 0.03699292615056038
INFO:lightwood-2346:Loss @ epoch 1097: 0.03698272258043289
INFO:lightwood-2346:Loss @ epoch 1098: 0.036983177065849304
INFO:lightwood-2346:Loss @ epoch 1099: 0.03697367012500763
INFO:lightwood-2346:Loss @ epoch 1100: 0.03697328642010689
INFO:lightwood-2346:Loss @ epoch 1101: 0.036961935460567474
INFO:lightwood-2346:Loss @ epoch 1102: 0.036963146179914474
INFO:lightwood-2346:Loss @ epoch 1103: 0.03695570304989815
INFO:lightwood-2346:Loss @ epoch 1104: 0.03695563226938248
INFO:lightwood-2346:Loss @ epoch 1105: 0.03694814443588257
INFO:lightwood-2346:Loss @ epoch 1106: 0.03694748878479004
INFO:lightwood-2346:Loss @ epoch 1107: 0.03693597763776779
INFO:lightwood-2346:Loss @ epoch 1108: 0.036936257034540176
INFO:lightwood-2346:Loss @ epoch 1109: 0.03692654147744179
INFO:lightwood-2346:Loss @ epoch 1110: 0.036927394568920135
INFO:lightwood-2346:Loss @ epoch 1111: 0.03691935911774635
INFO:lightwood-2346:Loss @ epoch 1112: 0.036918267607688904
INFO:lightwood-2346:Loss @ epoch 1113: 0.03690825030207634
INFO:lightwood-2346:Loss @ epoch 1114: 0.03691008314490318
INFO:lightwood-2346:Loss @ epoch 1115: 0.03690385818481445
INFO:lightwood-2346:Loss @ epoch 1116: 0.036902640014886856
INFO:lightwood-2346:Loss @ epoch 1117: 0.03689275309443474
INFO:lightwood-2346:Loss @ epoch 1118: 0.036893080919981
INFO:lightwood-2346:Loss @ epoch 1119: 0.03688255324959755
INFO:lightwood-2346:Loss @ epoch 1120: 0.036882586777210236
INFO:lightwood-2346:Loss @ epoch 1121: 0.03687376528978348
INFO:lightwood-2346:Loss @ epoch 1122: 0.03687499463558197
INFO:lightwood-2346:Loss @ epoch 1123: 0.03686830773949623
INFO:lightwood-2346:Loss @ epoch 1124: 0.03686763718724251
INFO:lightwood-2346:Loss @ epoch 1125: 0.03685873746871948
INFO:lightwood-2346:Loss @ epoch 1126: 0.036859262734651566
INFO:lightwood-2346:Loss @ epoch 1127: 0.036850105971097946
INFO:lightwood-2346:Loss @ epoch 1128: 0.03685003146529198
INFO:lightwood-2346:Loss @ epoch 1129: 0.03684111312031746
INFO:lightwood-2346:Loss @ epoch 1130: 0.03684093803167343
INFO:lightwood-2346:Loss @ epoch 1131: 0.03682903200387955
INFO:lightwood-2346:Loss @ epoch 1132: 0.03683026134967804
INFO:lightwood-2346:Loss @ epoch 1133: 0.036823682487010956
INFO:lightwood-2346:Loss @ epoch 1134: 0.03682253882288933
INFO:lightwood-2346:Loss @ epoch 1135: 0.03681299835443497
INFO:lightwood-2346:Loss @ epoch 1136: 0.03681276738643646
INFO:lightwood-2346:Loss @ epoch 1137: 0.03680306300520897
INFO:lightwood-2346:Loss @ epoch 1138: 0.0368034727871418
INFO:lightwood-2346:Loss @ epoch 1139: 0.036796245723962784
INFO:lightwood-2346:Loss @ epoch 1140: 0.03679562360048294
INFO:lightwood-2346:Loss @ epoch 1141: 0.036785684525966644
INFO:lightwood-2346:Loss @ epoch 1142: 0.03678661957383156
INFO:lightwood-2346:Loss @ epoch 1143: 0.03677956387400627
INFO:lightwood-2346:Loss @ epoch 1144: 0.03677937760949135
INFO:lightwood-2346:Loss @ epoch 1145: 0.03676900640130043
INFO:lightwood-2346:Loss @ epoch 1146: 0.03676892817020416
INFO:lightwood-2346:Loss @ epoch 1147: 0.036758873611688614
INFO:lightwood-2346:Loss @ epoch 1148: 0.03675979748368263
INFO:lightwood-2346:Loss @ epoch 1149: 0.03675098344683647
INFO:lightwood-2346:Loss @ epoch 1150: 0.036751050502061844
INFO:lightwood-2346:Loss @ epoch 1151: 0.03674051910638809
INFO:lightwood-2346:Loss @ epoch 1152: 0.03674100711941719
INFO:lightwood-2346:Loss @ epoch 1153: 0.03673005476593971
INFO:lightwood-2346:Loss @ epoch 1154: 0.03673045337200165
INFO:lightwood-2346:Loss @ epoch 1155: 0.03672322258353233
INFO:lightwood-2346:Loss @ epoch 1156: 0.03672307729721069
INFO:lightwood-2346:Loss @ epoch 1157: 0.036714889109134674
INFO:lightwood-2346:Loss @ epoch 1158: 0.036713723093271255
INFO:lightwood-2346:Loss @ epoch 1159: 0.03670140355825424
INFO:lightwood-2346:Loss @ epoch 1160: 0.036702290177345276
INFO:lightwood-2346:Loss @ epoch 1161: 0.036693353205919266
INFO:lightwood-2346:Loss @ epoch 1162: 0.036694303154945374
INFO:lightwood-2346:Loss @ epoch 1163: 0.036686643958091736
INFO:lightwood-2346:Loss @ epoch 1164: 0.036686256527900696
INFO:lightwood-2346:Loss @ epoch 1165: 0.036675143986940384
INFO:lightwood-2346:Loss @ epoch 1166: 0.03667609393596649
INFO:lightwood-2346:Loss @ epoch 1167: 0.036665938794612885
INFO:lightwood-2346:Loss @ epoch 1168: 0.03666652739048004
INFO:lightwood-2346:Loss @ epoch 1169: 0.03665831312537193
INFO:lightwood-2346:Loss @ epoch 1170: 0.036658693104982376
INFO:lightwood-2346:Loss @ epoch 1171: 0.03664912283420563
INFO:lightwood-2346:Loss @ epoch 1172: 0.03664969280362129
INFO:lightwood-2346:Loss @ epoch 1173: 0.036641355603933334
INFO:lightwood-2346:Loss @ epoch 1174: 0.03664129599928856
INFO:lightwood-2346:Loss @ epoch 1175: 0.03663207218050957
INFO:lightwood-2346:Loss @ epoch 1176: 0.03663264587521553
INFO:lightwood-2346:Loss @ epoch 1177: 0.03662450611591339
INFO:lightwood-2346:Loss @ epoch 1178: 0.03662369027733803
INFO:lightwood-2346:Loss @ epoch 1179: 0.036611638963222504
INFO:lightwood-2346:Loss @ epoch 1180: 0.036611996591091156
INFO:lightwood-2346:Loss @ epoch 1181: 0.03660232946276665
INFO:lightwood-2346:Loss @ epoch 1182: 0.03660330921411514
INFO:lightwood-2346:Loss @ epoch 1183: 0.03659568354487419
INFO:lightwood-2346:Loss @ epoch 1184: 0.03659592941403389
INFO:lightwood-2346:Loss @ epoch 1185: 0.03658975660800934
INFO:lightwood-2346:Loss @ epoch 1186: 0.0365896001458168
INFO:lightwood-2346:Loss @ epoch 1187: 0.036580901592969894
INFO:lightwood-2346:Loss @ epoch 1188: 0.036580029875040054
INFO:lightwood-2346:Loss @ epoch 1189: 0.03656909614801407
INFO:lightwood-2346:Loss @ epoch 1190: 0.03656955808401108
INFO:lightwood-2346:Loss @ epoch 1191: 0.0365605391561985
INFO:lightwood-2346:Loss @ epoch 1192: 0.03656083345413208
INFO:lightwood-2346:Loss @ epoch 1193: 0.03655185177922249
INFO:lightwood-2346:Loss @ epoch 1194: 0.036552153527736664
INFO:lightwood-2346:Loss @ epoch 1195: 0.036544013768434525
INFO:lightwood-2346:Loss @ epoch 1196: 0.03654402121901512
INFO:lightwood-2346:Loss @ epoch 1197: 0.036535196006298065
INFO:lightwood-2346:Loss @ epoch 1198: 0.03653506934642792
INFO:lightwood-2346:Loss @ epoch 1199: 0.03652733564376831
INFO:lightwood-2346:Loss @ epoch 1200: 0.03652714565396309
INFO:lightwood-2346:Loss @ epoch 1201: 0.03651535138487816
INFO:lightwood-2346:Loss @ epoch 1202: 0.036516062915325165
INFO:lightwood-2346:Loss @ epoch 1203: 0.03650803118944168
INFO:lightwood-2346:Loss @ epoch 1204: 0.03650806471705437
INFO:lightwood-2346:Loss @ epoch 1205: 0.0364999994635582
INFO:lightwood-2346:Loss @ epoch 1206: 0.03649995103478432
INFO:lightwood-2346:Loss @ epoch 1207: 0.036491021513938904
INFO:lightwood-2346:Loss @ epoch 1208: 0.03649172559380531
INFO:lightwood-2346:Loss @ epoch 1209: 0.0364823117852211
INFO:lightwood-2346:Loss @ epoch 1210: 0.03648171201348305
INFO:lightwood-2346:Loss @ epoch 1211: 0.036469537764787674
INFO:lightwood-2346:Loss @ epoch 1212: 0.03647121042013168
INFO:lightwood-2346:Loss @ epoch 1213: 0.03646423667669296
INFO:lightwood-2346:Loss @ epoch 1214: 0.036464281380176544
INFO:lightwood-2346:Loss @ epoch 1215: 0.03645720332860947
INFO:lightwood-2346:Loss @ epoch 1216: 0.03645690158009529
INFO:lightwood-2346:Loss @ epoch 1217: 0.036446552723646164
INFO:lightwood-2346:Loss @ epoch 1218: 0.036446116864681244
INFO:lightwood-2346:Loss @ epoch 1219: 0.036434829235076904
INFO:lightwood-2346:Loss @ epoch 1220: 0.036435339599847794
INFO:lightwood-2346:Loss @ epoch 1221: 0.036427631974220276
INFO:lightwood-2346:Loss @ epoch 1222: 0.03642863407731056
INFO:lightwood-2346:Loss @ epoch 1223: 0.036420583724975586
INFO:lightwood-2346:Loss @ epoch 1224: 0.03642012178897858
INFO:lightwood-2346:Loss @ epoch 1225: 0.036410026252269745
INFO:lightwood-2346:Loss @ epoch 1226: 0.036409907042980194
INFO:lightwood-2346:Loss @ epoch 1227: 0.03640146180987358
INFO:lightwood-2346:Loss @ epoch 1228: 0.03640218824148178
INFO:lightwood-2346:Loss @ epoch 1229: 0.03639394789934158
INFO:lightwood-2346:Loss @ epoch 1230: 0.03639312833547592
INFO:lightwood-2346:Loss @ epoch 1231: 0.03637869283556938
INFO:lightwood-2346:Loss @ epoch 1232: 0.03637988120317459
INFO:lightwood-2346:Loss @ epoch 1233: 0.03637045994400978
INFO:lightwood-2346:Loss @ epoch 1234: 0.03636927902698517
INFO:lightwood-2346:Loss @ epoch 1235: 0.03635765612125397
INFO:lightwood-2346:Loss @ epoch 1236: 0.03635901212692261
INFO:lightwood-2346:Loss @ epoch 1237: 0.03635215014219284
INFO:lightwood-2346:Loss @ epoch 1238: 0.036352671682834625
INFO:lightwood-2346:Loss @ epoch 1239: 0.03634698688983917
INFO:lightwood-2346:Loss @ epoch 1240: 0.03634490817785263
INFO:lightwood-2346:Loss @ epoch 1241: 0.03633273020386696
INFO:lightwood-2346:Loss @ epoch 1242: 0.036333490163087845
INFO:lightwood-2346:Loss @ epoch 1243: 0.036324962973594666
INFO:lightwood-2346:Loss @ epoch 1244: 0.03632567077875137
INFO:lightwood-2346:Loss @ epoch 1245: 0.03631765767931938
INFO:lightwood-2346:Loss @ epoch 1246: 0.03631573170423508
INFO:lightwood-2346:Loss @ epoch 1247: 0.03630029410123825
INFO:lightwood-2346:Loss @ epoch 1248: 0.03630226477980614
INFO:lightwood-2346:Loss @ epoch 1249: 0.0362931489944458
INFO:lightwood-2346:Loss @ epoch 1250: 0.036292627453804016
INFO:lightwood-2346:Loss @ epoch 1251: 0.0362817756831646
INFO:lightwood-2346:Loss @ epoch 1252: 0.036281924694776535
INFO:lightwood-2346:Loss @ epoch 1253: 0.03627355769276619
INFO:lightwood-2346:Loss @ epoch 1254: 0.036272890865802765
INFO:lightwood-2346:Loss @ epoch 1255: 0.03626043722033501
INFO:lightwood-2346:Loss @ epoch 1256: 0.036261186003685
INFO:lightwood-2346:Loss @ epoch 1257: 0.03624998405575752
INFO:lightwood-2346:Loss @ epoch 1258: 0.036249592900276184
INFO:lightwood-2346:Loss @ epoch 1259: 0.036237332969903946
INFO:lightwood-2346:Loss @ epoch 1260: 0.036239515990018845
INFO:lightwood-2346:Loss @ epoch 1261: 0.03622913733124733
INFO:lightwood-2346:Loss @ epoch 1262: 0.036228496581315994
INFO:lightwood-2346:Loss @ epoch 1263: 0.036218736320734024
INFO:lightwood-2346:Loss @ epoch 1264: 0.03621947765350342
INFO:lightwood-2346:Loss @ epoch 1265: 0.03620915487408638
INFO:lightwood-2346:Loss @ epoch 1266: 0.0362088717520237
INFO:lightwood-2346:Loss @ epoch 1267: 0.036198392510414124
INFO:lightwood-2346:Loss @ epoch 1268: 0.03619936481118202
INFO:lightwood-2346:Loss @ epoch 1269: 0.03619114309549332
INFO:lightwood-2346:Loss @ epoch 1270: 0.036190010607242584
INFO:lightwood-2346:Loss @ epoch 1271: 0.03617548197507858
INFO:lightwood-2346:Loss @ epoch 1272: 0.03617628663778305
INFO:lightwood-2346:Loss @ epoch 1273: 0.03616590425372124
INFO:lightwood-2346:Loss @ epoch 1274: 0.03616715222597122
INFO:lightwood-2346:Loss @ epoch 1275: 0.03616030141711235
INFO:lightwood-2346:Loss @ epoch 1276: 0.036159686744213104
INFO:lightwood-2346:Loss @ epoch 1277: 0.036148108541965485
INFO:lightwood-2346:Loss @ epoch 1278: 0.03614809736609459
INFO:lightwood-2346:Loss @ epoch 1279: 0.036134861409664154
INFO:lightwood-2346:Loss @ epoch 1280: 0.036136019974946976
INFO:lightwood-2346:Loss @ epoch 1281: 0.03612802177667618
INFO:lightwood-2346:Loss @ epoch 1282: 0.03612756356596947
INFO:lightwood-2346:Loss @ epoch 1283: 0.036116648465394974
INFO:lightwood-2346:Loss @ epoch 1284: 0.036117855459451675
INFO:lightwood-2346:Loss @ epoch 1285: 0.03610870987176895
INFO:lightwood-2346:Loss @ epoch 1286: 0.03610743209719658
INFO:lightwood-2346:Loss @ epoch 1287: 0.03609418869018555
INFO:lightwood-2346:Loss @ epoch 1288: 0.03609468787908554
INFO:lightwood-2346:Loss @ epoch 1289: 0.03608448803424835
INFO:lightwood-2346:Loss @ epoch 1290: 0.03608429431915283
INFO:lightwood-2346:Loss @ epoch 1291: 0.036074306815862656
INFO:lightwood-2346:Loss @ epoch 1292: 0.03607476130127907
INFO:lightwood-2346:Loss @ epoch 1293: 0.03606608137488365
INFO:lightwood-2346:Loss @ epoch 1294: 0.036065392196178436
INFO:lightwood-2346:Loss @ epoch 1295: 0.03605230525135994
INFO:lightwood-2346:Loss @ epoch 1296: 0.0360538624227047
INFO:lightwood-2346:Loss @ epoch 1297: 0.03604472428560257
INFO:lightwood-2346:Loss @ epoch 1298: 0.036044891923666
INFO:lightwood-2346:Loss @ epoch 1299: 0.03603646531701088
INFO:lightwood-2346:Loss @ epoch 1300: 0.03603658452630043
INFO:lightwood-2346:Loss @ epoch 1301: 0.036027565598487854
INFO:lightwood-2346:Loss @ epoch 1302: 0.03602639213204384
INFO:lightwood-2346:Loss @ epoch 1303: 0.03601472079753876
INFO:lightwood-2346:Loss @ epoch 1304: 0.03601592779159546
INFO:lightwood-2346:Loss @ epoch 1305: 0.036007460206747055
INFO:lightwood-2346:Loss @ epoch 1306: 0.03600635752081871
INFO:lightwood-2346:Loss @ epoch 1307: 0.03599633276462555
INFO:lightwood-2346:Loss @ epoch 1308: 0.03599688783288002
INFO:lightwood-2346:Loss @ epoch 1309: 0.03598760440945625
INFO:lightwood-2346:Loss @ epoch 1310: 0.03598957881331444
INFO:lightwood-2346:Loss @ epoch 1311: 0.03598200902342796
INFO:lightwood-2346:Loss @ epoch 1312: 0.035980962216854095
INFO:lightwood-2346:Loss @ epoch 1313: 0.035967327654361725
INFO:lightwood-2346:Loss @ epoch 1314: 0.03596768528223038
INFO:lightwood-2346:Loss @ epoch 1315: 0.03595660999417305
INFO:lightwood-2346:Loss @ epoch 1316: 0.035957735031843185
INFO:lightwood-2346:Loss @ epoch 1317: 0.0359501987695694
INFO:lightwood-2346:Loss @ epoch 1318: 0.03595028817653656
INFO:lightwood-2346:Loss @ epoch 1319: 0.035941485315561295
INFO:lightwood-2346:Loss @ epoch 1320: 0.035941269248723984
INFO:lightwood-2346:Loss @ epoch 1321: 0.035931047052145004
INFO:lightwood-2346:Loss @ epoch 1322: 0.03593111038208008
INFO:lightwood-2346:Loss @ epoch 1323: 0.035919029265642166
INFO:lightwood-2346:Loss @ epoch 1324: 0.0359194278717041
INFO:lightwood-2346:Loss @ epoch 1325: 0.0359094999730587
INFO:lightwood-2346:Loss @ epoch 1326: 0.03590887784957886
INFO:lightwood-2346:Loss @ epoch 1327: 0.03589845076203346
INFO:lightwood-2346:Loss @ epoch 1328: 0.03589952364563942
INFO:lightwood-2346:Loss @ epoch 1329: 0.035890065133571625
INFO:lightwood-2346:Loss @ epoch 1330: 0.03588967025279999
INFO:lightwood-2346:Loss @ epoch 1331: 0.03587611764669418
INFO:lightwood-2346:Loss @ epoch 1332: 0.03587665408849716
INFO:lightwood-2346:Loss @ epoch 1333: 0.03586537018418312
INFO:lightwood-2346:Loss @ epoch 1334: 0.03586569055914879
INFO:lightwood-2346:Loss @ epoch 1335: 0.03585604205727577
INFO:lightwood-2346:Loss @ epoch 1336: 0.035855866968631744
INFO:lightwood-2346:Loss @ epoch 1337: 0.03584452345967293
INFO:lightwood-2346:Loss @ epoch 1338: 0.03584497421979904
INFO:lightwood-2346:Loss @ epoch 1339: 0.03583415970206261
INFO:lightwood-2346:Loss @ epoch 1340: 0.03583558276295662
INFO:lightwood-2346:Loss @ epoch 1341: 0.03582668676972389
INFO:lightwood-2346:Loss @ epoch 1342: 0.035825811326503754
INFO:lightwood-2346:Loss @ epoch 1343: 0.03581332042813301
INFO:lightwood-2346:Loss @ epoch 1344: 0.035812750458717346
INFO:lightwood-2346:Loss @ epoch 1345: 0.03580069541931152
INFO:lightwood-2346:Loss @ epoch 1346: 0.03580261766910553
INFO:lightwood-2346:Loss @ epoch 1347: 0.03579478710889816
INFO:lightwood-2346:Loss @ epoch 1348: 0.035793352872133255
INFO:lightwood-2346:Loss @ epoch 1349: 0.03578012064099312
INFO:lightwood-2346:Loss @ epoch 1350: 0.03578007221221924
INFO:lightwood-2346:Loss @ epoch 1351: 0.03576885163784027
INFO:lightwood-2346:Loss @ epoch 1352: 0.035770054906606674
INFO:lightwood-2346:Loss @ epoch 1353: 0.03576141223311424
INFO:lightwood-2346:Loss @ epoch 1354: 0.035760942846536636
INFO:lightwood-2346:Loss @ epoch 1355: 0.035748664289712906
INFO:lightwood-2346:Loss @ epoch 1356: 0.03574872016906738
INFO:lightwood-2346:Loss @ epoch 1357: 0.03573588281869888
INFO:lightwood-2346:Loss @ epoch 1358: 0.03573692962527275
INFO:lightwood-2346:Loss @ epoch 1359: 0.03572692722082138
INFO:lightwood-2346:Loss @ epoch 1360: 0.03572585806250572
INFO:lightwood-2346:Loss @ epoch 1361: 0.03571361303329468
INFO:lightwood-2346:Loss @ epoch 1362: 0.035715050995349884
INFO:lightwood-2346:Loss @ epoch 1363: 0.0357048399746418
INFO:lightwood-2346:Loss @ epoch 1364: 0.035704098641872406
INFO:lightwood-2346:Loss @ epoch 1365: 0.03569277375936508
INFO:lightwood-2346:Loss @ epoch 1366: 0.035693272948265076
INFO:lightwood-2346:Loss @ epoch 1367: 0.03568108752369881
INFO:lightwood-2346:Loss @ epoch 1368: 0.03568099066615105
INFO:lightwood-2346:Loss @ epoch 1369: 0.03566776588559151
INFO:lightwood-2346:Loss @ epoch 1370: 0.03566734865307808
INFO:lightwood-2346:Loss @ epoch 1371: 0.035652000457048416
INFO:lightwood-2346:Loss @ epoch 1372: 0.035654451698064804
INFO:lightwood-2346:Loss @ epoch 1373: 0.03564649447798729
INFO:lightwood-2346:Loss @ epoch 1374: 0.035646162927150726
INFO:lightwood-2346:Loss @ epoch 1375: 0.03563407436013222
INFO:lightwood-2346:Loss @ epoch 1376: 0.03563296049833298
INFO:lightwood-2346:Loss @ epoch 1377: 0.03561951592564583
INFO:lightwood-2346:Loss @ epoch 1378: 0.03562038764357567
INFO:lightwood-2346:Loss @ epoch 1379: 0.03560755401849747
INFO:lightwood-2346:Loss @ epoch 1380: 0.03560660779476166
INFO:lightwood-2346:Loss @ epoch 1381: 0.03559248149394989
INFO:lightwood-2346:Loss @ epoch 1382: 0.03559392690658569
INFO:lightwood-2346:Loss @ epoch 1383: 0.035584039986133575
INFO:lightwood-2346:Loss @ epoch 1384: 0.03558424487709999
INFO:lightwood-2346:Loss @ epoch 1385: 0.035571400076150894
INFO:lightwood-2346:Loss @ epoch 1386: 0.03557121753692627
INFO:lightwood-2346:Loss @ epoch 1387: 0.03555786982178688
INFO:lightwood-2346:Loss @ epoch 1388: 0.03555919975042343
INFO:lightwood-2346:Loss @ epoch 1389: 0.03554585203528404
INFO:lightwood-2346:Loss @ epoch 1390: 0.03554420918226242
INFO:lightwood-2346:Loss @ epoch 1391: 0.03552781045436859
INFO:lightwood-2346:Loss @ epoch 1392: 0.03552979230880737
INFO:lightwood-2346:Loss @ epoch 1393: 0.03552061691880226
INFO:lightwood-2346:Loss @ epoch 1394: 0.03552056849002838
INFO:lightwood-2346:Loss @ epoch 1395: 0.03550852835178375
INFO:lightwood-2346:Loss @ epoch 1396: 0.03550758585333824
INFO:lightwood-2346:Loss @ epoch 1397: 0.035492461174726486
INFO:lightwood-2346:Loss @ epoch 1398: 0.03549366816878319
INFO:lightwood-2346:Loss @ epoch 1399: 0.035481322556734085
INFO:lightwood-2346:Loss @ epoch 1400: 0.03548085317015648
INFO:lightwood-2346:Loss @ epoch 1401: 0.03546667471528053
INFO:lightwood-2346:Loss @ epoch 1402: 0.03546557202935219
INFO:lightwood-2346:Loss @ epoch 1403: 0.035451360046863556
INFO:lightwood-2346:Loss @ epoch 1404: 0.03545324504375458
INFO:lightwood-2346:Loss @ epoch 1405: 0.035444363951683044
INFO:lightwood-2346:Loss @ epoch 1406: 0.035443440079689026
INFO:lightwood-2346:Loss @ epoch 1407: 0.035429853945970535
INFO:lightwood-2346:Loss @ epoch 1408: 0.0354301743209362
INFO:lightwood-2346:Loss @ epoch 1409: 0.035417985171079636
INFO:lightwood-2346:Loss @ epoch 1410: 0.03541692718863487
INFO:lightwood-2346:Loss @ epoch 1411: 0.035400863736867905
INFO:lightwood-2346:Loss @ epoch 1412: 0.03540142998099327
INFO:lightwood-2346:Loss @ epoch 1413: 0.03538521006703377
INFO:lightwood-2346:Loss @ epoch 1414: 0.03538611903786659
INFO:lightwood-2346:Loss @ epoch 1415: 0.03537372499704361
INFO:lightwood-2346:Loss @ epoch 1416: 0.035374052822589874
INFO:lightwood-2346:Loss @ epoch 1417: 0.03536226227879524
INFO:lightwood-2346:Loss @ epoch 1418: 0.03536345437169075
INFO:lightwood-2346:Loss @ epoch 1419: 0.03535105288028717
INFO:lightwood-2346:Loss @ epoch 1420: 0.035349491983652115
INFO:lightwood-2346:Loss @ epoch 1421: 0.03533066436648369
INFO:lightwood-2346:Loss @ epoch 1422: 0.03533206135034561
INFO:lightwood-2346:Loss @ epoch 1423: 0.03531895577907562
INFO:lightwood-2346:Loss @ epoch 1424: 0.03531982749700546
INFO:lightwood-2346:Loss @ epoch 1425: 0.0353100560605526
INFO:lightwood-2346:Loss @ epoch 1426: 0.03530866652727127
INFO:lightwood-2346:Loss @ epoch 1427: 0.0352931022644043
INFO:lightwood-2346:Loss @ epoch 1428: 0.03529367968440056
INFO:lightwood-2346:Loss @ epoch 1429: 0.03527941554784775
INFO:lightwood-2346:Loss @ epoch 1430: 0.03527991101145744
INFO:lightwood-2346:Loss @ epoch 1431: 0.03526774421334267
INFO:lightwood-2346:Loss @ epoch 1432: 0.035266853868961334
INFO:lightwood-2346:Loss @ epoch 1433: 0.03525270149111748
INFO:lightwood-2346:Loss @ epoch 1434: 0.03525364771485329
INFO:lightwood-2346:Loss @ epoch 1435: 0.0352412685751915
INFO:lightwood-2346:Loss @ epoch 1436: 0.03524082899093628
INFO:lightwood-2346:Loss @ epoch 1437: 0.035225704312324524
INFO:lightwood-2346:Loss @ epoch 1438: 0.035226576030254364
INFO:lightwood-2346:Loss @ epoch 1439: 0.03521324321627617
INFO:lightwood-2346:Loss @ epoch 1440: 0.03521287813782692
INFO:lightwood-2346:Loss @ epoch 1441: 0.03519734367728233
INFO:lightwood-2346:Loss @ epoch 1442: 0.035198427736759186
INFO:lightwood-2346:Loss @ epoch 1443: 0.0351836234331131
INFO:lightwood-2346:Loss @ epoch 1444: 0.03518436849117279
INFO:lightwood-2346:Loss @ epoch 1445: 0.03517251834273338
INFO:lightwood-2346:Loss @ epoch 1446: 0.035172924399375916
INFO:lightwood-2346:Loss @ epoch 1447: 0.035160548985004425
INFO:lightwood-2346:Loss @ epoch 1448: 0.03515980765223503
INFO:lightwood-2346:Loss @ epoch 1449: 0.03514298051595688
INFO:lightwood-2346:Loss @ epoch 1450: 0.035143397748470306
INFO:lightwood-2346:Loss @ epoch 1451: 0.03512918949127197
INFO:lightwood-2346:Loss @ epoch 1452: 0.03513023629784584
INFO:lightwood-2346:Loss @ epoch 1453: 0.035118650645017624
INFO:lightwood-2346:Loss @ epoch 1454: 0.035118814557790756
INFO:lightwood-2346:Loss @ epoch 1455: 0.035103123635053635
INFO:lightwood-2346:Loss @ epoch 1456: 0.035102877765893936
INFO:lightwood-2346:Loss @ epoch 1457: 0.03508681431412697
INFO:lightwood-2346:Loss @ epoch 1458: 0.035088419914245605
INFO:lightwood-2346:Loss @ epoch 1459: 0.035075679421424866
INFO:lightwood-2346:Loss @ epoch 1460: 0.035075847059488297
INFO:lightwood-2346:Loss @ epoch 1461: 0.03505923971533775
INFO:lightwood-2346:Loss @ epoch 1462: 0.03505886718630791
INFO:lightwood-2346:Loss @ epoch 1463: 0.035044919699430466
INFO:lightwood-2346:Loss @ epoch 1464: 0.035045746713876724
INFO:lightwood-2346:Loss @ epoch 1465: 0.03503316268324852
INFO:lightwood-2346:Loss @ epoch 1466: 0.03503366559743881
INFO:lightwood-2346:Loss @ epoch 1467: 0.0350203737616539
INFO:lightwood-2346:Loss @ epoch 1468: 0.0350198894739151
INFO:lightwood-2346:Loss @ epoch 1469: 0.03500412404537201
INFO:lightwood-2346:Loss @ epoch 1470: 0.03500402718782425
INFO:lightwood-2346:Loss @ epoch 1471: 0.03498709201812744
INFO:lightwood-2346:Loss @ epoch 1472: 0.03498990088701248
INFO:lightwood-2346:Loss @ epoch 1473: 0.034981049597263336
INFO:lightwood-2346:Loss @ epoch 1474: 0.03497868403792381
INFO:lightwood-2346:Loss @ epoch 1475: 0.034961532801389694
INFO:lightwood-2346:Loss @ epoch 1476: 0.03496294468641281
INFO:lightwood-2346:Loss @ epoch 1477: 0.034950267523527145
INFO:lightwood-2346:Loss @ epoch 1478: 0.0349506251513958
INFO:lightwood-2346:Loss @ epoch 1479: 0.034936171025037766
INFO:lightwood-2346:Loss @ epoch 1480: 0.03493604436516762
INFO:lightwood-2346:Loss @ epoch 1481: 0.034921031445264816
INFO:lightwood-2346:Loss @ epoch 1482: 0.034921009093523026
INFO:lightwood-2346:Loss @ epoch 1483: 0.03490673750638962
INFO:lightwood-2346:Loss @ epoch 1484: 0.03490651026368141
INFO:lightwood-2346:Loss @ epoch 1485: 0.03489161655306816
INFO:lightwood-2346:Loss @ epoch 1486: 0.034892141819000244
INFO:lightwood-2346:Loss @ epoch 1487: 0.03487725928425789
INFO:lightwood-2346:Loss @ epoch 1488: 0.034876711666584015
INFO:lightwood-2346:Loss @ epoch 1489: 0.03485862910747528
INFO:lightwood-2346:Loss @ epoch 1490: 0.034859832376241684
INFO:lightwood-2346:Loss @ epoch 1491: 0.03484421595931053
INFO:lightwood-2346:Loss @ epoch 1492: 0.034845005720853806
INFO:lightwood-2346:Loss @ epoch 1493: 0.034831270575523376
INFO:lightwood-2346:Loss @ epoch 1494: 0.03482963889837265
INFO:lightwood-2346:Loss @ epoch 1495: 0.03481178358197212
INFO:lightwood-2346:Loss @ epoch 1496: 0.03481299430131912
INFO:lightwood-2346:Loss @ epoch 1497: 0.03479597717523575
INFO:lightwood-2346:Loss @ epoch 1498: 0.03479623794555664
INFO:lightwood-2346:Loss @ epoch 1499: 0.034779224544763565
INFO:lightwood-2346:Loss @ epoch 1500: 0.03478069230914116
INFO:lightwood-2346:Loss @ epoch 1501: 0.034765250980854034
INFO:lightwood-2346:Loss @ epoch 1502: 0.03476451709866524
INFO:lightwood-2346:Loss @ epoch 1503: 0.03474697843194008
INFO:lightwood-2346:Loss @ epoch 1504: 0.03474827855825424
INFO:lightwood-2346:Loss @ epoch 1505: 0.03473373129963875
INFO:lightwood-2346:Loss @ epoch 1506: 0.03473313897848129
INFO:lightwood-2346:Loss @ epoch 1507: 0.034718431532382965
INFO:lightwood-2346:Loss @ epoch 1508: 0.034716878086328506
INFO:lightwood-2346:Loss @ epoch 1509: 0.03469448909163475
INFO:lightwood-2346:Loss @ epoch 1510: 0.034696996212005615
INFO:lightwood-2346:Loss @ epoch 1511: 0.034683506935834885
INFO:lightwood-2346:Loss @ epoch 1512: 0.0346832312643528
INFO:lightwood-2346:Loss @ epoch 1513: 0.03466811403632164
INFO:lightwood-2346:Loss @ epoch 1514: 0.03466666489839554
INFO:lightwood-2346:Loss @ epoch 1515: 0.03464670851826668
INFO:lightwood-2346:Loss @ epoch 1516: 0.03464791551232338
INFO:lightwood-2346:Loss @ epoch 1517: 0.03462997451424599
INFO:lightwood-2346:Loss @ epoch 1518: 0.03463141620159149
INFO:lightwood-2346:Loss @ epoch 1519: 0.03461746126413345
INFO:lightwood-2346:Loss @ epoch 1520: 0.03461749479174614
INFO:lightwood-2346:Loss @ epoch 1521: 0.03460312634706497
INFO:lightwood-2346:Loss @ epoch 1522: 0.034601856023073196
INFO:lightwood-2346:Loss @ epoch 1523: 0.03458227589726448
INFO:lightwood-2346:Loss @ epoch 1524: 0.03458242118358612
INFO:lightwood-2346:Loss @ epoch 1525: 0.03456248342990875
INFO:lightwood-2346:Loss @ epoch 1526: 0.03456448018550873
INFO:lightwood-2346:Loss @ epoch 1527: 0.0345504954457283
INFO:lightwood-2346:Loss @ epoch 1528: 0.03455089405179024
INFO:lightwood-2346:Loss @ epoch 1529: 0.03453496843576431
INFO:lightwood-2346:Loss @ epoch 1530: 0.0345342755317688
INFO:lightwood-2346:Loss @ epoch 1531: 0.03451632708311081
INFO:lightwood-2346:Loss @ epoch 1532: 0.03451722487807274
INFO:lightwood-2346:Loss @ epoch 1533: 0.03450169414281845
INFO:lightwood-2346:Loss @ epoch 1534: 0.03450104966759682
INFO:lightwood-2346:Loss @ epoch 1535: 0.03448159620165825
INFO:lightwood-2346:Loss @ epoch 1536: 0.034483443945646286
INFO:lightwood-2346:Loss @ epoch 1537: 0.034468650817871094
INFO:lightwood-2346:Loss @ epoch 1538: 0.03446810320019722
INFO:lightwood-2346:Loss @ epoch 1539: 0.03445086628198624
INFO:lightwood-2346:Loss @ epoch 1540: 0.034451674669981
INFO:lightwood-2346:Loss @ epoch 1541: 0.03443552553653717
INFO:lightwood-2346:Loss @ epoch 1542: 0.03443501517176628
INFO:lightwood-2346:Loss @ epoch 1543: 0.03441393002867699
INFO:lightwood-2346:Loss @ epoch 1544: 0.03441598638892174
INFO:lightwood-2346:Loss @ epoch 1545: 0.03439978510141373
INFO:lightwood-2346:Loss @ epoch 1546: 0.03439956158399582
INFO:lightwood-2346:Loss @ epoch 1547: 0.034384630620479584
INFO:lightwood-2346:Loss @ epoch 1548: 0.03438389673829079
INFO:lightwood-2346:Loss @ epoch 1549: 0.0343644879758358
INFO:lightwood-2346:Loss @ epoch 1550: 0.034364596009254456
INFO:lightwood-2346:Loss @ epoch 1551: 0.03434668481349945
INFO:lightwood-2346:Loss @ epoch 1552: 0.034348443150520325
INFO:lightwood-2346:Loss @ epoch 1553: 0.03433264046907425
INFO:lightwood-2346:Loss @ epoch 1554: 0.03433243930339813
INFO:lightwood-2346:Loss @ epoch 1555: 0.03431479632854462
INFO:lightwood-2346:Loss @ epoch 1556: 0.034314632415771484
INFO:lightwood-2346:Loss @ epoch 1557: 0.034297652542591095
INFO:lightwood-2346:Loss @ epoch 1558: 0.03429737314581871
INFO:lightwood-2346:Loss @ epoch 1559: 0.034281324595212936
INFO:lightwood-2346:Loss @ epoch 1560: 0.03428316116333008
INFO:lightwood-2346:Loss @ epoch 1561: 0.03427078202366829
INFO:lightwood-2346:Loss @ epoch 1562: 0.034267835319042206
INFO:lightwood-2346:Loss @ epoch 1563: 0.03424758464097977
INFO:lightwood-2346:Loss @ epoch 1564: 0.03424995392560959
INFO:lightwood-2346:Loss @ epoch 1565: 0.034237686544656754
INFO:lightwood-2346:Loss @ epoch 1566: 0.03423663601279259
INFO:lightwood-2346:Loss @ epoch 1567: 0.03421945124864578
INFO:lightwood-2346:Loss @ epoch 1568: 0.034220173954963684
INFO:lightwood-2346:Loss @ epoch 1569: 0.03420139104127884
INFO:lightwood-2346:Loss @ epoch 1570: 0.03420192003250122
INFO:lightwood-2346:Loss @ epoch 1571: 0.03418876230716705
INFO:lightwood-2346:Loss @ epoch 1572: 0.03418819233775139
INFO:lightwood-2346:Loss @ epoch 1573: 0.03416959196329117
INFO:lightwood-2346:Loss @ epoch 1574: 0.034170541912317276
INFO:lightwood-2346:Loss @ epoch 1575: 0.03415658697485924
INFO:lightwood-2346:Loss @ epoch 1576: 0.03415534645318985
INFO:lightwood-2346:Loss @ epoch 1577: 0.03413383662700653
INFO:lightwood-2346:Loss @ epoch 1578: 0.0341343879699707
INFO:lightwood-2346:Loss @ epoch 1579: 0.034117087721824646
INFO:lightwood-2346:Loss @ epoch 1580: 0.0341186486184597
INFO:lightwood-2346:Loss @ epoch 1581: 0.03410307690501213
INFO:lightwood-2346:Loss @ epoch 1582: 0.03410152345895767
INFO:lightwood-2346:Loss @ epoch 1583: 0.03408057615160942
INFO:lightwood-2346:Loss @ epoch 1584: 0.03408350050449371
INFO:lightwood-2346:Loss @ epoch 1585: 0.03406907618045807
INFO:lightwood-2346:Loss @ epoch 1586: 0.03406625986099243
INFO:lightwood-2346:Loss @ epoch 1587: 0.034045033156871796
INFO:lightwood-2346:Loss @ epoch 1588: 0.034046854823827744
INFO:lightwood-2346:Loss @ epoch 1589: 0.03403119370341301
INFO:lightwood-2346:Loss @ epoch 1590: 0.03403053060173988
INFO:lightwood-2346:Loss @ epoch 1591: 0.03400947526097298
INFO:lightwood-2346:Loss @ epoch 1592: 0.03401058912277222
INFO:lightwood-2346:Loss @ epoch 1593: 0.03399566933512688
INFO:lightwood-2346:Loss @ epoch 1594: 0.03399597853422165
INFO:lightwood-2346:Loss @ epoch 1595: 0.0339806042611599
INFO:lightwood-2346:Loss @ epoch 1596: 0.03398128226399422
INFO:lightwood-2346:Loss @ epoch 1597: 0.033963657915592194
INFO:lightwood-2346:Loss @ epoch 1598: 0.03396482765674591
INFO:lightwood-2346:Loss @ epoch 1599: 0.033950794488191605
INFO:lightwood-2346:Loss @ epoch 1600: 0.03395097702741623
INFO:lightwood-2346:Loss @ epoch 1601: 0.03393464535474777
INFO:lightwood-2346:Loss @ epoch 1602: 0.033935047686100006
INFO:lightwood-2346:Loss @ epoch 1603: 0.033919233828783035
INFO:lightwood-2346:Loss @ epoch 1604: 0.03391885384917259
INFO:lightwood-2346:Loss @ epoch 1605: 0.033901724964380264
INFO:lightwood-2346:Loss @ epoch 1606: 0.03390214964747429
INFO:lightwood-2346:Loss @ epoch 1607: 0.03388776257634163
INFO:lightwood-2346:Loss @ epoch 1608: 0.0338883139193058
INFO:lightwood-2346:Loss @ epoch 1609: 0.033873025327920914
INFO:lightwood-2346:Loss @ epoch 1610: 0.033872976899147034
INFO:lightwood-2346:Loss @ epoch 1611: 0.03385601192712784
INFO:lightwood-2346:Loss @ epoch 1612: 0.03385487571358681
INFO:lightwood-2346:Loss @ epoch 1613: 0.03383531793951988
INFO:lightwood-2346:Loss @ epoch 1614: 0.033835459500551224
INFO:lightwood-2346:Loss @ epoch 1615: 0.033819667994976044
INFO:lightwood-2346:Loss @ epoch 1616: 0.03382110223174095
INFO:lightwood-2346:Loss @ epoch 1617: 0.033803991973400116
INFO:lightwood-2346:Loss @ epoch 1618: 0.03380363807082176
INFO:lightwood-2346:Loss @ epoch 1619: 0.033784814178943634
INFO:lightwood-2346:Loss @ epoch 1620: 0.0337846614420414
INFO:lightwood-2346:Loss @ epoch 1621: 0.03376896679401398
INFO:lightwood-2346:Loss @ epoch 1622: 0.033769115805625916
INFO:lightwood-2346:Loss @ epoch 1623: 0.03375246003270149
INFO:lightwood-2346:Loss @ epoch 1624: 0.03375215828418732
INFO:lightwood-2346:Loss @ epoch 1625: 0.03373756259679794
INFO:lightwood-2346:Loss @ epoch 1626: 0.0337369479238987
INFO:lightwood-2346:Loss @ epoch 1627: 0.033718619495630264
INFO:lightwood-2346:Loss @ epoch 1628: 0.033720653504133224
INFO:lightwood-2346:Loss @ epoch 1629: 0.033706773072481155
INFO:lightwood-2346:Loss @ epoch 1630: 0.03370512276887894
INFO:lightwood-2346:Loss @ epoch 1631: 0.03368664160370827
INFO:lightwood-2346:Loss @ epoch 1632: 0.03368936851620674
INFO:lightwood-2346:Loss @ epoch 1633: 0.03367781266570091
INFO:lightwood-2346:Loss @ epoch 1634: 0.03367465361952782
INFO:lightwood-2346:Loss @ epoch 1635: 0.0336543507874012
INFO:lightwood-2346:Loss @ epoch 1636: 0.03365484997630119
INFO:lightwood-2346:Loss @ epoch 1637: 0.0336371511220932
INFO:lightwood-2346:Loss @ epoch 1638: 0.03363753855228424
INFO:lightwood-2346:Loss @ epoch 1639: 0.033621374517679214
INFO:lightwood-2346:Loss @ epoch 1640: 0.033622149378061295
INFO:lightwood-2346:Loss @ epoch 1641: 0.033607590943574905
INFO:lightwood-2346:Loss @ epoch 1642: 0.03360631689429283
INFO:lightwood-2346:Loss @ epoch 1643: 0.03358488529920578
INFO:lightwood-2346:Loss @ epoch 1644: 0.033586058765649796
INFO:lightwood-2346:Loss @ epoch 1645: 0.03357177600264549
INFO:lightwood-2346:Loss @ epoch 1646: 0.033571138978004456
INFO:lightwood-2346:Loss @ epoch 1647: 0.033552225679159164
INFO:lightwood-2346:Loss @ epoch 1648: 0.03355283662676811
INFO:lightwood-2346:Loss @ epoch 1649: 0.033536918461322784
INFO:lightwood-2346:Loss @ epoch 1650: 0.03353586047887802
INFO:lightwood-2346:Loss @ epoch 1651: 0.033516936004161835
INFO:lightwood-2346:Loss @ epoch 1652: 0.03351832553744316
INFO:lightwood-2346:Loss @ epoch 1653: 0.03350266441702843
INFO:lightwood-2346:Loss @ epoch 1654: 0.03350221738219261
INFO:lightwood-2346:Loss @ epoch 1655: 0.03348613902926445
INFO:lightwood-2346:Loss @ epoch 1656: 0.033485013991594315
INFO:lightwood-2346:Loss @ epoch 1657: 0.033465705811977386
INFO:lightwood-2346:Loss @ epoch 1658: 0.03346829116344452
INFO:lightwood-2346:Loss @ epoch 1659: 0.0334533229470253
INFO:lightwood-2346:Loss @ epoch 1660: 0.033451005816459656
INFO:lightwood-2346:Loss @ epoch 1661: 0.03342711180448532
INFO:lightwood-2346:Loss @ epoch 1662: 0.03342952951788902
INFO:lightwood-2346:Loss @ epoch 1663: 0.03341424837708473
INFO:lightwood-2346:Loss @ epoch 1664: 0.03341417759656906
INFO:lightwood-2346:Loss @ epoch 1665: 0.033396583050489426
INFO:lightwood-2346:Loss @ epoch 1666: 0.03339623287320137
INFO:lightwood-2346:Loss @ epoch 1667: 0.033376481384038925
INFO:lightwood-2346:Loss @ epoch 1668: 0.033376261591911316
INFO:lightwood-2346:Loss @ epoch 1669: 0.033355388790369034
INFO:lightwood-2346:Loss @ epoch 1670: 0.03335613012313843
INFO:lightwood-2346:Loss @ epoch 1671: 0.03333844617009163
INFO:lightwood-2346:Loss @ epoch 1672: 0.03333889693021774
INFO:lightwood-2346:Loss @ epoch 1673: 0.03332051262259483
INFO:lightwood-2346:Loss @ epoch 1674: 0.0333208329975605
INFO:lightwood-2346:Loss @ epoch 1675: 0.033300407230854034
INFO:lightwood-2346:Loss @ epoch 1676: 0.0332997627556324
INFO:lightwood-2346:Loss @ epoch 1677: 0.03327782079577446
INFO:lightwood-2346:Loss @ epoch 1678: 0.03328002989292145
INFO:lightwood-2346:Loss @ epoch 1679: 0.03326511010527611
INFO:lightwood-2346:Loss @ epoch 1680: 0.033263325691223145
INFO:lightwood-2346:Loss @ epoch 1681: 0.033242449164390564
INFO:lightwood-2346:Loss @ epoch 1682: 0.03324364125728607
INFO:lightwood-2346:Loss @ epoch 1683: 0.03322575241327286
INFO:lightwood-2346:Loss @ epoch 1684: 0.03322545811533928
INFO:lightwood-2346:Loss @ epoch 1685: 0.03320563957095146
INFO:lightwood-2346:Loss @ epoch 1686: 0.03320597857236862
INFO:lightwood-2346:Loss @ epoch 1687: 0.03319191187620163
INFO:lightwood-2346:Loss @ epoch 1688: 0.033190157264471054
INFO:lightwood-2346:Loss @ epoch 1689: 0.03316953033208847
INFO:lightwood-2346:Loss @ epoch 1690: 0.03317100927233696
INFO:lightwood-2346:Loss @ epoch 1691: 0.0331537127494812
INFO:lightwood-2346:Loss @ epoch 1692: 0.03315401449799538
INFO:lightwood-2346:Loss @ epoch 1693: 0.033135395497083664
INFO:lightwood-2346:Loss @ epoch 1694: 0.03313596174120903
INFO:lightwood-2346:Loss @ epoch 1695: 0.03312014415860176
INFO:lightwood-2346:Loss @ epoch 1696: 0.03311894088983536
INFO:lightwood-2346:Loss @ epoch 1697: 0.033097319304943085
INFO:lightwood-2346:Loss @ epoch 1698: 0.03309785574674606
INFO:lightwood-2346:Loss @ epoch 1699: 0.03307860717177391
INFO:lightwood-2346:Loss @ epoch 1700: 0.03307873755693436
INFO:lightwood-2346:Loss @ epoch 1701: 0.03305874019861221
INFO:lightwood-2346:Loss @ epoch 1702: 0.033058974891901016
INFO:lightwood-2346:Loss @ epoch 1703: 0.03303835168480873
INFO:lightwood-2346:Loss @ epoch 1704: 0.03303840383887291
INFO:lightwood-2346:Loss @ epoch 1705: 0.033019524067640305
INFO:lightwood-2346:Loss @ epoch 1706: 0.033020954579114914
INFO:lightwood-2346:Loss @ epoch 1707: 0.03300688788294792
INFO:lightwood-2346:Loss @ epoch 1708: 0.03300394117832184
INFO:lightwood-2346:Loss @ epoch 1709: 0.03297974169254303
INFO:lightwood-2346:Loss @ epoch 1710: 0.0329810194671154
INFO:lightwood-2346:Loss @ epoch 1711: 0.03296152129769325
INFO:lightwood-2346:Loss @ epoch 1712: 0.03296126052737236
INFO:lightwood-2346:Loss @ epoch 1713: 0.03294195234775543
INFO:lightwood-2346:Loss @ epoch 1714: 0.03294193372130394
INFO:lightwood-2346:Loss @ epoch 1715: 0.032924752682447433
INFO:lightwood-2346:Loss @ epoch 1716: 0.03292372450232506
INFO:lightwood-2346:Loss @ epoch 1717: 0.03290068730711937
INFO:lightwood-2346:Loss @ epoch 1718: 0.03290205076336861
INFO:lightwood-2346:Loss @ epoch 1719: 0.03288701921701431
INFO:lightwood-2346:Loss @ epoch 1720: 0.032885823398828506
INFO:lightwood-2346:Loss @ epoch 1721: 0.03286870941519737
INFO:lightwood-2346:Loss @ epoch 1722: 0.032869283109903336
INFO:lightwood-2346:Loss @ epoch 1723: 0.03284924849867821
INFO:lightwood-2346:Loss @ epoch 1724: 0.03284826502203941
INFO:lightwood-2346:Loss @ epoch 1725: 0.032828789204359055
INFO:lightwood-2346:Loss @ epoch 1726: 0.03282766416668892
INFO:lightwood-2346:Loss @ epoch 1727: 0.03280401974916458
INFO:lightwood-2346:Loss @ epoch 1728: 0.032805442810058594
INFO:lightwood-2346:Loss @ epoch 1729: 0.0327877476811409
INFO:lightwood-2346:Loss @ epoch 1730: 0.03278797119855881
INFO:lightwood-2346:Loss @ epoch 1731: 0.03276677429676056
INFO:lightwood-2346:Loss @ epoch 1732: 0.03276732936501503
INFO:lightwood-2346:Loss @ epoch 1733: 0.03274860605597496
INFO:lightwood-2346:Loss @ epoch 1734: 0.03274684026837349
INFO:lightwood-2346:Loss @ epoch 1735: 0.03272183611989021
INFO:lightwood-2346:Loss @ epoch 1736: 0.03272474557161331
INFO:lightwood-2346:Loss @ epoch 1737: 0.03270948305726051
INFO:lightwood-2346:Loss @ epoch 1738: 0.03270735591650009
INFO:lightwood-2346:Loss @ epoch 1739: 0.03268672153353691
INFO:lightwood-2346:Loss @ epoch 1740: 0.032688505947589874
INFO:lightwood-2346:Loss @ epoch 1741: 0.0326729491353035
INFO:lightwood-2346:Loss @ epoch 1742: 0.03267280384898186
INFO:lightwood-2346:Loss @ epoch 1743: 0.032656341791152954
INFO:lightwood-2346:Loss @ epoch 1744: 0.032653290778398514
INFO:lightwood-2346:Loss @ epoch 1745: 0.03262544050812721
INFO:lightwood-2346:Loss @ epoch 1746: 0.03262721747159958
INFO:lightwood-2346:Loss @ epoch 1747: 0.03260728344321251
INFO:lightwood-2346:Loss @ epoch 1748: 0.03260788321495056
INFO:lightwood-2346:Loss @ epoch 1749: 0.03258325904607773
INFO:lightwood-2346:Loss @ epoch 1750: 0.03258092328906059
INFO:lightwood-2346:Loss @ epoch 1751: 0.032551709562540054
INFO:lightwood-2346:Loss @ epoch 1752: 0.032553985714912415
INFO:lightwood-2346:Loss @ epoch 1753: 0.032532479614019394
INFO:lightwood-2346:Loss @ epoch 1754: 0.03253202512860298
INFO:lightwood-2346:Loss @ epoch 1755: 0.03250871226191521
INFO:lightwood-2346:Loss @ epoch 1756: 0.032510362565517426
INFO:lightwood-2346:Loss @ epoch 1757: 0.03248957172036171
INFO:lightwood-2346:Loss @ epoch 1758: 0.032490167766809464
INFO:lightwood-2346:Loss @ epoch 1759: 0.03247026354074478
INFO:lightwood-2346:Loss @ epoch 1760: 0.03246747702360153
INFO:lightwood-2346:Loss @ epoch 1761: 0.03243820369243622
INFO:lightwood-2346:Loss @ epoch 1762: 0.032442543655633926
INFO:lightwood-2346:Loss @ epoch 1763: 0.03242480009794235
INFO:lightwood-2346:Loss @ epoch 1764: 0.03242141380906105
INFO:lightwood-2346:Loss @ epoch 1765: 0.03239510953426361
INFO:lightwood-2346:Loss @ epoch 1766: 0.032396670430898666
INFO:lightwood-2346:Loss @ epoch 1767: 0.03237941116094589
INFO:lightwood-2346:Loss @ epoch 1768: 0.0323774479329586
INFO:lightwood-2346:Loss @ epoch 1769: 0.032354410737752914
INFO:lightwood-2346:Loss @ epoch 1770: 0.03235681354999542
INFO:lightwood-2346:Loss @ epoch 1771: 0.03233347833156586
INFO:lightwood-2346:Loss @ epoch 1772: 0.03233174607157707
INFO:lightwood-2346:Loss @ epoch 1773: 0.03230573609471321
INFO:lightwood-2346:Loss @ epoch 1774: 0.0323094017803669
INFO:lightwood-2346:Loss @ epoch 1775: 0.0322890505194664
INFO:lightwood-2346:Loss @ epoch 1776: 0.032287564128637314
INFO:lightwood-2346:Loss @ epoch 1777: 0.03226334974169731
INFO:lightwood-2346:Loss @ epoch 1778: 0.03226611018180847
INFO:lightwood-2346:Loss @ epoch 1779: 0.03224586695432663
INFO:lightwood-2346:Loss @ epoch 1780: 0.03224547579884529
INFO:lightwood-2346:Loss @ epoch 1781: 0.03222374618053436
INFO:lightwood-2346:Loss @ epoch 1782: 0.03222315013408661
INFO:lightwood-2346:Loss @ epoch 1783: 0.03220151737332344
INFO:lightwood-2346:Loss @ epoch 1784: 0.03220246359705925
INFO:lightwood-2346:Loss @ epoch 1785: 0.03218008205294609
INFO:lightwood-2346:Loss @ epoch 1786: 0.032179754227399826
INFO:lightwood-2346:Loss @ epoch 1787: 0.03215531259775162
INFO:lightwood-2346:Loss @ epoch 1788: 0.03215615451335907
INFO:lightwood-2346:Loss @ epoch 1789: 0.03213214501738548
INFO:lightwood-2346:Loss @ epoch 1790: 0.03213127329945564
INFO:lightwood-2346:Loss @ epoch 1791: 0.03210679814219475
INFO:lightwood-2346:Loss @ epoch 1792: 0.03210846707224846
INFO:lightwood-2346:Loss @ epoch 1793: 0.03208394721150398
INFO:lightwood-2346:Loss @ epoch 1794: 0.03208528086543083
INFO:lightwood-2346:Loss @ epoch 1795: 0.032067786902189255
INFO:lightwood-2346:Loss @ epoch 1796: 0.03206569328904152
INFO:lightwood-2346:Loss @ epoch 1797: 0.03203478828072548
INFO:lightwood-2346:Loss @ epoch 1798: 0.03203905001282692
INFO:lightwood-2346:Loss @ epoch 1799: 0.032019391655921936
INFO:lightwood-2346:Loss @ epoch 1800: 0.032017000019550323
INFO:lightwood-2346:Loss @ epoch 1801: 0.03199565038084984
INFO:lightwood-2346:Loss @ epoch 1802: 0.03199644386768341
INFO:lightwood-2346:Loss @ epoch 1803: 0.031973615288734436
INFO:lightwood-2346:Loss @ epoch 1804: 0.031974922865629196
INFO:lightwood-2346:Loss @ epoch 1805: 0.031952694058418274
INFO:lightwood-2346:Loss @ epoch 1806: 0.03195147216320038
INFO:lightwood-2346:Loss @ epoch 1807: 0.03192733973264694
INFO:lightwood-2346:Loss @ epoch 1808: 0.03192901238799095
INFO:lightwood-2346:Loss @ epoch 1809: 0.03191090002655983
INFO:lightwood-2346:Loss @ epoch 1810: 0.031908608973026276
INFO:lightwood-2346:Loss @ epoch 1811: 0.031883955001831055
INFO:lightwood-2346:Loss @ epoch 1812: 0.031887609511613846
INFO:lightwood-2346:Loss @ epoch 1813: 0.03187103196978569
INFO:lightwood-2346:Loss @ epoch 1814: 0.0318668894469738
INFO:lightwood-2346:Loss @ epoch 1815: 0.03183702006936073
INFO:lightwood-2346:Loss @ epoch 1816: 0.03184116631746292
INFO:lightwood-2346:Loss @ epoch 1817: 0.03182564303278923
INFO:lightwood-2346:Loss @ epoch 1818: 0.03182458132505417
INFO:lightwood-2346:Loss @ epoch 1819: 0.031805429607629776
INFO:lightwood-2346:Loss @ epoch 1820: 0.031803734600543976
INFO:lightwood-2346:Loss @ epoch 1821: 0.031776510179042816
INFO:lightwood-2346:Loss @ epoch 1822: 0.0317777656018734
INFO:lightwood-2346:Loss @ epoch 1823: 0.03175448998808861
INFO:lightwood-2346:Loss @ epoch 1824: 0.0317547433078289
INFO:lightwood-2346:Loss @ epoch 1825: 0.03173190727829933
INFO:lightwood-2346:Loss @ epoch 1826: 0.03173135593533516
INFO:lightwood-2346:Loss @ epoch 1827: 0.03170397877693176
INFO:lightwood-2346:Loss @ epoch 1828: 0.03170722350478172
INFO:lightwood-2346:Loss @ epoch 1829: 0.031691648066043854
INFO:lightwood-2346:Loss @ epoch 1830: 0.03168841451406479
INFO:lightwood-2346:Loss @ epoch 1831: 0.031663116067647934
INFO:lightwood-2346:Loss @ epoch 1832: 0.031663015484809875
INFO:lightwood-2346:Loss @ epoch 1833: 0.031637828797101974
INFO:lightwood-2346:Loss @ epoch 1834: 0.03164120763540268
INFO:lightwood-2346:Loss @ epoch 1835: 0.03162096440792084
INFO:lightwood-2346:Loss @ epoch 1836: 0.03162128105759621
INFO:lightwood-2346:Loss @ epoch 1837: 0.03159625083208084
INFO:lightwood-2346:Loss @ epoch 1838: 0.03159640356898308
INFO:lightwood-2346:Loss @ epoch 1839: 0.03157416731119156
INFO:lightwood-2346:Loss @ epoch 1840: 0.03157578781247139
INFO:lightwood-2346:Loss @ epoch 1841: 0.03155381977558136
INFO:lightwood-2346:Loss @ epoch 1842: 0.031552333384752274
INFO:lightwood-2346:Loss @ epoch 1843: 0.03152379021048546
INFO:lightwood-2346:Loss @ epoch 1844: 0.0315244197845459
INFO:lightwood-2346:Loss @ epoch 1845: 0.03150566294789314
INFO:lightwood-2346:Loss @ epoch 1846: 0.03150678426027298
INFO:lightwood-2346:Loss @ epoch 1847: 0.03148870915174484
INFO:lightwood-2346:Loss @ epoch 1848: 0.03148644044995308
INFO:lightwood-2346:Loss @ epoch 1849: 0.03146560490131378
INFO:lightwood-2346:Loss @ epoch 1850: 0.03146475926041603
INFO:lightwood-2346:Loss @ epoch 1851: 0.03144127130508423
INFO:lightwood-2346:Loss @ epoch 1852: 0.031442705541849136
INFO:lightwood-2346:Loss @ epoch 1853: 0.03142306208610535
INFO:lightwood-2346:Loss @ epoch 1854: 0.031422220170497894
INFO:lightwood-2346:Loss @ epoch 1855: 0.031402040272951126
INFO:lightwood-2346:Loss @ epoch 1856: 0.03140248730778694
INFO:lightwood-2346:Loss @ epoch 1857: 0.031384363770484924
INFO:lightwood-2346:Loss @ epoch 1858: 0.03138488531112671
INFO:lightwood-2346:Loss @ epoch 1859: 0.031372491270303726
INFO:lightwood-2346:Loss @ epoch 1860: 0.03137185424566269
INFO:lightwood-2346:Loss @ epoch 1861: 0.03135496750473976
INFO:lightwood-2346:Loss @ epoch 1862: 0.03135368600487709
INFO:lightwood-2346:Loss @ epoch 1863: 0.031333666294813156
INFO:lightwood-2346:Loss @ epoch 1864: 0.03133555129170418
INFO:lightwood-2346:Loss @ epoch 1865: 0.031317006796598434
INFO:lightwood-2346:Loss @ epoch 1866: 0.03131634742021561
INFO:lightwood-2346:Loss @ epoch 1867: 0.031299371272325516
INFO:lightwood-2346:Loss @ epoch 1868: 0.03129768744111061
INFO:lightwood-2346:Loss @ epoch 1869: 0.031273771077394485
INFO:lightwood-2346:Loss @ epoch 1870: 0.031275954097509384
INFO:lightwood-2346:Loss @ epoch 1871: 0.03125462681055069
INFO:lightwood-2346:Loss @ epoch 1872: 0.03125130012631416
INFO:lightwood-2346:Loss @ epoch 1873: 0.031222883611917496
INFO:lightwood-2346:Loss @ epoch 1874: 0.031227482482790947
INFO:lightwood-2346:Loss @ epoch 1875: 0.031210394576191902
INFO:lightwood-2346:Loss @ epoch 1876: 0.031208395957946777
INFO:lightwood-2346:Loss @ epoch 1877: 0.031188569962978363
INFO:lightwood-2346:Loss @ epoch 1878: 0.031189225614070892
INFO:lightwood-2346:Loss @ epoch 1879: 0.031169626861810684
INFO:lightwood-2346:Loss @ epoch 1880: 0.03116900660097599
INFO:lightwood-2346:Loss @ epoch 1881: 0.031144985929131508
INFO:lightwood-2346:Loss @ epoch 1882: 0.031145503744482994
INFO:lightwood-2346:Loss @ epoch 1883: 0.031129036098718643
INFO:lightwood-2346:Loss @ epoch 1884: 0.03112710453569889
INFO:lightwood-2346:Loss @ epoch 1885: 0.03110569901764393
INFO:lightwood-2346:Loss @ epoch 1886: 0.031107252463698387
INFO:lightwood-2346:Loss @ epoch 1887: 0.031090551987290382
INFO:lightwood-2346:Loss @ epoch 1888: 0.031088201329112053
INFO:lightwood-2346:Loss @ epoch 1889: 0.03106469102203846
INFO:lightwood-2346:Loss @ epoch 1890: 0.031065545976161957
INFO:lightwood-2346:Loss @ epoch 1891: 0.031046291813254356
INFO:lightwood-2346:Loss @ epoch 1892: 0.031046224758028984
INFO:lightwood-2346:Loss @ epoch 1893: 0.031025703996419907
INFO:lightwood-2346:Loss @ epoch 1894: 0.031026029959321022
INFO:lightwood-2346:Loss @ epoch 1895: 0.031004710122942924
INFO:lightwood-2346:Loss @ epoch 1896: 0.031005984172225
INFO:lightwood-2346:Loss @ epoch 1897: 0.030981849879026413
INFO:lightwood-2346:Loss @ epoch 1898: 0.030982481315732002
INFO:lightwood-2346:Loss @ epoch 1899: 0.03096490167081356
INFO:lightwood-2346:Loss @ epoch 1900: 0.030963672325015068
INFO:lightwood-2346:Loss @ epoch 1901: 0.030942857265472412
INFO:lightwood-2346:Loss @ epoch 1902: 0.030943889170885086
INFO:lightwood-2346:Loss @ epoch 1903: 0.030922459438443184
INFO:lightwood-2346:Loss @ epoch 1904: 0.030922526493668556
INFO:lightwood-2346:Loss @ epoch 1905: 0.030905090272426605
INFO:lightwood-2346:Loss @ epoch 1906: 0.030903974547982216
INFO:lightwood-2346:Loss @ epoch 1907: 0.030885614454746246
INFO:lightwood-2346:Loss @ epoch 1908: 0.030886335298419
INFO:lightwood-2346:Loss @ epoch 1909: 0.030866477638483047
INFO:lightwood-2346:Loss @ epoch 1910: 0.030864180997014046
INFO:lightwood-2346:Loss @ epoch 1911: 0.0308414027094841
INFO:lightwood-2346:Loss @ epoch 1912: 0.030841367319226265
INFO:lightwood-2346:Loss @ epoch 1913: 0.030821679159998894
INFO:lightwood-2346:Loss @ epoch 1914: 0.0308231208473444
INFO:lightwood-2346:Loss @ epoch 1915: 0.030805373564362526
INFO:lightwood-2346:Loss @ epoch 1916: 0.030805382877588272
INFO:lightwood-2346:Loss @ epoch 1917: 0.030788559466600418
INFO:lightwood-2346:Loss @ epoch 1918: 0.03078785166144371
INFO:lightwood-2346:Loss @ epoch 1919: 0.03076724149286747
INFO:lightwood-2346:Loss @ epoch 1920: 0.030766839161515236
INFO:lightwood-2346:Loss @ epoch 1921: 0.03074224852025509
INFO:lightwood-2346:Loss @ epoch 1922: 0.030744297429919243
INFO:lightwood-2346:Loss @ epoch 1923: 0.030723610892891884
INFO:lightwood-2346:Loss @ epoch 1924: 0.03072265163064003
INFO:lightwood-2346:Loss @ epoch 1925: 0.030701810494065285
INFO:lightwood-2346:Loss @ epoch 1926: 0.03070400282740593
INFO:lightwood-2346:Loss @ epoch 1927: 0.030686771497130394
INFO:lightwood-2346:Loss @ epoch 1928: 0.03068404085934162
INFO:lightwood-2346:Loss @ epoch 1929: 0.03066132217645645
INFO:lightwood-2346:Loss @ epoch 1930: 0.030661942437291145
INFO:lightwood-2346:Loss @ epoch 1931: 0.03064029850065708
INFO:lightwood-2346:Loss @ epoch 1932: 0.03064044751226902
INFO:lightwood-2346:Loss @ epoch 1933: 0.030623286962509155
INFO:lightwood-2346:Loss @ epoch 1934: 0.03062351979315281
INFO:lightwood-2346:Loss @ epoch 1935: 0.03060148097574711
INFO:lightwood-2346:Loss @ epoch 1936: 0.0305994413793087
INFO:lightwood-2346:Loss @ epoch 1937: 0.03057747147977352
INFO:lightwood-2346:Loss @ epoch 1938: 0.030579078942537308
INFO:lightwood-2346:Loss @ epoch 1939: 0.030559761449694633
INFO:lightwood-2346:Loss @ epoch 1940: 0.030560802668333054
INFO:lightwood-2346:Loss @ epoch 1941: 0.030541811138391495
INFO:lightwood-2346:Loss @ epoch 1942: 0.03054119274020195
INFO:lightwood-2346:Loss @ epoch 1943: 0.030522406101226807
INFO:lightwood-2346:Loss @ epoch 1944: 0.030520420521497726
INFO:lightwood-2346:Loss @ epoch 1945: 0.03049197979271412
INFO:lightwood-2346:Loss @ epoch 1946: 0.030496610328555107
INFO:lightwood-2346:Loss @ epoch 1947: 0.030483974143862724
INFO:lightwood-2346:Loss @ epoch 1948: 0.030479075387120247
INFO:lightwood-2346:Loss @ epoch 1949: 0.030450094491243362
INFO:lightwood-2346:Loss @ epoch 1950: 0.030454788357019424
INFO:lightwood-2346:Loss @ epoch 1951: 0.03043893538415432
INFO:lightwood-2346:Loss @ epoch 1952: 0.03043597750365734
INFO:lightwood-2346:Loss @ epoch 1953: 0.0304147619754076
INFO:lightwood-2346:Loss @ epoch 1954: 0.030416032299399376
INFO:lightwood-2346:Loss @ epoch 1955: 0.030396051704883575
INFO:lightwood-2346:Loss @ epoch 1956: 0.030394580215215683
INFO:lightwood-2346:Loss @ epoch 1957: 0.030370252206921577
INFO:lightwood-2346:Loss @ epoch 1958: 0.03037288412451744
INFO:lightwood-2346:Loss @ epoch 1959: 0.0303566325455904
INFO:lightwood-2346:Loss @ epoch 1960: 0.030354999005794525
INFO:lightwood-2346:Loss @ epoch 1961: 0.030328737571835518
INFO:lightwood-2346:Loss @ epoch 1962: 0.03033217415213585
INFO:lightwood-2346:Loss @ epoch 1963: 0.03031313046813011
INFO:lightwood-2346:Loss @ epoch 1964: 0.030310949310660362
INFO:lightwood-2346:Loss @ epoch 1965: 0.03028710000216961
INFO:lightwood-2346:Loss @ epoch 1966: 0.030290896072983742
INFO:lightwood-2346:Loss @ epoch 1967: 0.030276251956820488
INFO:lightwood-2346:Loss @ epoch 1968: 0.030270274728536606
INFO:lightwood-2346:Loss @ epoch 1969: 0.030246175825595856
INFO:lightwood-2346:Loss @ epoch 1970: 0.030250849202275276
INFO:lightwood-2346:Loss @ epoch 1971: 0.030234327539801598
INFO:lightwood-2346:Loss @ epoch 1972: 0.030232008546590805
INFO:lightwood-2346:Loss @ epoch 1973: 0.03020995855331421
INFO:lightwood-2346:Loss @ epoch 1974: 0.03020956926047802
INFO:lightwood-2346:Loss @ epoch 1975: 0.030190374702215195
INFO:lightwood-2346:Loss @ epoch 1976: 0.03019147925078869
INFO:lightwood-2346:Loss @ epoch 1977: 0.030171440914273262
INFO:lightwood-2346:Loss @ epoch 1978: 0.030172336846590042
INFO:lightwood-2346:Loss @ epoch 1979: 0.030153609812259674
INFO:lightwood-2346:Loss @ epoch 1980: 0.030152853578329086
INFO:lightwood-2346:Loss @ epoch 1981: 0.030132956802845
INFO:lightwood-2346:Loss @ epoch 1982: 0.030130570754408836
INFO:lightwood-2346:Loss @ epoch 1983: 0.03010467253625393
INFO:lightwood-2346:Loss @ epoch 1984: 0.030108461156487465
INFO:lightwood-2346:Loss @ epoch 1985: 0.030091816559433937
INFO:lightwood-2346:Loss @ epoch 1986: 0.03009016253054142
INFO:lightwood-2346:Loss @ epoch 1987: 0.030067922547459602
INFO:lightwood-2346:Loss @ epoch 1988: 0.03006635047495365
INFO:lightwood-2346:Loss @ epoch 1989: 0.030046192929148674
INFO:lightwood-2346:Loss @ epoch 1990: 0.0300501249730587
INFO:lightwood-2346:Loss @ epoch 1991: 0.030035877600312233
INFO:lightwood-2346:Loss @ epoch 1992: 0.03003120981156826
INFO:lightwood-2346:Loss @ epoch 1993: 0.030006421729922295
INFO:lightwood-2346:Loss @ epoch 1994: 0.030007805675268173
INFO:lightwood-2346:Loss @ epoch 1995: 0.029990190640091896
INFO:lightwood-2346:Loss @ epoch 1996: 0.029989100992679596
INFO:lightwood-2346:Loss @ epoch 1997: 0.029972385615110397
INFO:lightwood-2346:Loss @ epoch 1998: 0.029973793774843216
INFO:lightwood-2346:Loss @ epoch 1999: 0.02995442971587181
INFO:lightwood-2346:Loss @ epoch 2000: 0.02995322085916996
INFO:lightwood-2346:Loss @ epoch 2001: 0.029930001124739647
INFO:lightwood-2346:Loss @ epoch 2002: 0.02993004396557808
INFO:lightwood-2346:Loss @ epoch 2003: 0.02991272695362568
INFO:lightwood-2346:Loss @ epoch 2004: 0.029912637546658516
INFO:lightwood-2346:Loss @ epoch 2005: 0.02989117056131363
INFO:lightwood-2346:Loss @ epoch 2006: 0.029891764745116234
INFO:lightwood-2346:Loss @ epoch 2007: 0.02987423725426197
INFO:lightwood-2346:Loss @ epoch 2008: 0.029874209314584732
INFO:lightwood-2346:Loss @ epoch 2009: 0.02985593117773533
INFO:lightwood-2346:Loss @ epoch 2010: 0.029855480417609215
INFO:lightwood-2346:Loss @ epoch 2011: 0.02983582764863968
INFO:lightwood-2346:Loss @ epoch 2012: 0.029835280030965805
INFO:lightwood-2346:Loss @ epoch 2013: 0.02981790341436863
INFO:lightwood-2346:Loss @ epoch 2014: 0.029818516224622726
INFO:lightwood-2346:Loss @ epoch 2015: 0.029800081625580788
INFO:lightwood-2346:Loss @ epoch 2016: 0.02979746274650097
INFO:lightwood-2346:Loss @ epoch 2017: 0.029772615060210228
INFO:lightwood-2346:Loss @ epoch 2018: 0.02977582812309265
INFO:lightwood-2346:Loss @ epoch 2019: 0.029762793332338333
INFO:lightwood-2346:Loss @ epoch 2020: 0.02976083941757679
INFO:lightwood-2346:Loss @ epoch 2021: 0.0297409538179636
INFO:lightwood-2346:Loss @ epoch 2022: 0.02974080666899681
INFO:lightwood-2346:Loss @ epoch 2023: 0.02972029522061348
INFO:lightwood-2346:Loss @ epoch 2024: 0.02972068451344967
INFO:lightwood-2346:Loss @ epoch 2025: 0.029700709506869316
INFO:lightwood-2346:Loss @ epoch 2026: 0.029700439423322678
INFO:lightwood-2346:Loss @ epoch 2027: 0.02968054823577404
INFO:lightwood-2346:Loss @ epoch 2028: 0.02968025952577591
INFO:lightwood-2346:Loss @ epoch 2029: 0.029659589752554893
INFO:lightwood-2346:Loss @ epoch 2030: 0.029660353437066078
INFO:lightwood-2346:Loss @ epoch 2031: 0.029643377289175987
INFO:lightwood-2346:Loss @ epoch 2032: 0.029642201960086823
INFO:lightwood-2346:Loss @ epoch 2033: 0.02962103858590126
INFO:lightwood-2346:Loss @ epoch 2034: 0.029620381072163582
INFO:lightwood-2346:Loss @ epoch 2035: 0.029598794877529144
INFO:lightwood-2346:Loss @ epoch 2036: 0.029600856825709343
INFO:lightwood-2346:Loss @ epoch 2037: 0.02958376519382
INFO:lightwood-2346:Loss @ epoch 2038: 0.02958155982196331
INFO:lightwood-2346:Loss @ epoch 2039: 0.029556220397353172
INFO:lightwood-2346:Loss @ epoch 2040: 0.029558274894952774
INFO:lightwood-2346:Loss @ epoch 2041: 0.029540011659264565
INFO:lightwood-2346:Loss @ epoch 2042: 0.02954055555164814
INFO:lightwood-2346:Loss @ epoch 2043: 0.029521916061639786
INFO:lightwood-2346:Loss @ epoch 2044: 0.029522079974412918
INFO:lightwood-2346:Loss @ epoch 2045: 0.02950100414454937
INFO:lightwood-2346:Loss @ epoch 2046: 0.02950115129351616
INFO:lightwood-2346:Loss @ epoch 2047: 0.029481645673513412
INFO:lightwood-2346:Loss @ epoch 2048: 0.029479343444108963
INFO:lightwood-2346:Loss @ epoch 2049: 0.02945624850690365
INFO:lightwood-2346:Loss @ epoch 2050: 0.029455658048391342
INFO:lightwood-2346:Loss @ epoch 2051: 0.029434287920594215
INFO:lightwood-2346:Loss @ epoch 2052: 0.02943732775747776
INFO:lightwood-2346:Loss @ epoch 2053: 0.029423581436276436
INFO:lightwood-2346:Loss @ epoch 2054: 0.029419703409075737
INFO:lightwood-2346:Loss @ epoch 2055: 0.029398465529084206
INFO:lightwood-2346:Loss @ epoch 2056: 0.029400518164038658
INFO:lightwood-2346:Loss @ epoch 2057: 0.02937992848455906
INFO:lightwood-2346:Loss @ epoch 2058: 0.029381487518548965
INFO:lightwood-2346:Loss @ epoch 2059: 0.029365506023168564
INFO:lightwood-2346:Loss @ epoch 2060: 0.029361600056290627
INFO:lightwood-2346:Loss @ epoch 2061: 0.029333362355828285
INFO:lightwood-2346:Loss @ epoch 2062: 0.02933659590780735
INFO:lightwood-2346:Loss @ epoch 2063: 0.029319319874048233
INFO:lightwood-2346:Loss @ epoch 2064: 0.0293190386146307
INFO:lightwood-2346:Loss @ epoch 2065: 0.029299216344952583
INFO:lightwood-2346:Loss @ epoch 2066: 0.029299067333340645
INFO:lightwood-2346:Loss @ epoch 2067: 0.029279155656695366
INFO:lightwood-2346:Loss @ epoch 2068: 0.029277414083480835
INFO:lightwood-2346:Loss @ epoch 2069: 0.029257439076900482
INFO:lightwood-2346:Loss @ epoch 2070: 0.029258759692311287
INFO:lightwood-2346:Loss @ epoch 2071: 0.029239140450954437
INFO:lightwood-2346:Loss @ epoch 2072: 0.029237667098641396
INFO:lightwood-2346:Loss @ epoch 2073: 0.029215719550848007
INFO:lightwood-2346:Loss @ epoch 2074: 0.029215149581432343
INFO:lightwood-2346:Loss @ epoch 2075: 0.02919400855898857
INFO:lightwood-2346:Loss @ epoch 2076: 0.029195597395300865
INFO:lightwood-2346:Loss @ epoch 2077: 0.02917420119047165
INFO:lightwood-2346:Loss @ epoch 2078: 0.02917541190981865
INFO:lightwood-2346:Loss @ epoch 2079: 0.029154948890209198
INFO:lightwood-2346:Loss @ epoch 2080: 0.029155613854527473
INFO:lightwood-2346:Loss @ epoch 2081: 0.029135745018720627
INFO:lightwood-2346:Loss @ epoch 2082: 0.029133161529898643
INFO:lightwood-2346:Loss @ epoch 2083: 0.029111629351973534
INFO:lightwood-2346:Loss @ epoch 2084: 0.029112432152032852
INFO:lightwood-2346:Loss @ epoch 2085: 0.029095865786075592
INFO:lightwood-2346:Loss @ epoch 2086: 0.029095083475112915
INFO:lightwood-2346:Loss @ epoch 2087: 0.029073117300868034
INFO:lightwood-2346:Loss @ epoch 2088: 0.029072923585772514
INFO:lightwood-2346:Loss @ epoch 2089: 0.02905462495982647
INFO:lightwood-2346:Loss @ epoch 2090: 0.02905372530221939
INFO:lightwood-2346:Loss @ epoch 2091: 0.029033761471509933
INFO:lightwood-2346:Loss @ epoch 2092: 0.02903294563293457
INFO:lightwood-2346:Loss @ epoch 2093: 0.029015054926276207
INFO:lightwood-2346:Loss @ epoch 2094: 0.029014181345701218
INFO:lightwood-2346:Loss @ epoch 2095: 0.028992800042033195
INFO:lightwood-2346:Loss @ epoch 2096: 0.028992362320423126
INFO:lightwood-2346:Loss @ epoch 2097: 0.02897247113287449
INFO:lightwood-2346:Loss @ epoch 2098: 0.02897706814110279
INFO:lightwood-2346:Loss @ epoch 2099: 0.02896139770746231
INFO:lightwood-2346:Loss @ epoch 2100: 0.028955932706594467
INFO:lightwood-2346:Loss @ epoch 2101: 0.028934547677636147
INFO:lightwood-2346:Loss @ epoch 2102: 0.028935754671692848
INFO:lightwood-2346:Loss @ epoch 2103: 0.028917599469423294
INFO:lightwood-2346:Loss @ epoch 2104: 0.028917500749230385
INFO:lightwood-2346:Loss @ epoch 2105: 0.028897857293486595
INFO:lightwood-2346:Loss @ epoch 2106: 0.028896845877170563
INFO:lightwood-2346:Loss @ epoch 2107: 0.028873492032289505
INFO:lightwood-2346:Loss @ epoch 2108: 0.028873948380351067
INFO:lightwood-2346:Loss @ epoch 2109: 0.02885599620640278
INFO:lightwood-2346:Loss @ epoch 2110: 0.028855303302407265
INFO:lightwood-2346:Loss @ epoch 2111: 0.028831642121076584
INFO:lightwood-2346:Loss @ epoch 2112: 0.02883342280983925
INFO:lightwood-2346:Loss @ epoch 2113: 0.028815962374210358
INFO:lightwood-2346:Loss @ epoch 2114: 0.02881520427763462
INFO:lightwood-2346:Loss @ epoch 2115: 0.02879721112549305
INFO:lightwood-2346:Loss @ epoch 2116: 0.02879495359957218
INFO:lightwood-2346:Loss @ epoch 2117: 0.028771724551916122
INFO:lightwood-2346:Loss @ epoch 2118: 0.02877374179661274
INFO:lightwood-2346:Loss @ epoch 2119: 0.028754444792866707
INFO:lightwood-2346:Loss @ epoch 2120: 0.028752846643328667
INFO:lightwood-2346:Loss @ epoch 2121: 0.028728365898132324
INFO:lightwood-2346:Loss @ epoch 2122: 0.028731295838952065
INFO:lightwood-2346:Loss @ epoch 2123: 0.02871415950357914
INFO:lightwood-2346:Loss @ epoch 2124: 0.028712935745716095
INFO:lightwood-2346:Loss @ epoch 2125: 0.028692398220300674
INFO:lightwood-2346:Loss @ epoch 2126: 0.028691595420241356
INFO:lightwood-2346:Loss @ epoch 2127: 0.02866956777870655
INFO:lightwood-2346:Loss @ epoch 2128: 0.028670331463217735
INFO:lightwood-2346:Loss @ epoch 2129: 0.028653832152485847
INFO:lightwood-2346:Loss @ epoch 2130: 0.028648635372519493
INFO:lightwood-2346:Loss @ epoch 2131: 0.02862098626792431
INFO:lightwood-2346:Loss @ epoch 2132: 0.028625253587961197
INFO:lightwood-2346:Loss @ epoch 2133: 0.028611920773983
INFO:lightwood-2346:Loss @ epoch 2134: 0.028608357533812523
INFO:lightwood-2346:Loss @ epoch 2135: 0.028584327548742294
INFO:lightwood-2346:Loss @ epoch 2136: 0.028584059327840805
INFO:lightwood-2346:Loss @ epoch 2137: 0.02856563962996006
INFO:lightwood-2346:Loss @ epoch 2138: 0.02856472320854664
INFO:lightwood-2346:Loss @ epoch 2139: 0.028545932844281197
INFO:lightwood-2346:Loss @ epoch 2140: 0.02854594960808754
INFO:lightwood-2346:Loss @ epoch 2141: 0.02852439321577549
INFO:lightwood-2346:Loss @ epoch 2142: 0.02852574735879898
INFO:lightwood-2346:Loss @ epoch 2143: 0.028503570705652237
INFO:lightwood-2346:Loss @ epoch 2144: 0.028500212356448174
INFO:lightwood-2346:Loss @ epoch 2145: 0.028475942090153694
INFO:lightwood-2346:Loss @ epoch 2146: 0.02847835049033165
INFO:lightwood-2346:Loss @ epoch 2147: 0.028459906578063965
INFO:lightwood-2346:Loss @ epoch 2148: 0.028459519147872925
INFO:lightwood-2346:Loss @ epoch 2149: 0.028438420966267586
INFO:lightwood-2346:Loss @ epoch 2150: 0.02843841165304184
INFO:lightwood-2346:Loss @ epoch 2151: 0.028418993577361107
INFO:lightwood-2346:Loss @ epoch 2152: 0.02841752953827381
INFO:lightwood-2346:Loss @ epoch 2153: 0.02839411422610283
INFO:lightwood-2346:Loss @ epoch 2154: 0.028396012261509895
INFO:lightwood-2346:Loss @ epoch 2155: 0.028377939015626907
INFO:lightwood-2346:Loss @ epoch 2156: 0.028376935049891472
INFO:lightwood-2346:Loss @ epoch 2157: 0.02835955284535885
INFO:lightwood-2346:Loss @ epoch 2158: 0.028358113020658493
INFO:lightwood-2346:Loss @ epoch 2159: 0.02833421900868416
INFO:lightwood-2346:Loss @ epoch 2160: 0.028334643691778183
INFO:lightwood-2346:Loss @ epoch 2161: 0.02831486612558365
INFO:lightwood-2346:Loss @ epoch 2162: 0.028314722701907158
INFO:lightwood-2346:Loss @ epoch 2163: 0.028297295793890953
INFO:lightwood-2346:Loss @ epoch 2164: 0.028297748416662216
INFO:lightwood-2346:Loss @ epoch 2165: 0.028278226032853127
INFO:lightwood-2346:Loss @ epoch 2166: 0.028278430923819542
INFO:lightwood-2346:Loss @ epoch 2167: 0.028256714344024658
INFO:lightwood-2346:Loss @ epoch 2168: 0.028255412355065346
INFO:lightwood-2346:Loss @ epoch 2169: 0.02823031134903431
INFO:lightwood-2346:Loss @ epoch 2170: 0.02823271043598652
INFO:lightwood-2346:Loss @ epoch 2171: 0.028219688683748245
INFO:lightwood-2346:Loss @ epoch 2172: 0.028216829523444176
INFO:lightwood-2346:Loss @ epoch 2173: 0.028196442872285843
INFO:lightwood-2346:Loss @ epoch 2174: 0.028195589780807495
INFO:lightwood-2346:Loss @ epoch 2175: 0.028171036392450333
INFO:lightwood-2346:Loss @ epoch 2176: 0.028172049671411514
INFO:lightwood-2346:Loss @ epoch 2177: 0.02815021201968193
INFO:lightwood-2346:Loss @ epoch 2178: 0.028150035068392754
INFO:lightwood-2346:Loss @ epoch 2179: 0.0281330905854702
INFO:lightwood-2346:Loss @ epoch 2180: 0.02813362516462803
INFO:lightwood-2346:Loss @ epoch 2181: 0.02811308577656746
INFO:lightwood-2346:Loss @ epoch 2182: 0.02811282128095627
INFO:lightwood-2346:Loss @ epoch 2183: 0.028088798746466637
INFO:lightwood-2346:Loss @ epoch 2184: 0.02808924950659275
INFO:lightwood-2346:Loss @ epoch 2185: 0.028067460283637047
INFO:lightwood-2346:Loss @ epoch 2186: 0.028067369014024734
INFO:lightwood-2346:Loss @ epoch 2187: 0.028048621490597725
INFO:lightwood-2346:Loss @ epoch 2188: 0.0280461348593235
INFO:lightwood-2346:Loss @ epoch 2189: 0.02802141197025776
INFO:lightwood-2346:Loss @ epoch 2190: 0.028023310005664825
INFO:lightwood-2346:Loss @ epoch 2191: 0.028003549203276634
INFO:lightwood-2346:Loss @ epoch 2192: 0.028001802042126656
INFO:lightwood-2346:Loss @ epoch 2193: 0.027979357168078423
INFO:lightwood-2346:Loss @ epoch 2194: 0.027981098741292953
INFO:lightwood-2346:Loss @ epoch 2195: 0.02795982174575329
INFO:lightwood-2346:Loss @ epoch 2196: 0.027960466220974922
INFO:lightwood-2346:Loss @ epoch 2197: 0.027941236272454262
INFO:lightwood-2346:Loss @ epoch 2198: 0.027940144762396812
INFO:lightwood-2346:Loss @ epoch 2199: 0.02791779302060604
INFO:lightwood-2346:Loss @ epoch 2200: 0.02791735529899597
INFO:lightwood-2346:Loss @ epoch 2201: 0.02789836935698986
INFO:lightwood-2346:Loss @ epoch 2202: 0.027898989617824554
INFO:lightwood-2346:Loss @ epoch 2203: 0.0278801117092371
INFO:lightwood-2346:Loss @ epoch 2204: 0.027880515903234482
INFO:lightwood-2346:Loss @ epoch 2205: 0.02786082960665226
INFO:lightwood-2346:Loss @ epoch 2206: 0.027859868481755257
INFO:lightwood-2346:Loss @ epoch 2207: 0.027838466688990593
INFO:lightwood-2346:Loss @ epoch 2208: 0.027839364483952522
INFO:lightwood-2346:Loss @ epoch 2209: 0.027820812538266182
INFO:lightwood-2346:Loss @ epoch 2210: 0.027822939679026604
INFO:lightwood-2346:Loss @ epoch 2211: 0.027805030345916748
INFO:lightwood-2346:Loss @ epoch 2212: 0.027801785618066788
INFO:lightwood-2346:Loss @ epoch 2213: 0.02777860127389431
INFO:lightwood-2346:Loss @ epoch 2214: 0.027780752629041672
INFO:lightwood-2346:Loss @ epoch 2215: 0.027760233730077744
INFO:lightwood-2346:Loss @ epoch 2216: 0.02776079811155796
INFO:lightwood-2346:Loss @ epoch 2217: 0.027744093909859657
INFO:lightwood-2346:Loss @ epoch 2218: 0.027741670608520508
INFO:lightwood-2346:Loss @ epoch 2219: 0.027718758210539818
INFO:lightwood-2346:Loss @ epoch 2220: 0.027718370780348778
INFO:lightwood-2346:Loss @ epoch 2221: 0.027697818353772163
INFO:lightwood-2346:Loss @ epoch 2222: 0.027699582278728485
INFO:lightwood-2346:Loss @ epoch 2223: 0.027681900188326836
INFO:lightwood-2346:Loss @ epoch 2224: 0.02768193557858467
INFO:lightwood-2346:Loss @ epoch 2225: 0.027660543099045753
INFO:lightwood-2346:Loss @ epoch 2226: 0.027658630162477493
INFO:lightwood-2346:Loss @ epoch 2227: 0.02763613685965538
INFO:lightwood-2346:Loss @ epoch 2228: 0.027638863772153854
INFO:lightwood-2346:Loss @ epoch 2229: 0.02762412279844284
INFO:lightwood-2346:Loss @ epoch 2230: 0.02762102521955967
INFO:lightwood-2346:Loss @ epoch 2231: 0.027601677924394608
INFO:lightwood-2346:Loss @ epoch 2232: 0.027600595727562904
INFO:lightwood-2346:Loss @ epoch 2233: 0.027578886598348618
INFO:lightwood-2346:Loss @ epoch 2234: 0.027580441907048225
INFO:lightwood-2346:Loss @ epoch 2235: 0.027566203847527504
INFO:lightwood-2346:Loss @ epoch 2236: 0.02756195142865181
INFO:lightwood-2346:Loss @ epoch 2237: 0.027540845796465874
INFO:lightwood-2346:Loss @ epoch 2238: 0.027542805299162865
INFO:lightwood-2346:Loss @ epoch 2239: 0.027526365593075752
INFO:lightwood-2346:Loss @ epoch 2240: 0.027525117620825768
INFO:lightwood-2346:Loss @ epoch 2241: 0.027507953345775604
INFO:lightwood-2346:Loss @ epoch 2242: 0.02750556543469429
INFO:lightwood-2346:Loss @ epoch 2243: 0.027484294027090073
INFO:lightwood-2346:Loss @ epoch 2244: 0.02748478390276432
INFO:lightwood-2346:Loss @ epoch 2245: 0.02746538445353508
INFO:lightwood-2346:Loss @ epoch 2246: 0.02746516652405262
INFO:lightwood-2346:Loss @ epoch 2247: 0.0274470504373312
INFO:lightwood-2346:Loss @ epoch 2248: 0.027446052059531212
INFO:lightwood-2346:Loss @ epoch 2249: 0.0274261012673378
INFO:lightwood-2346:Loss @ epoch 2250: 0.027427246794104576
INFO:lightwood-2346:Loss @ epoch 2251: 0.02740589901804924
INFO:lightwood-2346:Loss @ epoch 2252: 0.027404792606830597
INFO:lightwood-2346:Loss @ epoch 2253: 0.027384918183088303
INFO:lightwood-2346:Loss @ epoch 2254: 0.027385422959923744
INFO:lightwood-2346:Loss @ epoch 2255: 0.02736445888876915
INFO:lightwood-2346:Loss @ epoch 2256: 0.027367739006876945
INFO:lightwood-2346:Loss @ epoch 2257: 0.02734784223139286
INFO:lightwood-2346:Loss @ epoch 2258: 0.02734500914812088
INFO:lightwood-2346:Loss @ epoch 2259: 0.02732095494866371
INFO:lightwood-2346:Loss @ epoch 2260: 0.027324123308062553
INFO:lightwood-2346:Loss @ epoch 2261: 0.027309654280543327
INFO:lightwood-2346:Loss @ epoch 2262: 0.02730436809360981
INFO:lightwood-2346:Loss @ epoch 2263: 0.027280449867248535
INFO:lightwood-2346:Loss @ epoch 2264: 0.0272846482694149
INFO:lightwood-2346:Loss @ epoch 2265: 0.02726902812719345
INFO:lightwood-2346:Loss @ epoch 2266: 0.0272653941065073
INFO:lightwood-2346:Loss @ epoch 2267: 0.027241896837949753
INFO:lightwood-2346:Loss @ epoch 2268: 0.027243468910455704
INFO:lightwood-2346:Loss @ epoch 2269: 0.02722451090812683
INFO:lightwood-2346:Loss @ epoch 2270: 0.02722272276878357
INFO:lightwood-2346:Loss @ epoch 2271: 0.027201522141695023
INFO:lightwood-2346:Loss @ epoch 2272: 0.027202865108847618
INFO:lightwood-2346:Loss @ epoch 2273: 0.027182750403881073
INFO:lightwood-2346:Loss @ epoch 2274: 0.027182023972272873
INFO:lightwood-2346:Loss @ epoch 2275: 0.0271606408059597
INFO:lightwood-2346:Loss @ epoch 2276: 0.027162563055753708
INFO:lightwood-2346:Loss @ epoch 2277: 0.0271427221596241
INFO:lightwood-2346:Loss @ epoch 2278: 0.027142662554979324
INFO:lightwood-2346:Loss @ epoch 2279: 0.027123399078845978
INFO:lightwood-2346:Loss @ epoch 2280: 0.027125626802444458
INFO:lightwood-2346:Loss @ epoch 2281: 0.027107518166303635
INFO:lightwood-2346:Loss @ epoch 2282: 0.027105821296572685
INFO:lightwood-2346:Loss @ epoch 2283: 0.02708403393626213
INFO:lightwood-2346:Loss @ epoch 2284: 0.027083445340394974
INFO:lightwood-2346:Loss @ epoch 2285: 0.02706756256520748
INFO:lightwood-2346:Loss @ epoch 2286: 0.027068231254816055
INFO:lightwood-2346:Loss @ epoch 2287: 0.02705150842666626
INFO:lightwood-2346:Loss @ epoch 2288: 0.027049900963902473
INFO:lightwood-2346:Loss @ epoch 2289: 0.027028189972043037
INFO:lightwood-2346:Loss @ epoch 2290: 0.027029650285840034
INFO:lightwood-2346:Loss @ epoch 2291: 0.027012474834918976
INFO:lightwood-2346:Loss @ epoch 2292: 0.027011696249246597
INFO:lightwood-2346:Loss @ epoch 2293: 0.026989756152033806
INFO:lightwood-2346:Loss @ epoch 2294: 0.026992738246917725
INFO:lightwood-2346:Loss @ epoch 2295: 0.02697780542075634
INFO:lightwood-2346:Loss @ epoch 2296: 0.0269735399633646
INFO:lightwood-2346:Loss @ epoch 2297: 0.026950392872095108
INFO:lightwood-2346:Loss @ epoch 2298: 0.0269528329372406
INFO:lightwood-2346:Loss @ epoch 2299: 0.02693517692387104
INFO:lightwood-2346:Loss @ epoch 2300: 0.026933852583169937
INFO:lightwood-2346:Loss @ epoch 2301: 0.02691224031150341
INFO:lightwood-2346:Loss @ epoch 2302: 0.026915622875094414
INFO:lightwood-2346:Loss @ epoch 2303: 0.02689305879175663
INFO:lightwood-2346:Loss @ epoch 2304: 0.026891598477959633
INFO:lightwood-2346:Loss @ epoch 2305: 0.026872534304857254
INFO:lightwood-2346:Loss @ epoch 2306: 0.026874450966715813
INFO:lightwood-2346:Loss @ epoch 2307: 0.026862386614084244
INFO:lightwood-2346:Loss @ epoch 2308: 0.026858055964112282
INFO:lightwood-2346:Loss @ epoch 2309: 0.026835283264517784
INFO:lightwood-2346:Loss @ epoch 2310: 0.026837343350052834
INFO:lightwood-2346:Loss @ epoch 2311: 0.026818128302693367
INFO:lightwood-2346:Loss @ epoch 2312: 0.026815267279744148
INFO:lightwood-2346:Loss @ epoch 2313: 0.026790810748934746
INFO:lightwood-2346:Loss @ epoch 2314: 0.026794729754328728
INFO:lightwood-2346:Loss @ epoch 2315: 0.026781810447573662
INFO:lightwood-2346:Loss @ epoch 2316: 0.026776939630508423
INFO:lightwood-2346:Loss @ epoch 2317: 0.026752011850476265
INFO:lightwood-2346:Loss @ epoch 2318: 0.026756303384900093
INFO:lightwood-2346:Loss @ epoch 2319: 0.02673693187534809
INFO:lightwood-2346:Loss @ epoch 2320: 0.026735501363873482
INFO:lightwood-2346:Loss @ epoch 2321: 0.02671847492456436
INFO:lightwood-2346:Loss @ epoch 2322: 0.026716845110058784
INFO:lightwood-2346:Loss @ epoch 2323: 0.026691744104027748
INFO:lightwood-2346:Loss @ epoch 2324: 0.02669571153819561
INFO:lightwood-2346:Loss @ epoch 2325: 0.026679808273911476
INFO:lightwood-2346:Loss @ epoch 2326: 0.02667924016714096
INFO:lightwood-2346:Loss @ epoch 2327: 0.026665696874260902
INFO:lightwood-2346:Loss @ epoch 2328: 0.0266629159450531
INFO:lightwood-2346:Loss @ epoch 2329: 0.026640435680747032
INFO:lightwood-2346:Loss @ epoch 2330: 0.02664121426641941
INFO:lightwood-2346:Loss @ epoch 2331: 0.026621408760547638
INFO:lightwood-2346:Loss @ epoch 2332: 0.026620307937264442
INFO:lightwood-2346:Loss @ epoch 2333: 0.026593105867505074
INFO:lightwood-2346:Loss @ epoch 2334: 0.026598818600177765
INFO:lightwood-2346:Loss @ epoch 2335: 0.026584656909108162
INFO:lightwood-2346:Loss @ epoch 2336: 0.02657993882894516
INFO:lightwood-2346:Loss @ epoch 2337: 0.026559144258499146
INFO:lightwood-2346:Loss @ epoch 2338: 0.02656295895576477
INFO:lightwood-2346:Loss @ epoch 2339: 0.026543553918600082
INFO:lightwood-2346:Loss @ epoch 2340: 0.02654138207435608
INFO:lightwood-2346:Loss @ epoch 2341: 0.02651682309806347
INFO:lightwood-2346:Loss @ epoch 2342: 0.026518354192376137
INFO:lightwood-2346:Loss @ epoch 2343: 0.02649925835430622
INFO:lightwood-2346:Loss @ epoch 2344: 0.02649933472275734
INFO:lightwood-2346:Loss @ epoch 2345: 0.026484016329050064
INFO:lightwood-2346:Loss @ epoch 2346: 0.026484990492463112
INFO:lightwood-2346:Loss @ epoch 2347: 0.026466280221939087
INFO:lightwood-2346:Loss @ epoch 2348: 0.026463346555829048
INFO:lightwood-2346:Loss @ epoch 2349: 0.0264393649995327
INFO:lightwood-2346:Loss @ epoch 2350: 0.026441305875778198
INFO:lightwood-2346:Loss @ epoch 2351: 0.02642623521387577
INFO:lightwood-2346:Loss @ epoch 2352: 0.026421036571264267
INFO:lightwood-2346:Loss @ epoch 2353: 0.026397010311484337
INFO:lightwood-2346:Loss @ epoch 2354: 0.026401568204164505
INFO:lightwood-2346:Loss @ epoch 2355: 0.02638871781527996
INFO:lightwood-2346:Loss @ epoch 2356: 0.026384485885500908
INFO:lightwood-2346:Loss @ epoch 2357: 0.02636435627937317
INFO:lightwood-2346:Loss @ epoch 2358: 0.02636602893471718
INFO:lightwood-2346:Loss @ epoch 2359: 0.026349959895014763
INFO:lightwood-2346:Loss @ epoch 2360: 0.026348775252699852
INFO:lightwood-2346:Loss @ epoch 2361: 0.026331329718232155
INFO:lightwood-2346:Loss @ epoch 2362: 0.026329612359404564
INFO:lightwood-2346:Loss @ epoch 2363: 0.026305433362722397
INFO:lightwood-2346:Loss @ epoch 2364: 0.02631007321178913
INFO:lightwood-2346:Loss @ epoch 2365: 0.026296120136976242
INFO:lightwood-2346:Loss @ epoch 2366: 0.026292745023965836
INFO:lightwood-2346:Loss @ epoch 2367: 0.02627442590892315
INFO:lightwood-2346:Loss @ epoch 2368: 0.026277178898453712
INFO:lightwood-2346:Loss @ epoch 2369: 0.026260077953338623
INFO:lightwood-2346:Loss @ epoch 2370: 0.02625718154013157
INFO:lightwood-2346:Loss @ epoch 2371: 0.026237616315484047
INFO:lightwood-2346:Loss @ epoch 2372: 0.02623922936618328
INFO:lightwood-2346:Loss @ epoch 2373: 0.026220528408885002
INFO:lightwood-2346:Loss @ epoch 2374: 0.026220222935080528
INFO:lightwood-2346:Loss @ epoch 2375: 0.026199985295534134
INFO:lightwood-2346:Loss @ epoch 2376: 0.026201361790299416
INFO:lightwood-2346:Loss @ epoch 2377: 0.026184754446148872
INFO:lightwood-2346:Loss @ epoch 2378: 0.02618270367383957
INFO:lightwood-2346:Loss @ epoch 2379: 0.026160458102822304
INFO:lightwood-2346:Loss @ epoch 2380: 0.02616269700229168
INFO:lightwood-2346:Loss @ epoch 2381: 0.026146410033106804
INFO:lightwood-2346:Loss @ epoch 2382: 0.026143409311771393
INFO:lightwood-2346:Loss @ epoch 2383: 0.02612333931028843
INFO:lightwood-2346:Loss @ epoch 2384: 0.0261276476085186
INFO:lightwood-2346:Loss @ epoch 2385: 0.026112474501132965
INFO:lightwood-2346:Loss @ epoch 2386: 0.026108991354703903
INFO:lightwood-2346:Loss @ epoch 2387: 0.026081347838044167
INFO:lightwood-2346:Loss @ epoch 2388: 0.02608710154891014
INFO:lightwood-2346:Loss @ epoch 2389: 0.02607637830078602
INFO:lightwood-2346:Loss @ epoch 2390: 0.026070276275277138
INFO:lightwood-2346:Loss @ epoch 2391: 0.026047928258776665
INFO:lightwood-2346:Loss @ epoch 2392: 0.026052700355648994
INFO:lightwood-2346:Loss @ epoch 2393: 0.02603599801659584
INFO:lightwood-2346:Loss @ epoch 2394: 0.02603156492114067
INFO:lightwood-2346:Loss @ epoch 2395: 0.026009317487478256
INFO:lightwood-2346:Loss @ epoch 2396: 0.02601238153874874
INFO:lightwood-2346:Loss @ epoch 2397: 0.0260000117123127
INFO:lightwood-2346:Loss @ epoch 2398: 0.025997038930654526
INFO:lightwood-2346:Loss @ epoch 2399: 0.02597837708890438
INFO:lightwood-2346:Loss @ epoch 2400: 0.02597842738032341
INFO:lightwood-2346:Loss @ epoch 2401: 0.025962645187973976
INFO:lightwood-2346:Loss @ epoch 2402: 0.02596190944314003
INFO:lightwood-2346:Loss @ epoch 2403: 0.025944340974092484
INFO:lightwood-2346:Loss @ epoch 2404: 0.025946466252207756
INFO:lightwood-2346:Loss @ epoch 2405: 0.025931041687726974
INFO:lightwood-2346:Loss @ epoch 2406: 0.025928650051355362
INFO:lightwood-2346:Loss @ epoch 2407: 0.025910547003149986
INFO:lightwood-2346:Loss @ epoch 2408: 0.02590847574174404
INFO:lightwood-2346:Loss @ epoch 2409: 0.025888686999678612
INFO:lightwood-2346:Loss @ epoch 2410: 0.025889327749609947
INFO:lightwood-2346:Loss @ epoch 2411: 0.02587318979203701
INFO:lightwood-2346:Loss @ epoch 2412: 0.02587178349494934
INFO:lightwood-2346:Loss @ epoch 2413: 0.025848664343357086
INFO:lightwood-2346:Loss @ epoch 2414: 0.025847792625427246
INFO:lightwood-2346:Loss @ epoch 2415: 0.025829583406448364
INFO:lightwood-2346:Loss @ epoch 2416: 0.025830762460827827
INFO:lightwood-2346:Loss @ epoch 2417: 0.02581181190907955
INFO:lightwood-2346:Loss @ epoch 2418: 0.025807343423366547
INFO:lightwood-2346:Loss @ epoch 2419: 0.025778116658329964
INFO:lightwood-2346:Loss @ epoch 2420: 0.02578192949295044
INFO:lightwood-2346:Loss @ epoch 2421: 0.025756733492016792
INFO:lightwood-2346:Loss @ epoch 2422: 0.0257564689964056
INFO:lightwood-2346:Loss @ epoch 2423: 0.02573523297905922
INFO:lightwood-2346:Loss @ epoch 2424: 0.025736486539244652
INFO:lightwood-2346:Loss @ epoch 2425: 0.02571718767285347
INFO:lightwood-2346:Loss @ epoch 2426: 0.025719838216900826
INFO:lightwood-2346:Loss @ epoch 2427: 0.025703465566039085
INFO:lightwood-2346:Loss @ epoch 2428: 0.02570200525224209
INFO:lightwood-2346:Loss @ epoch 2429: 0.025685109198093414
INFO:lightwood-2346:Loss @ epoch 2430: 0.025682514533400536
INFO:lightwood-2346:Loss @ epoch 2431: 0.025657199323177338
INFO:lightwood-2346:Loss @ epoch 2432: 0.025661103427410126
INFO:lightwood-2346:Loss @ epoch 2433: 0.0256410613656044
INFO:lightwood-2346:Loss @ epoch 2434: 0.025639111176133156
INFO:lightwood-2346:Loss @ epoch 2435: 0.025619320571422577
INFO:lightwood-2346:Loss @ epoch 2436: 0.02562006749212742
INFO:lightwood-2346:Loss @ epoch 2437: 0.02559768781065941
INFO:lightwood-2346:Loss @ epoch 2438: 0.025599507614970207
INFO:lightwood-2346:Loss @ epoch 2439: 0.02558835595846176
INFO:lightwood-2346:Loss @ epoch 2440: 0.025583000853657722
INFO:lightwood-2346:Loss @ epoch 2441: 0.02555292472243309
INFO:lightwood-2346:Loss @ epoch 2442: 0.02555757388472557
INFO:lightwood-2346:Loss @ epoch 2443: 0.02554190158843994
INFO:lightwood-2346:Loss @ epoch 2444: 0.025538654997944832
INFO:lightwood-2346:Loss @ epoch 2445: 0.02551243267953396
INFO:lightwood-2346:Loss @ epoch 2446: 0.025516536086797714
INFO:lightwood-2346:Loss @ epoch 2447: 0.02550143003463745
INFO:lightwood-2346:Loss @ epoch 2448: 0.02549772337079048
INFO:lightwood-2346:Loss @ epoch 2449: 0.025477668270468712
INFO:lightwood-2346:Loss @ epoch 2450: 0.025478502735495567
INFO:lightwood-2346:Loss @ epoch 2451: 0.02545401081442833
INFO:lightwood-2346:Loss @ epoch 2452: 0.02545624040067196
INFO:lightwood-2346:Loss @ epoch 2453: 0.025441717356443405
INFO:lightwood-2346:Loss @ epoch 2454: 0.025436777621507645
INFO:lightwood-2346:Loss @ epoch 2455: 0.025411713868379593
INFO:lightwood-2346:Loss @ epoch 2456: 0.02541748806834221
INFO:lightwood-2346:Loss @ epoch 2457: 0.025397712364792824
INFO:lightwood-2346:Loss @ epoch 2458: 0.02539343200623989
INFO:lightwood-2346:Loss @ epoch 2459: 0.02536846324801445
INFO:lightwood-2346:Loss @ epoch 2460: 0.025372229516506195
INFO:lightwood-2346:Loss @ epoch 2461: 0.025353677570819855
INFO:lightwood-2346:Loss @ epoch 2462: 0.025353040546178818
INFO:lightwood-2346:Loss @ epoch 2463: 0.025335175916552544
INFO:lightwood-2346:Loss @ epoch 2464: 0.02533692494034767
INFO:lightwood-2346:Loss @ epoch 2465: 0.025321537628769875
INFO:lightwood-2346:Loss @ epoch 2466: 0.025317827239632607
INFO:lightwood-2346:Loss @ epoch 2467: 0.0252914447337389
INFO:lightwood-2346:Loss @ epoch 2468: 0.02529311180114746
INFO:lightwood-2346:Loss @ epoch 2469: 0.025270501151680946
INFO:lightwood-2346:Loss @ epoch 2470: 0.025273634120821953
INFO:lightwood-2346:Loss @ epoch 2471: 0.025257112458348274
INFO:lightwood-2346:Loss @ epoch 2472: 0.025253603234887123
INFO:lightwood-2346:Loss @ epoch 2473: 0.025231776759028435
INFO:lightwood-2346:Loss @ epoch 2474: 0.02523818053305149
INFO:lightwood-2346:Loss @ epoch 2475: 0.025224842131137848
INFO:lightwood-2346:Loss @ epoch 2476: 0.025216959416866302
INFO:lightwood-2346:Loss @ epoch 2477: 0.025192804634571075
INFO:lightwood-2346:Loss @ epoch 2478: 0.025196917355060577
INFO:lightwood-2346:Loss @ epoch 2479: 0.025180986151099205
INFO:lightwood-2346:Loss @ epoch 2480: 0.025179442018270493
INFO:lightwood-2346:Loss @ epoch 2481: 0.02516000345349312
INFO:lightwood-2346:Loss @ epoch 2482: 0.025161772966384888
INFO:lightwood-2346:Loss @ epoch 2483: 0.02514440007507801
INFO:lightwood-2346:Loss @ epoch 2484: 0.0251420009881258
INFO:lightwood-2346:Loss @ epoch 2485: 0.02511950023472309
INFO:lightwood-2346:Loss @ epoch 2486: 0.02512001246213913
INFO:lightwood-2346:Loss @ epoch 2487: 0.025103295221924782
INFO:lightwood-2346:Loss @ epoch 2488: 0.02510157786309719
INFO:lightwood-2346:Loss @ epoch 2489: 0.02508147992193699
INFO:lightwood-2346:Loss @ epoch 2490: 0.025086279958486557
INFO:lightwood-2346:Loss @ epoch 2491: 0.02506908029317856
INFO:lightwood-2346:Loss @ epoch 2492: 0.025064026936888695
INFO:lightwood-2346:Loss @ epoch 2493: 0.025042260065674782
INFO:lightwood-2346:Loss @ epoch 2494: 0.025046203285455704
INFO:lightwood-2346:Loss @ epoch 2495: 0.0250225942581892
INFO:lightwood-2346:Loss @ epoch 2496: 0.02502378262579441
INFO:lightwood-2346:Loss @ epoch 2497: 0.025008680298924446
INFO:lightwood-2346:Loss @ epoch 2498: 0.025005081668496132
INFO:lightwood-2346:Loss @ epoch 2499: 0.024985110387206078
INFO:lightwood-2346:Loss @ epoch 2500: 0.024988016113638878
INFO:lightwood-2346:Loss @ epoch 2501: 0.02496994473040104
INFO:lightwood-2346:Loss @ epoch 2502: 0.024968452751636505
INFO:lightwood-2346:Loss @ epoch 2503: 0.02495178021490574
INFO:lightwood-2346:Loss @ epoch 2504: 0.02495298534631729
INFO:lightwood-2346:Loss @ epoch 2505: 0.02493755891919136
INFO:lightwood-2346:Loss @ epoch 2506: 0.02493390254676342
INFO:lightwood-2346:Loss @ epoch 2507: 0.024911390617489815
INFO:lightwood-2346:Loss @ epoch 2508: 0.024914849549531937
INFO:lightwood-2346:Loss @ epoch 2509: 0.024898111820220947
INFO:lightwood-2346:Loss @ epoch 2510: 0.024895811453461647
INFO:lightwood-2346:Loss @ epoch 2511: 0.0248749777674675
INFO:lightwood-2346:Loss @ epoch 2512: 0.024875663220882416
INFO:lightwood-2346:Loss @ epoch 2513: 0.02485525608062744
INFO:lightwood-2346:Loss @ epoch 2514: 0.024856500327587128
INFO:lightwood-2346:Loss @ epoch 2515: 0.024838771671056747
INFO:lightwood-2346:Loss @ epoch 2516: 0.02483612671494484
INFO:lightwood-2346:Loss @ epoch 2517: 0.024812983348965645
INFO:lightwood-2346:Loss @ epoch 2518: 0.0248147901147604
INFO:lightwood-2346:Loss @ epoch 2519: 0.024786610156297684
INFO:lightwood-2346:Loss @ epoch 2520: 0.024789320304989815
INFO:lightwood-2346:Loss @ epoch 2521: 0.024770885705947876
INFO:lightwood-2346:Loss @ epoch 2522: 0.024770451709628105
INFO:lightwood-2346:Loss @ epoch 2523: 0.02475077472627163
INFO:lightwood-2346:Loss @ epoch 2524: 0.024751652032136917
INFO:lightwood-2346:Loss @ epoch 2525: 0.024738729000091553
INFO:lightwood-2346:Loss @ epoch 2526: 0.024736464023590088
INFO:lightwood-2346:Loss @ epoch 2527: 0.024717947468161583
INFO:lightwood-2346:Loss @ epoch 2528: 0.024716613814234734
INFO:lightwood-2346:Loss @ epoch 2529: 0.024694899097085
INFO:lightwood-2346:Loss @ epoch 2530: 0.024696078151464462
INFO:lightwood-2346:Loss @ epoch 2531: 0.024675685912370682
INFO:lightwood-2346:Loss @ epoch 2532: 0.02467622049152851
INFO:lightwood-2346:Loss @ epoch 2533: 0.024654395878314972
INFO:lightwood-2346:Loss @ epoch 2534: 0.02465367130935192
INFO:lightwood-2346:Loss @ epoch 2535: 0.02463514171540737
INFO:lightwood-2346:Loss @ epoch 2536: 0.024634234607219696
INFO:lightwood-2346:Loss @ epoch 2537: 0.024614427238702774
INFO:lightwood-2346:Loss @ epoch 2538: 0.024611808359622955
INFO:lightwood-2346:Loss @ epoch 2539: 0.024593107402324677
INFO:lightwood-2346:Loss @ epoch 2540: 0.024594416841864586
INFO:lightwood-2346:Loss @ epoch 2541: 0.024579457938671112
INFO:lightwood-2346:Loss @ epoch 2542: 0.024576295167207718
INFO:lightwood-2346:Loss @ epoch 2543: 0.024556314572691917
INFO:lightwood-2346:Loss @ epoch 2544: 0.024556512013077736
INFO:lightwood-2346:Loss @ epoch 2545: 0.02453557588160038
INFO:lightwood-2346:Loss @ epoch 2546: 0.02453433908522129
INFO:lightwood-2346:Loss @ epoch 2547: 0.024514436721801758
INFO:lightwood-2346:Loss @ epoch 2548: 0.02451583370566368
INFO:lightwood-2346:Loss @ epoch 2549: 0.024494145065546036
INFO:lightwood-2346:Loss @ epoch 2550: 0.02449648827314377
INFO:lightwood-2346:Loss @ epoch 2551: 0.024477643892169
INFO:lightwood-2346:Loss @ epoch 2552: 0.0244772806763649
INFO:lightwood-2346:Loss @ epoch 2553: 0.024457329884171486
INFO:lightwood-2346:Loss @ epoch 2554: 0.024457599967718124
INFO:lightwood-2346:Loss @ epoch 2555: 0.024437494575977325
INFO:lightwood-2346:Loss @ epoch 2556: 0.024439316242933273
INFO:lightwood-2346:Loss @ epoch 2557: 0.02441568858921528
INFO:lightwood-2346:Loss @ epoch 2558: 0.02441597729921341
INFO:lightwood-2346:Loss @ epoch 2559: 0.024396134540438652
INFO:lightwood-2346:Loss @ epoch 2560: 0.024395782500505447
INFO:lightwood-2346:Loss @ epoch 2561: 0.024375498294830322
INFO:lightwood-2346:Loss @ epoch 2562: 0.024375079199671745
INFO:lightwood-2346:Loss @ epoch 2563: 0.024353783577680588
INFO:lightwood-2346:Loss @ epoch 2564: 0.024355459958314896
INFO:lightwood-2346:Loss @ epoch 2565: 0.024338582530617714
INFO:lightwood-2346:Loss @ epoch 2566: 0.02433611825108528
INFO:lightwood-2346:Loss @ epoch 2567: 0.024319827556610107
INFO:lightwood-2346:Loss @ epoch 2568: 0.02431718446314335
INFO:lightwood-2346:Loss @ epoch 2569: 0.02428995631635189
INFO:lightwood-2346:Loss @ epoch 2570: 0.024293890222907066
INFO:lightwood-2346:Loss @ epoch 2571: 0.024276914075016975
INFO:lightwood-2346:Loss @ epoch 2572: 0.024277321994304657
INFO:lightwood-2346:Loss @ epoch 2573: 0.02425299398601055
INFO:lightwood-2346:Loss @ epoch 2574: 0.02425420843064785
INFO:lightwood-2346:Loss @ epoch 2575: 0.024236002936959267
INFO:lightwood-2346:Loss @ epoch 2576: 0.02423541620373726
INFO:lightwood-2346:Loss @ epoch 2577: 0.024213148280978203
INFO:lightwood-2346:Loss @ epoch 2578: 0.024215292185544968
INFO:lightwood-2346:Loss @ epoch 2579: 0.02419479936361313
INFO:lightwood-2346:Loss @ epoch 2580: 0.024194056168198586
INFO:lightwood-2346:Loss @ epoch 2581: 0.02417496033012867
INFO:lightwood-2346:Loss @ epoch 2582: 0.024173445999622345
INFO:lightwood-2346:Loss @ epoch 2583: 0.024155832827091217
INFO:lightwood-2346:Loss @ epoch 2584: 0.02415803261101246
INFO:lightwood-2346:Loss @ epoch 2585: 0.024143017828464508
INFO:lightwood-2346:Loss @ epoch 2586: 0.02413841150701046
INFO:lightwood-2346:Loss @ epoch 2587: 0.024115649983286858
INFO:lightwood-2346:Loss @ epoch 2588: 0.024119390174746513
INFO:lightwood-2346:Loss @ epoch 2589: 0.024101881310343742
INFO:lightwood-2346:Loss @ epoch 2590: 0.024098819121718407
INFO:lightwood-2346:Loss @ epoch 2591: 0.024073349311947823
INFO:lightwood-2346:Loss @ epoch 2592: 0.024075327441096306
INFO:lightwood-2346:Loss @ epoch 2593: 0.02405613847076893
INFO:lightwood-2346:Loss @ epoch 2594: 0.024056220427155495
INFO:lightwood-2346:Loss @ epoch 2595: 0.02404324896633625
INFO:lightwood-2346:Loss @ epoch 2596: 0.024038881063461304
INFO:lightwood-2346:Loss @ epoch 2597: 0.024016685783863068
INFO:lightwood-2346:Loss @ epoch 2598: 0.024018416181206703
INFO:lightwood-2346:Loss @ epoch 2599: 0.024004260078072548
INFO:lightwood-2346:Loss @ epoch 2600: 0.023998716846108437
INFO:lightwood-2346:Loss @ epoch 2601: 0.02397511526942253
INFO:lightwood-2346:Loss @ epoch 2602: 0.0239816103130579
INFO:lightwood-2346:Loss @ epoch 2603: 0.023968584835529327
INFO:lightwood-2346:Loss @ epoch 2604: 0.023962033912539482
INFO:lightwood-2346:Loss @ epoch 2605: 0.023936012759804726
INFO:lightwood-2346:Loss @ epoch 2606: 0.023940961807966232
INFO:lightwood-2346:Loss @ epoch 2607: 0.023924987763166428
INFO:lightwood-2346:Loss @ epoch 2608: 0.02392171137034893
INFO:lightwood-2346:Loss @ epoch 2609: 0.023897945880889893
INFO:lightwood-2346:Loss @ epoch 2610: 0.023899558931589127
INFO:lightwood-2346:Loss @ epoch 2611: 0.02387874759733677
INFO:lightwood-2346:Loss @ epoch 2612: 0.023877203464508057
INFO:lightwood-2346:Loss @ epoch 2613: 0.023855192586779594
INFO:lightwood-2346:Loss @ epoch 2614: 0.023859603330492973
INFO:lightwood-2346:Loss @ epoch 2615: 0.02384234219789505
INFO:lightwood-2346:Loss @ epoch 2616: 0.023840798065066338
INFO:lightwood-2346:Loss @ epoch 2617: 0.023821501061320305
INFO:lightwood-2346:Loss @ epoch 2618: 0.023823291063308716
INFO:lightwood-2346:Loss @ epoch 2619: 0.023804353550076485
INFO:lightwood-2346:Loss @ epoch 2620: 0.02380211092531681
INFO:lightwood-2346:Loss @ epoch 2621: 0.023774607107043266
INFO:lightwood-2346:Loss @ epoch 2622: 0.023781336843967438
INFO:lightwood-2346:Loss @ epoch 2623: 0.023765865713357925
INFO:lightwood-2346:Loss @ epoch 2624: 0.023764580488204956
INFO:lightwood-2346:Loss @ epoch 2625: 0.0237432774156332
INFO:lightwood-2346:Loss @ epoch 2626: 0.02374368906021118
INFO:lightwood-2346:Loss @ epoch 2627: 0.023725539445877075
INFO:lightwood-2346:Loss @ epoch 2628: 0.023723838850855827
INFO:lightwood-2346:Loss @ epoch 2629: 0.02370033785700798
INFO:lightwood-2346:Loss @ epoch 2630: 0.023702651262283325
INFO:lightwood-2346:Loss @ epoch 2631: 0.023685473948717117
INFO:lightwood-2346:Loss @ epoch 2632: 0.02368563413619995
INFO:lightwood-2346:Loss @ epoch 2633: 0.02366834133863449
INFO:lightwood-2346:Loss @ epoch 2634: 0.023666473105549812
INFO:lightwood-2346:Loss @ epoch 2635: 0.023648684844374657
INFO:lightwood-2346:Loss @ epoch 2636: 0.02364845760166645
INFO:lightwood-2346:Loss @ epoch 2637: 0.02362782321870327
INFO:lightwood-2346:Loss @ epoch 2638: 0.023630844429135323
INFO:lightwood-2346:Loss @ epoch 2639: 0.023619942367076874
INFO:lightwood-2346:Loss @ epoch 2640: 0.023616906255483627
INFO:lightwood-2346:Loss @ epoch 2641: 0.02358885668218136
INFO:lightwood-2346:Loss @ epoch 2642: 0.023595081642270088
INFO:lightwood-2346:Loss @ epoch 2643: 0.023575808852910995
INFO:lightwood-2346:Loss @ epoch 2644: 0.023574214428663254
INFO:lightwood-2346:Loss @ epoch 2645: 0.023553185164928436
INFO:lightwood-2346:Loss @ epoch 2646: 0.02355463057756424
INFO:lightwood-2346:Loss @ epoch 2647: 0.02352984994649887
INFO:lightwood-2346:Loss @ epoch 2648: 0.023534197360277176
INFO:lightwood-2346:Loss @ epoch 2649: 0.023515166714787483
INFO:lightwood-2346:Loss @ epoch 2650: 0.023515382781624794
INFO:lightwood-2346:Loss @ epoch 2651: 0.023486921563744545
INFO:lightwood-2346:Loss @ epoch 2652: 0.02349601872265339
INFO:lightwood-2346:Loss @ epoch 2653: 0.02347840927541256
INFO:lightwood-2346:Loss @ epoch 2654: 0.023481715470552444
INFO:lightwood-2346:Loss @ epoch 2655: 0.023450646549463272
INFO:lightwood-2346:Loss @ epoch 2656: 0.023463552817702293
INFO:lightwood-2346:Loss @ epoch 2657: 0.023434052243828773
INFO:lightwood-2346:Loss @ epoch 2658: 0.023444736376404762
INFO:lightwood-2346:Loss @ epoch 2659: 0.023400358855724335
INFO:lightwood-2346:Loss @ epoch 2660: 0.023425044491887093
DEBUG:lightwood-2346: `fit_mixer` runtime: 13.95 seconds
INFO:dataprep_ml-2346:Ensembling the mixer
INFO:lightwood-2346:Mixer: Neural got accuracy: 0.599
INFO:lightwood-2346:Picked best mixer: Neural
DEBUG:lightwood-2346: `fit` runtime: 14.03 seconds
INFO:dataprep_ml-2346:[Learn phase 7/8] - Ensemble analysis
INFO:dataprep_ml-2346:Analyzing the ensemble of mixers
INFO:lightwood-2346:The block ICP is now running its analyze() method
INFO:lightwood-2346:The block ConfStats is now running its analyze() method
INFO:lightwood-2346:The block AccStats is now running its analyze() method
INFO:lightwood-2346:The block PermutationFeatureImportance is now running its analyze() method
INFO:lightwood-2346:[PFI] Using a random sample (1000 rows out of 10).
INFO:lightwood-2346:[PFI] Set to consider first 10 columns out of 9: ['id', 'cement', 'slag', 'flyAsh', 'water', 'superPlasticizer', 'coarseAggregate', 'fineAggregate', 'age'].
DEBUG:lightwood-2346: `analyze_ensemble` runtime: 0.89 seconds
INFO:dataprep_ml-2346:[Learn phase 8/8] - Adjustment on validation requested
INFO:dataprep_ml-2346:Updating the mixers
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/torch/cuda/amp/grad_scaler.py:120: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.
  warnings.warn("torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.")
INFO:lightwood-2346:Loss @ epoch 1: 0.016913709851602714
INFO:lightwood-2346:Loss @ epoch 2: 0.019499889264504116
INFO:lightwood-2346:Loss @ epoch 3: 0.0178349781781435
INFO:lightwood-2346:Loss @ epoch 4: 0.016516894412537415
INFO:lightwood-2346:Loss @ epoch 5: 0.01519142541413506
INFO:lightwood-2346:Loss @ epoch 6: 0.014839292348672947
INFO:lightwood-2346:Loss @ epoch 7: 0.018317764314512413
DEBUG:lightwood-2346: `adjust` runtime: 0.76 seconds
DEBUG:lightwood-2346: `learn` runtime: 15.73 seconds

# Train and get predictions for the held out test set
predictions = predictor.predict(test_df)
predictions

INFO:dataprep_ml-2346:[Predict phase 1/4] - Data preprocessing
INFO:dataprep_ml-2346:Cleaning the data
DEBUG:lightwood-2346: `preprocess` runtime: 0.01 seconds
INFO:dataprep_ml-2346:[Predict phase 2/4] - Feature generation
INFO:dataprep_ml-2346:Featurizing the data
DEBUG:lightwood-2346: `featurize` runtime: 0.0 seconds
INFO:dataprep_ml-2346:[Predict phase 3/4] - Calling ensemble
INFO:dataprep_ml-2346:[Predict phase 4/4] - Analyzing output
INFO:lightwood-2346:The block ICP is now running its explain() method
INFO:lightwood-2346:The block ConfStats is now running its explain() method
INFO:lightwood-2346:ConfStats.explain() has not been implemented, no modifications will be done to the data insights.
INFO:lightwood-2346:The block AccStats is now running its explain() method
INFO:lightwood-2346:AccStats.explain() has not been implemented, no modifications will be done to the data insights.
INFO:lightwood-2346:The block PermutationFeatureImportance is now running its explain() method
INFO:lightwood-2346:PermutationFeatureImportance.explain() has not been implemented, no modifications will be done to the data insights.
DEBUG:lightwood-2346: `predict` runtime: 1.5 seconds

	original_index	prediction	confidence	lower	upper
0	0	56.262271	0.9991	20.907215	91.617328
1	1	35.341648	0.9991	0.000000	70.696705
2	2	13.435513	0.9991	0.000000	48.790570
3	3	4.616026	0.9991	0.000000	39.971082
4	4	40.960106	0.9991	5.605050	76.315162
...	...	...	...	...	...
201	201	47.393249	0.9991	12.038193	82.748306
202	202	38.991046	0.9991	3.635989	74.346102
203	203	33.542719	0.9991	0.000000	68.897775
204	204	22.907129	0.9991	0.000000	58.262186
205	205	34.788323	0.9991	0.000000	70.143380

206 rows × 5 columns

Updating the predictor

For this, we have two options:

BaseMixer.partial_fit()

Updates a single mixer. You need to pass the new data wrapped in EncodedDs objects.

Arguments: * train_data: EncodedDs * dev_data: EncodedDs * adjust_args: Optional[dict] - This will contain any arguments needed by the mixer to adjust new data.

If the mixer does not need a dev_data partition, pass a dummy:

dev_data = EncodedDs(predictor.encoders, pd.DataFrame(), predictor.target)

PredictorInterface.adjust()

Updates all mixers inside the predictor by calling their respective partial_fit() methods. Any adjust_args will be transparently passed as well.

Arguments:

• new_data: pd.DataFrame

• old_data: Optional[pd.DataFrame]

• adjust_args: Optional[dict]

Let’s adjust our predictor:

predictor.adjust(update_df, train_df)  # data to adjust and original data

INFO:dataprep_ml-2346:Cleaning the data
DEBUG:lightwood-2346: `preprocess` runtime: 0.02 seconds
INFO:dataprep_ml-2346:Cleaning the data
DEBUG:lightwood-2346: `preprocess` runtime: 0.01 seconds
INFO:dataprep_ml-2346:Updating the mixers
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/torch/cuda/amp/grad_scaler.py:120: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.
  warnings.warn("torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.")
INFO:lightwood-2346:Loss @ epoch 1: 0.020032310237487156
DEBUG:lightwood-2346: `adjust` runtime: 4.28 seconds

new_predictions = predictor.predict(test_df)
new_predictions

INFO:dataprep_ml-2346:[Predict phase 1/4] - Data preprocessing
INFO:dataprep_ml-2346:Cleaning the data
DEBUG:lightwood-2346: `preprocess` runtime: 0.01 seconds
INFO:dataprep_ml-2346:[Predict phase 2/4] - Feature generation
INFO:dataprep_ml-2346:Featurizing the data
DEBUG:lightwood-2346: `featurize` runtime: 0.0 seconds
INFO:dataprep_ml-2346:[Predict phase 3/4] - Calling ensemble
INFO:dataprep_ml-2346:[Predict phase 4/4] - Analyzing output
INFO:lightwood-2346:The block ICP is now running its explain() method
INFO:lightwood-2346:The block ConfStats is now running its explain() method
INFO:lightwood-2346:ConfStats.explain() has not been implemented, no modifications will be done to the data insights.
INFO:lightwood-2346:The block AccStats is now running its explain() method
INFO:lightwood-2346:AccStats.explain() has not been implemented, no modifications will be done to the data insights.
INFO:lightwood-2346:The block PermutationFeatureImportance is now running its explain() method
INFO:lightwood-2346:PermutationFeatureImportance.explain() has not been implemented, no modifications will be done to the data insights.
DEBUG:lightwood-2346: `predict` runtime: 1.5 seconds

	original_index	prediction	confidence	lower	upper
0	0	56.541178	0.9991	21.186122	91.896234
1	1	35.930675	0.9991	0.575619	71.285732
2	2	13.993920	0.9991	0.000000	49.348977
3	3	5.175273	0.9991	0.000000	40.530330
4	4	41.511627	0.9991	6.156571	76.866683
...	...	...	...	...	...
201	201	47.668850	0.9991	12.313794	83.023907
202	202	38.891562	0.9991	3.536506	74.246619
203	203	34.096059	0.9991	0.000000	69.451115
204	204	22.759448	0.9991	0.000000	58.114505
205	205	34.716794	0.9991	0.000000	70.071850

206 rows × 5 columns

Nice! Our predictor was updated, and new predictions are looking good. Let’s compare the old and new accuracies to complete the experiment:

from sklearn.metrics import r2_score
import numpy as np

old_acc = r2_score(test_df['concrete_strength'], predictions['prediction'])
new_acc = r2_score(test_df['concrete_strength'], new_predictions['prediction'])

print(f'Old Accuracy: {round(old_acc, 3)}\nNew Accuracy: {round(new_acc, 3)}')

Old Accuracy: 0.784
New Accuracy: 0.783

Conclusion

We have gone through a simple example of how Lightwood predictors can leverage newly acquired data to improve their predictions. The interface for doing so is fairly simple, requiring only some new data and a single call to update.

You can further customize the logic for updating your mixers by modifying the partial_fit() methods in them.