Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Customizable early stopping tolerance #4982

Closed
kryptonite0 opened this issue Oct 24, 2019 · 13 comments · Fixed by #6942
Closed

Customizable early stopping tolerance #4982

kryptonite0 opened this issue Oct 24, 2019 · 13 comments · Fixed by #6942
Assignees
@trivialfis
Labels
feature-request

Comments

@kryptonite0
Copy link

I have a situation where the default numerical tolerance (0.001) for early stopping is too large. My target has a gamma distribution and the XGB Regressor reaches convergence too early, when the numerous low target values are well approximated by the model, but the few large values are still underestimated. When I deactivate early stopping, I can see the loss metric still improving at the 4th or more decimal digit, past the best iteration reached during early stopping. It would be great to be able to set manually the tolerance.
@hcho3
Copy link
Collaborator

hcho3 commented Oct 24, 2019 •
edited
Loading

Can you adjust early_stopping_rounds? Early stopping will only kick in when the loss metric fails to improve over the last early_stopping_rounds iterations. Try setting a large value for early_stopping_rounds.

@kryptonite0
Copy link
Author

early_stopping_rounds has no effect on the numerical tolerance, or am I wrong?

@hcho3
Copy link
Collaborator

hcho3 commented Oct 24, 2019

No, I'm asking whether your aim is better met with early_stopping_rounds. Not sure if changing numerical tolerance is necessary.

@kryptonite0
Copy link
Author

Sorry, I don't understand how you are suggesting to use an adjustment of early stopping rounds to achieve a smaller numerical tolerance on convergence. Can you make an example?

@hcho3
Copy link
Collaborator

hcho3 commented Oct 25, 2019

@kryptonite0 Actually, let us ask this question first: can you point me where the numerical tolerance is defined? I don't see it in the code:

xgboost/python-package/xgboost/callback.py

Lines 231 to 249 in 96cd7ec

if (maximize_score and score > best_score) or \
(not maximize_score and score < best_score):
msg = '[%d]\t%s' % (
env.iteration,
'\t'.join([_fmt_metric(x) for x in env.evaluation_result_list]))
state['best_msg'] = msg
state['best_score'] = score
state['best_iteration'] = env.iteration
# save the property to attributes, so they will occur in checkpoint.
if env.model is not None:
env.model.set_attr(best_score=str(state['best_score']),
best_iteration=str(state['best_iteration']),
best_msg=state['best_msg'])
elif env.iteration - best_iteration >= stopping_rounds:
best_msg = state['best_msg']
if verbose and env.rank == 0:
msg = "Stopping. Best iteration:\n{}\n\n"
rabit.tracker_print(msg.format(best_msg))
raise EarlyStopException(best_iteration)

@hcho3
Copy link
Collaborator

hcho3 commented Oct 25, 2019

@kryptonite0 Potential cause: #4665 (comment)

@kryptonite0
Copy link
Author

kryptonite0 commented Oct 25, 2019 •
edited
Loading

I was hoping you could find that out for me, I couldn't see it either in the code. But, since the tolerance is implemented and configurable in sklearn.ensemble.GradientBoostingRegressor or in the H2OXGBoostEstimator of the h2o library, I assumed there was something similar in XGB as well. Apologies if I'm wrong, I'll have a better look at the source and let you know. From what I've seen in the verbose output, it looked like the tolerance was 0.001.

@kryptonite0 kryptonite0 changed the title Feature Request: cuustomizable early stopping tolerance Feature Request: customizable early stopping tolerance Oct 25, 2019
@hcho3
Copy link
Collaborator

hcho3 commented Oct 25, 2019

@kryptonite0

From what I've seen in the verbose output, it looked like the tolerance was 0.001.

Can you post a reproducible example?

@StrikerRUS StrikerRUS mentioned this issue Oct 25, 2019
Closed
@kryptonite0
Copy link
Author

kryptonite0 commented Oct 28, 2019 •
edited
Loading

A reproducible example is a bit tricky here, as I cannot share the data I am using and I would need to find a dummy dataset with the same behavior. Maybe you can have a look at the output log of the regressor? Here I'm using {'objective' : 'reg:squarederror', 'n_estimators' : 10000, 'early_stopping_rounds' : 200} and a fixed random seed. The algo finds the best iteration at 6096 with validation_1-rmse = 128.807. But iteration 6128 has the same metric value (128.807). Then, if I use 1000 early_stopping_rounds, I can see the same number 128.807 appears at iteration 6128, but it reappears also at iteration 6310, which is less than 200 rounds later, and eventually finds a minimum of 128.800 at iteration 6609. Hence my suspect about the numerical tolerance.

Below the log of the case with 200 stopping rounds:

[6084] validation_0-mae:72.8091 validation_0-rmse:133.387 validation_1-mae:70.4796 validation_1-rmse:128.809
[6085] validation_0-mae:72.8083 validation_0-rmse:133.386 validation_1-mae:70.4796 validation_1-rmse:128.809
[6086] validation_0-mae:72.8071 validation_0-rmse:133.384 validation_1-mae:70.4784 validation_1-rmse:128.808
[6087] validation_0-mae:72.8068 validation_0-rmse:133.384 validation_1-mae:70.4783 validation_1-rmse:128.808
[6088] validation_0-mae:72.8062 validation_0-rmse:133.383 validation_1-mae:70.4787 validation_1-rmse:128.808
[6089] validation_0-mae:72.8053 validation_0-rmse:133.381 validation_1-mae:70.479 validation_1-rmse:128.809
[6090] validation_0-mae:72.8036 validation_0-rmse:133.377 validation_1-mae:70.4793 validation_1-rmse:128.81
[6091] validation_0-mae:72.8023 validation_0-rmse:133.375 validation_1-mae:70.4781 validation_1-rmse:128.809
[6092] validation_0-mae:72.8014 validation_0-rmse:133.374 validation_1-mae:70.4778 validation_1-rmse:128.809
[6093] validation_0-mae:72.8004 validation_0-rmse:133.373 validation_1-mae:70.4775 validation_1-rmse:128.808
[6094] validation_0-mae:72.8001 validation_0-rmse:133.372 validation_1-mae:70.4774 validation_1-rmse:128.808
[6095] validation_0-mae:72.7992 validation_0-rmse:133.372 validation_1-mae:70.477 validation_1-rmse:128.808
[6096] validation_0-mae:72.7978 validation_0-rmse:133.371 validation_1-mae:70.4758 validation_1-rmse:128.807
[6097] validation_0-mae:72.797 validation_0-rmse:133.37 validation_1-mae:70.4761 validation_1-rmse:128.808
[6098] validation_0-mae:72.7961 validation_0-rmse:133.368 validation_1-mae:70.4762 validation_1-rmse:128.808
[6099] validation_0-mae:72.7945 validation_0-rmse:133.367 validation_1-mae:70.4756 validation_1-rmse:128.809
[6100] validation_0-mae:72.7937 validation_0-rmse:133.365 validation_1-mae:70.4759 validation_1-rmse:128.809
[6101] validation_0-mae:72.7931 validation_0-rmse:133.364 validation_1-mae:70.4763 validation_1-rmse:128.809
[6102] validation_0-mae:72.7928 validation_0-rmse:133.364 validation_1-mae:70.4762 validation_1-rmse:128.809
[6103] validation_0-mae:72.7912 validation_0-rmse:133.362 validation_1-mae:70.4757 validation_1-rmse:128.81
[6104] validation_0-mae:72.7903 validation_0-rmse:133.361 validation_1-mae:70.4752 validation_1-rmse:128.809
[6105] validation_0-mae:72.7891 validation_0-rmse:133.36 validation_1-mae:70.475 validation_1-rmse:128.809
[6106] validation_0-mae:72.7883 validation_0-rmse:133.359 validation_1-mae:70.4753 validation_1-rmse:128.81
[6107] validation_0-mae:72.7874 validation_0-rmse:133.357 validation_1-mae:70.4751 validation_1-rmse:128.809
[6108] validation_0-mae:72.7862 validation_0-rmse:133.356 validation_1-mae:70.4739 validation_1-rmse:128.808
[6109] validation_0-mae:72.7854 validation_0-rmse:133.354 validation_1-mae:70.4742 validation_1-rmse:128.809
[6110] validation_0-mae:72.784 validation_0-rmse:133.353 validation_1-mae:70.473 validation_1-rmse:128.807
[6111] validation_0-mae:72.7832 validation_0-rmse:133.352 validation_1-mae:70.4731 validation_1-rmse:128.808
[6112] validation_0-mae:72.7826 validation_0-rmse:133.351 validation_1-mae:70.4735 validation_1-rmse:128.808
[6113] validation_0-mae:72.7823 validation_0-rmse:133.351 validation_1-mae:70.474 validation_1-rmse:128.809
[6114] validation_0-mae:72.7814 validation_0-rmse:133.349 validation_1-mae:70.4737 validation_1-rmse:128.809
[6115] validation_0-mae:72.781 validation_0-rmse:133.349 validation_1-mae:70.4736 validation_1-rmse:128.809
[6116] validation_0-mae:72.7802 validation_0-rmse:133.348 validation_1-mae:70.4737 validation_1-rmse:128.809
[6117] validation_0-mae:72.7791 validation_0-rmse:133.347 validation_1-mae:70.4735 validation_1-rmse:128.809
[6118] validation_0-mae:72.7779 validation_0-rmse:133.345 validation_1-mae:70.4723 validation_1-rmse:128.807
[6119] validation_0-mae:72.777 validation_0-rmse:133.344 validation_1-mae:70.4722 validation_1-rmse:128.808
[6120] validation_0-mae:72.7764 validation_0-rmse:133.343 validation_1-mae:70.4726 validation_1-rmse:128.808
[6121] validation_0-mae:72.7755 validation_0-rmse:133.342 validation_1-mae:70.4726 validation_1-rmse:128.808
[6122] validation_0-mae:72.7744 validation_0-rmse:133.341 validation_1-mae:70.4725 validation_1-rmse:128.808
[6123] validation_0-mae:72.7741 validation_0-rmse:133.341 validation_1-mae:70.473 validation_1-rmse:128.809
[6124] validation_0-mae:72.7732 validation_0-rmse:133.339 validation_1-mae:70.4727 validation_1-rmse:128.809
[6125] validation_0-mae:72.7723 validation_0-rmse:133.338 validation_1-mae:70.4725 validation_1-rmse:128.808
[6126] validation_0-mae:72.7709 validation_0-rmse:133.337 validation_1-mae:70.4714 validation_1-rmse:128.807
[6127] validation_0-mae:72.7701 validation_0-rmse:133.336 validation_1-mae:70.4714 validation_1-rmse:128.808
[6128] validation_0-mae:72.7692 validation_0-rmse:133.335 validation_1-mae:70.4711 validation_1-rmse:128.807
[6129] validation_0-mae:72.7684 validation_0-rmse:133.334 validation_1-mae:70.4714 validation_1-rmse:128.808
[6130] validation_0-mae:72.7681 validation_0-rmse:133.333 validation_1-mae:70.4719 validation_1-rmse:128.809
[6131] validation_0-mae:72.7677 validation_0-rmse:133.333 validation_1-mae:70.4718 validation_1-rmse:128.809
[6132] validation_0-mae:72.766 validation_0-rmse:133.329 validation_1-mae:70.4722 validation_1-rmse:128.811
[6133] validation_0-mae:72.7651 validation_0-rmse:133.327 validation_1-mae:70.4719 validation_1-rmse:128.811
[6134] validation_0-mae:72.7639 validation_0-rmse:133.325 validation_1-mae:70.4707 validation_1-rmse:128.809
[6135] validation_0-mae:72.7631 validation_0-rmse:133.324 validation_1-mae:70.4708 validation_1-rmse:128.81
[6136] validation_0-mae:72.7625 validation_0-rmse:133.323 validation_1-mae:70.4712 validation_1-rmse:128.81
[6137] validation_0-mae:72.7622 validation_0-rmse:133.323 validation_1-mae:70.4711 validation_1-rmse:128.81
[6138] validation_0-mae:72.7606 validation_0-rmse:133.321 validation_1-mae:70.4706 validation_1-rmse:128.81
[6139] validation_0-mae:72.7598 validation_0-rmse:133.32 validation_1-mae:70.4708 validation_1-rmse:128.811
[6140] validation_0-mae:72.7584 validation_0-rmse:133.319 validation_1-mae:70.4697 validation_1-rmse:128.809
[6141] validation_0-mae:72.7576 validation_0-rmse:133.318 validation_1-mae:70.4697 validation_1-rmse:128.81
[6142] validation_0-mae:72.7567 validation_0-rmse:133.316 validation_1-mae:70.4694 validation_1-rmse:128.81
[6143] validation_0-mae:72.7561 validation_0-rmse:133.316 validation_1-mae:70.4699 validation_1-rmse:128.81
[6144] validation_0-mae:72.7549 validation_0-rmse:133.314 validation_1-mae:70.4687 validation_1-rmse:128.808
[6145] validation_0-mae:72.7541 validation_0-rmse:133.313 validation_1-mae:70.469 validation_1-rmse:128.809
[6146] validation_0-mae:72.7538 validation_0-rmse:133.312 validation_1-mae:70.4689 validation_1-rmse:128.809
[6147] validation_0-mae:72.7522 validation_0-rmse:133.311 validation_1-mae:70.4684 validation_1-rmse:128.809
[6148] validation_0-mae:72.7514 validation_0-rmse:133.309 validation_1-mae:70.4685 validation_1-rmse:128.81
[6149] validation_0-mae:72.7503 validation_0-rmse:133.309 validation_1-mae:70.4683 validation_1-rmse:128.81
[6150] validation_0-mae:72.7494 validation_0-rmse:133.307 validation_1-mae:70.468 validation_1-rmse:128.81
[6151] validation_0-mae:72.7488 validation_0-rmse:133.306 validation_1-mae:70.4684 validation_1-rmse:128.81
[6152] validation_0-mae:72.7472 validation_0-rmse:133.305 validation_1-mae:70.4679 validation_1-rmse:128.81
[6153] validation_0-mae:72.7464 validation_0-rmse:133.303 validation_1-mae:70.468 validation_1-rmse:128.811
[6154] validation_0-mae:72.745 validation_0-rmse:133.303 validation_1-mae:70.4668 validation_1-rmse:128.809
[6155] validation_0-mae:72.7442 validation_0-rmse:133.301 validation_1-mae:70.4671 validation_1-rmse:128.81
[6156] validation_0-mae:72.7431 validation_0-rmse:133.3 validation_1-mae:70.466 validation_1-rmse:128.809
[6157] validation_0-mae:72.7421 validation_0-rmse:133.298 validation_1-mae:70.4659 validation_1-rmse:128.809
[6158] validation_0-mae:72.7413 validation_0-rmse:133.297 validation_1-mae:70.4653 validation_1-rmse:128.808
[6159] validation_0-mae:72.7409 validation_0-rmse:133.297 validation_1-mae:70.4652 validation_1-rmse:128.808
[6160] validation_0-mae:72.7404 validation_0-rmse:133.296 validation_1-mae:70.4657 validation_1-rmse:128.808
[6161] validation_0-mae:72.7392 validation_0-rmse:133.295 validation_1-mae:70.4655 validation_1-rmse:128.808
[6162] validation_0-mae:72.7375 validation_0-rmse:133.291 validation_1-mae:70.4659 validation_1-rmse:128.81
[6163] validation_0-mae:72.7367 validation_0-rmse:133.29 validation_1-mae:70.4662 validation_1-rmse:128.811
[6164] validation_0-mae:72.7351 validation_0-rmse:133.288 validation_1-mae:70.4657 validation_1-rmse:128.811
[6165] validation_0-mae:72.7342 validation_0-rmse:133.287 validation_1-mae:70.4651 validation_1-rmse:128.811
[6166] validation_0-mae:72.7339 validation_0-rmse:133.286 validation_1-mae:70.465 validation_1-rmse:128.811
[6167] validation_0-mae:72.7333 validation_0-rmse:133.286 validation_1-mae:70.4654 validation_1-rmse:128.811
[6168] validation_0-mae:72.7318 validation_0-rmse:133.284 validation_1-mae:70.4649 validation_1-rmse:128.811
[6169] validation_0-mae:72.7309 validation_0-rmse:133.283 validation_1-mae:70.4652 validation_1-rmse:128.812
[6170] validation_0-mae:72.7301 validation_0-rmse:133.281 validation_1-mae:70.4653 validation_1-rmse:128.812
[6171] validation_0-mae:72.729 validation_0-rmse:133.28 validation_1-mae:70.4642 validation_1-rmse:128.811
[6172] validation_0-mae:72.7281 validation_0-rmse:133.278 validation_1-mae:70.4639 validation_1-rmse:128.811
[6173] validation_0-mae:72.7268 validation_0-rmse:133.277 validation_1-mae:70.4627 validation_1-rmse:128.809
[6174] validation_0-mae:72.726 validation_0-rmse:133.276 validation_1-mae:70.463 validation_1-rmse:128.81
[6175] validation_0-mae:72.7254 validation_0-rmse:133.275 validation_1-mae:70.4634 validation_1-rmse:128.81
[6176] validation_0-mae:72.7246 validation_0-rmse:133.274 validation_1-mae:70.4635 validation_1-rmse:128.811
[6177] validation_0-mae:72.7231 validation_0-rmse:133.272 validation_1-mae:70.4631 validation_1-rmse:128.811
[6178] validation_0-mae:72.7228 validation_0-rmse:133.272 validation_1-mae:70.4631 validation_1-rmse:128.811
[6179] validation_0-mae:72.7217 validation_0-rmse:133.271 validation_1-mae:70.4629 validation_1-rmse:128.811
[6180] validation_0-mae:72.7208 validation_0-rmse:133.27 validation_1-mae:70.4626 validation_1-rmse:128.811
[6181] validation_0-mae:72.7193 validation_0-rmse:133.268 validation_1-mae:70.4623 validation_1-rmse:128.811
[6182] validation_0-mae:72.7185 validation_0-rmse:133.267 validation_1-mae:70.4623 validation_1-rmse:128.812
[6183] validation_0-mae:72.7175 validation_0-rmse:133.266 validation_1-mae:70.4619 validation_1-rmse:128.811
[6184] validation_0-mae:72.7167 validation_0-rmse:133.264 validation_1-mae:70.4622 validation_1-rmse:128.812
[6185] validation_0-mae:72.7161 validation_0-rmse:133.264 validation_1-mae:70.4626 validation_1-rmse:128.812
[6186] validation_0-mae:72.715 validation_0-rmse:133.262 validation_1-mae:70.4615 validation_1-rmse:128.811
[6187] validation_0-mae:72.7142 validation_0-rmse:133.261 validation_1-mae:70.4616 validation_1-rmse:128.811
[6188] validation_0-mae:72.7139 validation_0-rmse:133.26 validation_1-mae:70.4615 validation_1-rmse:128.811
[6189] validation_0-mae:72.7128 validation_0-rmse:133.259 validation_1-mae:70.4603 validation_1-rmse:128.81
[6190] validation_0-mae:72.7119 validation_0-rmse:133.257 validation_1-mae:70.4602 validation_1-rmse:128.81
[6191] validation_0-mae:72.7105 validation_0-rmse:133.257 validation_1-mae:70.4591 validation_1-rmse:128.809
[6192] validation_0-mae:72.7097 validation_0-rmse:133.255 validation_1-mae:70.4594 validation_1-rmse:128.81
[6193] validation_0-mae:72.7092 validation_0-rmse:133.254 validation_1-mae:70.4598 validation_1-rmse:128.81
[6194] validation_0-mae:72.7083 validation_0-rmse:133.253 validation_1-mae:70.4593 validation_1-rmse:128.809
[6195] validation_0-mae:72.708 validation_0-rmse:133.253 validation_1-mae:70.4592 validation_1-rmse:128.809
[6196] validation_0-mae:72.7065 validation_0-rmse:133.251 validation_1-mae:70.4589 validation_1-rmse:128.81
[6197] validation_0-mae:72.7057 validation_0-rmse:133.25 validation_1-mae:70.4592 validation_1-rmse:128.81
[6198] validation_0-mae:72.7044 validation_0-rmse:133.249 validation_1-mae:70.458 validation_1-rmse:128.809
[6199] validation_0-mae:72.7036 validation_0-rmse:133.248 validation_1-mae:70.458 validation_1-rmse:128.81
[6200] validation_0-mae:72.703 validation_0-rmse:133.247 validation_1-mae:70.4585 validation_1-rmse:128.81
[6201] validation_0-mae:72.7022 validation_0-rmse:133.246 validation_1-mae:70.4588 validation_1-rmse:128.811
[6202] validation_0-mae:72.7008 validation_0-rmse:133.244 validation_1-mae:70.4584 validation_1-rmse:128.811
[6203] validation_0-mae:72.6999 validation_0-rmse:133.243 validation_1-mae:70.4579 validation_1-rmse:128.811
[6204] validation_0-mae:72.6988 validation_0-rmse:133.242 validation_1-mae:70.4578 validation_1-rmse:128.811
[6205] validation_0-mae:72.698 validation_0-rmse:133.241 validation_1-mae:70.4581 validation_1-rmse:128.811
[6206] validation_0-mae:72.6965 validation_0-rmse:133.239 validation_1-mae:70.4577 validation_1-rmse:128.812
[6207] validation_0-mae:72.6962 validation_0-rmse:133.239 validation_1-mae:70.4576 validation_1-rmse:128.812
[6208] validation_0-mae:72.6957 validation_0-rmse:133.238 validation_1-mae:70.4581 validation_1-rmse:128.812
[6209] validation_0-mae:72.6948 validation_0-rmse:133.237 validation_1-mae:70.4576 validation_1-rmse:128.811
[6210] validation_0-mae:72.6937 validation_0-rmse:133.235 validation_1-mae:70.4564 validation_1-rmse:128.81
[6211] validation_0-mae:72.692 validation_0-rmse:133.231 validation_1-mae:70.4568 validation_1-rmse:128.812
[6212] validation_0-mae:72.6912 validation_0-rmse:133.23 validation_1-mae:70.4571 validation_1-rmse:128.813
[6213] validation_0-mae:72.6909 validation_0-rmse:133.229 validation_1-mae:70.457 validation_1-rmse:128.812
[6214] validation_0-mae:72.6894 validation_0-rmse:133.228 validation_1-mae:70.4566 validation_1-rmse:128.813
[6215] validation_0-mae:72.6887 validation_0-rmse:133.226 validation_1-mae:70.457 validation_1-rmse:128.814
[6216] validation_0-mae:72.6881 validation_0-rmse:133.226 validation_1-mae:70.4574 validation_1-rmse:128.814
[6217] validation_0-mae:72.6869 validation_0-rmse:133.225 validation_1-mae:70.4564 validation_1-rmse:128.813
[6218] validation_0-mae:72.6861 validation_0-rmse:133.224 validation_1-mae:70.4559 validation_1-rmse:128.812
[6219] validation_0-mae:72.6853 validation_0-rmse:133.222 validation_1-mae:70.4562 validation_1-rmse:128.813
[6220] validation_0-mae:72.6842 validation_0-rmse:133.221 validation_1-mae:70.4551 validation_1-rmse:128.812
[6221] validation_0-mae:72.6834 validation_0-rmse:133.219 validation_1-mae:70.4551 validation_1-rmse:128.812
[6222] validation_0-mae:72.6823 validation_0-rmse:133.219 validation_1-mae:70.455 validation_1-rmse:128.812
[6223] validation_0-mae:72.6808 validation_0-rmse:133.217 validation_1-mae:70.4547 validation_1-rmse:128.813
[6224] validation_0-mae:72.68 validation_0-rmse:133.216 validation_1-mae:70.4544 validation_1-rmse:128.812
[6225] validation_0-mae:72.6794 validation_0-rmse:133.215 validation_1-mae:70.4548 validation_1-rmse:128.813
[6226] validation_0-mae:72.6791 validation_0-rmse:133.215 validation_1-mae:70.4547 validation_1-rmse:128.813
[6227] validation_0-mae:72.6776 validation_0-rmse:133.213 validation_1-mae:70.4542 validation_1-rmse:128.813
[6228] validation_0-mae:72.6768 validation_0-rmse:133.211 validation_1-mae:70.4546 validation_1-rmse:128.814
[6229] validation_0-mae:72.676 validation_0-rmse:133.21 validation_1-mae:70.4546 validation_1-rmse:128.814
[6230] validation_0-mae:72.6748 validation_0-rmse:133.21 validation_1-mae:70.4537 validation_1-rmse:128.813
[6231] validation_0-mae:72.674 validation_0-rmse:133.208 validation_1-mae:70.4534 validation_1-rmse:128.813
[6232] validation_0-mae:72.6729 validation_0-rmse:133.207 validation_1-mae:70.4523 validation_1-rmse:128.812
[6233] validation_0-mae:72.6721 validation_0-rmse:133.205 validation_1-mae:70.4523 validation_1-rmse:128.812
[6234] validation_0-mae:72.6716 validation_0-rmse:133.205 validation_1-mae:70.4528 validation_1-rmse:128.812
[6235] validation_0-mae:72.6705 validation_0-rmse:133.204 validation_1-mae:70.4526 validation_1-rmse:128.812
[6236] validation_0-mae:72.6696 validation_0-rmse:133.203 validation_1-mae:70.4526 validation_1-rmse:128.812
[6237] validation_0-mae:72.6688 validation_0-rmse:133.201 validation_1-mae:70.4526 validation_1-rmse:128.813
[6238] validation_0-mae:72.6685 validation_0-rmse:133.201 validation_1-mae:70.4526 validation_1-rmse:128.813
[6239] validation_0-mae:72.6671 validation_0-rmse:133.199 validation_1-mae:70.4522 validation_1-rmse:128.813
[6240] validation_0-mae:72.6662 validation_0-rmse:133.198 validation_1-mae:70.4518 validation_1-rmse:128.813
[6241] validation_0-mae:72.6656 validation_0-rmse:133.197 validation_1-mae:70.4522 validation_1-rmse:128.813
[6242] validation_0-mae:72.6639 validation_0-rmse:133.193 validation_1-mae:70.4526 validation_1-rmse:128.815
[6243] validation_0-mae:72.6624 validation_0-rmse:133.191 validation_1-mae:70.4522 validation_1-rmse:128.815
[6244] validation_0-mae:72.6617 validation_0-rmse:133.19 validation_1-mae:70.4523 validation_1-rmse:128.816
[6245] validation_0-mae:72.6608 validation_0-rmse:133.189 validation_1-mae:70.452 validation_1-rmse:128.816
[6246] validation_0-mae:72.6605 validation_0-rmse:133.189 validation_1-mae:70.4519 validation_1-rmse:128.816
[6247] validation_0-mae:72.6594 validation_0-rmse:133.187 validation_1-mae:70.4508 validation_1-rmse:128.814
[6248] validation_0-mae:72.6583 validation_0-rmse:133.186 validation_1-mae:70.4499 validation_1-rmse:128.813
[6249] validation_0-mae:72.6574 validation_0-rmse:133.185 validation_1-mae:70.45 validation_1-rmse:128.814
[6250] validation_0-mae:72.6567 validation_0-rmse:133.184 validation_1-mae:70.4501 validation_1-rmse:128.814
[6251] validation_0-mae:72.6554 validation_0-rmse:133.183 validation_1-mae:70.4491 validation_1-rmse:128.813
[6252] validation_0-mae:72.6547 validation_0-rmse:133.182 validation_1-mae:70.4495 validation_1-rmse:128.814
[6253] validation_0-mae:72.6532 validation_0-rmse:133.18 validation_1-mae:70.4491 validation_1-rmse:128.815
[6254] validation_0-mae:72.6524 validation_0-rmse:133.179 validation_1-mae:70.4487 validation_1-rmse:128.814
[6255] validation_0-mae:72.6513 validation_0-rmse:133.178 validation_1-mae:70.4485 validation_1-rmse:128.814
[6256] validation_0-mae:72.6502 validation_0-rmse:133.176 validation_1-mae:70.4474 validation_1-rmse:128.813
[6257] validation_0-mae:72.6494 validation_0-rmse:133.175 validation_1-mae:70.4476 validation_1-rmse:128.813
[6258] validation_0-mae:72.6485 validation_0-rmse:133.174 validation_1-mae:70.4474 validation_1-rmse:128.813
[6259] validation_0-mae:72.6478 validation_0-rmse:133.173 validation_1-mae:70.4474 validation_1-rmse:128.814
[6260] validation_0-mae:72.6465 validation_0-rmse:133.172 validation_1-mae:70.4464 validation_1-rmse:128.813
[6261] validation_0-mae:72.6462 validation_0-rmse:133.172 validation_1-mae:70.4464 validation_1-rmse:128.812
[6262] validation_0-mae:72.6454 validation_0-rmse:133.17 validation_1-mae:70.4465 validation_1-rmse:128.813
[6263] validation_0-mae:72.6441 validation_0-rmse:133.17 validation_1-mae:70.4455 validation_1-rmse:128.812
[6264] validation_0-mae:72.6433 validation_0-rmse:133.168 validation_1-mae:70.4452 validation_1-rmse:128.812
[6265] validation_0-mae:72.643 validation_0-rmse:133.168 validation_1-mae:70.4451 validation_1-rmse:128.812
[6266] validation_0-mae:72.6419 validation_0-rmse:133.167 validation_1-mae:70.445 validation_1-rmse:128.812
[6267] validation_0-mae:72.6411 validation_0-rmse:133.166 validation_1-mae:70.4453 validation_1-rmse:128.813
[6268] validation_0-mae:72.6397 validation_0-rmse:133.164 validation_1-mae:70.445 validation_1-rmse:128.813
[6269] validation_0-mae:72.6388 validation_0-rmse:133.163 validation_1-mae:70.4448 validation_1-rmse:128.813
[6270] validation_0-mae:72.638 validation_0-rmse:133.162 validation_1-mae:70.4443 validation_1-rmse:128.812
[6271] validation_0-mae:72.6367 validation_0-rmse:133.161 validation_1-mae:70.4433 validation_1-rmse:128.811
[6272] validation_0-mae:72.6359 validation_0-rmse:133.16 validation_1-mae:70.4435 validation_1-rmse:128.812
[6273] validation_0-mae:72.6351 validation_0-rmse:133.159 validation_1-mae:70.4433 validation_1-rmse:128.812
[6274] validation_0-mae:72.634 validation_0-rmse:133.158 validation_1-mae:70.4423 validation_1-rmse:128.811
[6275] validation_0-mae:72.6332 validation_0-rmse:133.157 validation_1-mae:70.4427 validation_1-rmse:128.812
[6276] validation_0-mae:72.6321 validation_0-rmse:133.155 validation_1-mae:70.4416 validation_1-rmse:128.81
[6277] validation_0-mae:72.6314 validation_0-rmse:133.154 validation_1-mae:70.4414 validation_1-rmse:128.81
[6278] validation_0-mae:72.6301 validation_0-rmse:133.153 validation_1-mae:70.4404 validation_1-rmse:128.809
[6279] validation_0-mae:72.6293 validation_0-rmse:133.152 validation_1-mae:70.4406 validation_1-rmse:128.81
[6280] validation_0-mae:72.629 validation_0-rmse:133.152 validation_1-mae:70.4405 validation_1-rmse:128.81
[6281] validation_0-mae:72.6273 validation_0-rmse:133.147 validation_1-mae:70.4408 validation_1-rmse:128.812
[6282] validation_0-mae:72.6262 validation_0-rmse:133.146 validation_1-mae:70.4397 validation_1-rmse:128.81
[6283] validation_0-mae:72.6254 validation_0-rmse:133.145 validation_1-mae:70.4395 validation_1-rmse:128.81
[6284] validation_0-mae:72.6241 validation_0-rmse:133.144 validation_1-mae:70.4385 validation_1-rmse:128.809
[6285] validation_0-mae:72.6234 validation_0-rmse:133.143 validation_1-mae:70.4386 validation_1-rmse:128.81
[6286] validation_0-mae:72.6231 validation_0-rmse:133.142 validation_1-mae:70.4385 validation_1-rmse:128.81
[6287] validation_0-mae:72.6217 validation_0-rmse:133.141 validation_1-mae:70.4382 validation_1-rmse:128.81
[6288] validation_0-mae:72.6209 validation_0-rmse:133.139 validation_1-mae:70.4382 validation_1-rmse:128.81
[6289] validation_0-mae:72.6197 validation_0-rmse:133.139 validation_1-mae:70.4372 validation_1-rmse:128.809
[6290] validation_0-mae:72.6189 validation_0-rmse:133.137 validation_1-mae:70.4373 validation_1-rmse:128.81
[6291] validation_0-mae:72.6179 validation_0-rmse:133.136 validation_1-mae:70.4362 validation_1-rmse:128.808
[6292] validation_0-mae:72.6171 validation_0-rmse:133.135 validation_1-mae:70.4364 validation_1-rmse:128.809
[6293] validation_0-mae:72.6159 validation_0-rmse:133.134 validation_1-mae:70.4354 validation_1-rmse:128.808
[6294] validation_0-mae:72.6151 validation_0-rmse:133.132 validation_1-mae:70.4355 validation_1-rmse:128.808
[6295] validation_0-mae:72.6148 validation_0-rmse:133.132 validation_1-mae:70.4354 validation_1-rmse:128.808
[6296] validation_0-mae:72.6131 validation_0-rmse:133.128 validation_1-mae:70.4358 validation_1-rmse:128.81
Stopping. Best iteration:
[6096] validation_0-mae:72.7978 validation_0-rmse:133.371 validation_1-mae:70.4758 validation_1-rmse:128.807

and the log with 1000 stopping rounds:

[5728] validation_0-mae:73.1478 validation_0-rmse:133.798 validation_1-mae:70.5739 validation_1-rmse:128.862
[5729] validation_0-mae:73.1467 validation_0-rmse:133.797 validation_1-mae:70.5741 validation_1-rmse:128.862
[5730] validation_0-mae:73.1463 validation_0-rmse:133.796 validation_1-mae:70.5739 validation_1-rmse:128.862
[5731] validation_0-mae:73.1448 validation_0-rmse:133.795 validation_1-mae:70.5728 validation_1-rmse:128.861
[5732] validation_0-mae:73.1438 validation_0-rmse:133.794 validation_1-mae:70.5724 validation_1-rmse:128.861
[5733] validation_0-mae:73.1427 validation_0-rmse:133.792 validation_1-mae:70.5721 validation_1-rmse:128.861
[5734] validation_0-mae:73.1422 validation_0-rmse:133.792 validation_1-mae:70.5719 validation_1-rmse:128.861
[5735] validation_0-mae:73.1411 validation_0-rmse:133.79 validation_1-mae:70.572 validation_1-rmse:128.861
[5736] validation_0-mae:73.1396 validation_0-rmse:133.789 validation_1-mae:70.5709 validation_1-rmse:128.86
[5737] validation_0-mae:73.1384 validation_0-rmse:133.787 validation_1-mae:70.5702 validation_1-rmse:128.859
[5738] validation_0-mae:73.1376 validation_0-rmse:133.786 validation_1-mae:70.5706 validation_1-rmse:128.859
[5739] validation_0-mae:73.1365 validation_0-rmse:133.785 validation_1-mae:70.5707 validation_1-rmse:128.86
[5740] validation_0-mae:73.1361 validation_0-rmse:133.784 validation_1-mae:70.5706 validation_1-rmse:128.86
[5741] validation_0-mae:73.1349 validation_0-rmse:133.783 validation_1-mae:70.5703 validation_1-rmse:128.859
[5742] validation_0-mae:73.1339 validation_0-rmse:133.783 validation_1-mae:70.5699 validation_1-rmse:128.859
[5743] validation_0-mae:73.1328 validation_0-rmse:133.781 validation_1-mae:70.57 validation_1-rmse:128.86
[5744] validation_0-mae:73.1313 validation_0-rmse:133.779 validation_1-mae:70.5689 validation_1-rmse:128.858
[5745] validation_0-mae:73.1302 validation_0-rmse:133.778 validation_1-mae:70.5687 validation_1-rmse:128.859
[5746] validation_0-mae:73.1297 validation_0-rmse:133.777 validation_1-mae:70.5684 validation_1-rmse:128.858
[5747] validation_0-mae:73.1285 validation_0-rmse:133.777 validation_1-mae:70.5681 validation_1-rmse:128.858
[5748] validation_0-mae:73.1274 validation_0-rmse:133.775 validation_1-mae:70.5683 validation_1-rmse:128.859
[5749] validation_0-mae:73.1259 validation_0-rmse:133.773 validation_1-mae:70.5672 validation_1-rmse:128.857
[5750] validation_0-mae:73.1249 validation_0-rmse:133.772 validation_1-mae:70.5669 validation_1-rmse:128.858
[5751] validation_0-mae:73.1244 validation_0-rmse:133.772 validation_1-mae:70.5667 validation_1-rmse:128.857
[5752] validation_0-mae:73.1236 validation_0-rmse:133.771 validation_1-mae:70.5671 validation_1-rmse:128.857
[5753] validation_0-mae:73.1225 validation_0-rmse:133.769 validation_1-mae:70.5672 validation_1-rmse:128.858
[5754] validation_0-mae:73.1221 validation_0-rmse:133.768 validation_1-mae:70.5671 validation_1-rmse:128.858
[5755] validation_0-mae:73.1207 validation_0-rmse:133.767 validation_1-mae:70.5657 validation_1-rmse:128.856
[5756] validation_0-mae:73.1199 validation_0-rmse:133.766 validation_1-mae:70.5661 validation_1-rmse:128.856
[5757] validation_0-mae:73.1188 validation_0-rmse:133.764 validation_1-mae:70.5663 validation_1-rmse:128.857
[5758] validation_0-mae:73.1176 validation_0-rmse:133.763 validation_1-mae:70.566 validation_1-rmse:128.857
[5759] validation_0-mae:73.1164 validation_0-rmse:133.762 validation_1-mae:70.5653 validation_1-rmse:128.856
[5760] validation_0-mae:73.116 validation_0-rmse:133.761 validation_1-mae:70.5652 validation_1-rmse:128.856
[5761] validation_0-mae:73.1145 validation_0-rmse:133.76 validation_1-mae:70.564 validation_1-rmse:128.855
[5762] validation_0-mae:73.1134 validation_0-rmse:133.758 validation_1-mae:70.5642 validation_1-rmse:128.855
[5763] validation_0-mae:73.1124 validation_0-rmse:133.757 validation_1-mae:70.5638 validation_1-rmse:128.855
[5764] validation_0-mae:73.1119 validation_0-rmse:133.757 validation_1-mae:70.5635 validation_1-rmse:128.855
[5765] validation_0-mae:73.1109 validation_0-rmse:133.755 validation_1-mae:70.5633 validation_1-rmse:128.855
[5766] validation_0-mae:73.1094 validation_0-rmse:133.754 validation_1-mae:70.5622 validation_1-rmse:128.854
[5767] validation_0-mae:73.1083 validation_0-rmse:133.752 validation_1-mae:70.5624 validation_1-rmse:128.854
[5768] validation_0-mae:73.1076 validation_0-rmse:133.751 validation_1-mae:70.5628 validation_1-rmse:128.854
[5769] validation_0-mae:73.1072 validation_0-rmse:133.751 validation_1-mae:70.5626 validation_1-rmse:128.854
[5770] validation_0-mae:73.1057 validation_0-rmse:133.749 validation_1-mae:70.5613 validation_1-rmse:128.853
[5771] validation_0-mae:73.1047 validation_0-rmse:133.747 validation_1-mae:70.5614 validation_1-rmse:128.853
[5772] validation_0-mae:73.1034 validation_0-rmse:133.747 validation_1-mae:70.5612 validation_1-rmse:128.853
[5773] validation_0-mae:73.1024 validation_0-rmse:133.746 validation_1-mae:70.5608 validation_1-rmse:128.853
[5774] validation_0-mae:73.1014 validation_0-rmse:133.744 validation_1-mae:70.5605 validation_1-rmse:128.853
[5775] validation_0-mae:73.0999 validation_0-rmse:133.743 validation_1-mae:70.5592 validation_1-rmse:128.852
[5776] validation_0-mae:73.0995 validation_0-rmse:133.742 validation_1-mae:70.5589 validation_1-rmse:128.851
[5777] validation_0-mae:73.0984 validation_0-rmse:133.74 validation_1-mae:70.5591 validation_1-rmse:128.852
[5778] validation_0-mae:73.0969 validation_0-rmse:133.739 validation_1-mae:70.558 validation_1-rmse:128.851
[5779] validation_0-mae:73.0958 validation_0-rmse:133.737 validation_1-mae:70.5582 validation_1-rmse:128.851
[5780] validation_0-mae:73.0954 validation_0-rmse:133.737 validation_1-mae:70.558 validation_1-rmse:128.851
[5781] validation_0-mae:73.094 validation_0-rmse:133.735 validation_1-mae:70.5569 validation_1-rmse:128.85
[5782] validation_0-mae:73.0932 validation_0-rmse:133.734 validation_1-mae:70.5573 validation_1-rmse:128.85
[5783] validation_0-mae:73.0922 validation_0-rmse:133.733 validation_1-mae:70.5575 validation_1-rmse:128.85
[5784] validation_0-mae:73.0909 validation_0-rmse:133.732 validation_1-mae:70.5572 validation_1-rmse:128.85
[5785] validation_0-mae:73.0897 validation_0-rmse:133.731 validation_1-mae:70.5565 validation_1-rmse:128.85
[5786] validation_0-mae:73.0893 validation_0-rmse:133.73 validation_1-mae:70.5564 validation_1-rmse:128.849
[5787] validation_0-mae:73.0884 validation_0-rmse:133.729 validation_1-mae:70.556 validation_1-rmse:128.849
[5788] validation_0-mae:73.0863 validation_0-rmse:133.727 validation_1-mae:70.5545 validation_1-rmse:128.848
[5789] validation_0-mae:73.0853 validation_0-rmse:133.726 validation_1-mae:70.5547 validation_1-rmse:128.849
[5790] validation_0-mae:73.0849 validation_0-rmse:133.725 validation_1-mae:70.5545 validation_1-rmse:128.849
[5791] validation_0-mae:73.0834 validation_0-rmse:133.724 validation_1-mae:70.5534 validation_1-rmse:128.847
[5792] validation_0-mae:73.0824 validation_0-rmse:133.722 validation_1-mae:70.5532 validation_1-rmse:128.848
[5793] validation_0-mae:73.0813 validation_0-rmse:133.721 validation_1-mae:70.5534 validation_1-rmse:128.848
[5794] validation_0-mae:73.0806 validation_0-rmse:133.72 validation_1-mae:70.5538 validation_1-rmse:128.848
[5795] validation_0-mae:73.0794 validation_0-rmse:133.719 validation_1-mae:70.5535 validation_1-rmse:128.848
[5796] validation_0-mae:73.0779 validation_0-rmse:133.717 validation_1-mae:70.5522 validation_1-rmse:128.847
[5797] validation_0-mae:73.0775 validation_0-rmse:133.717 validation_1-mae:70.5519 validation_1-rmse:128.846
[5798] validation_0-mae:73.0764 validation_0-rmse:133.715 validation_1-mae:70.5521 validation_1-rmse:128.847
[5799] validation_0-mae:73.0749 validation_0-rmse:133.714 validation_1-mae:70.551 validation_1-rmse:128.846
[5800] validation_0-mae:73.0739 validation_0-rmse:133.712 validation_1-mae:70.5508 validation_1-rmse:128.846
[5801] validation_0-mae:73.0734 validation_0-rmse:133.712 validation_1-mae:70.5505 validation_1-rmse:128.846
[5802] validation_0-mae:73.0724 validation_0-rmse:133.71 validation_1-mae:70.5507 validation_1-rmse:128.846
[5803] validation_0-mae:73.0716 validation_0-rmse:133.709 validation_1-mae:70.5511 validation_1-rmse:128.846
[5804] validation_0-mae:73.0706 validation_0-rmse:133.708 validation_1-mae:70.5509 validation_1-rmse:128.847
[5805] validation_0-mae:73.0701 validation_0-rmse:133.707 validation_1-mae:70.5506 validation_1-rmse:128.846
[5806] validation_0-mae:73.0689 validation_0-rmse:133.706 validation_1-mae:70.5504 validation_1-rmse:128.846
[5807] validation_0-mae:73.0679 validation_0-rmse:133.705 validation_1-mae:70.55 validation_1-rmse:128.846
[5808] validation_0-mae:73.0667 validation_0-rmse:133.704 validation_1-mae:70.5497 validation_1-rmse:128.846
[5809] validation_0-mae:73.0653 validation_0-rmse:133.703 validation_1-mae:70.5487 validation_1-rmse:128.844
[5810] validation_0-mae:73.0642 validation_0-rmse:133.701 validation_1-mae:70.5489 validation_1-rmse:128.845
[5811] validation_0-mae:73.0638 validation_0-rmse:133.701 validation_1-mae:70.5487 validation_1-rmse:128.845
[5812] validation_0-mae:73.0628 validation_0-rmse:133.699 validation_1-mae:70.5485 validation_1-rmse:128.845
[5813] validation_0-mae:73.0613 validation_0-rmse:133.698 validation_1-mae:70.5474 validation_1-rmse:128.844
[5814] validation_0-mae:73.0606 validation_0-rmse:133.697 validation_1-mae:70.5478 validation_1-rmse:128.844
[5815] validation_0-mae:73.0595 validation_0-rmse:133.695 validation_1-mae:70.548 validation_1-rmse:128.844
[5816] validation_0-mae:73.0592 validation_0-rmse:133.695 validation_1-mae:70.5478 validation_1-rmse:128.844
[5817] validation_0-mae:73.0579 validation_0-rmse:133.694 validation_1-mae:70.5476 validation_1-rmse:128.844
[5818] validation_0-mae:73.0569 validation_0-rmse:133.692 validation_1-mae:70.5473 validation_1-rmse:128.844
[5819] validation_0-mae:73.0556 validation_0-rmse:133.691 validation_1-mae:70.546 validation_1-rmse:128.843
[5820] validation_0-mae:73.0546 validation_0-rmse:133.689 validation_1-mae:70.5462 validation_1-rmse:128.843
[5821] validation_0-mae:73.0538 validation_0-rmse:133.688 validation_1-mae:70.5466 validation_1-rmse:128.844
[5822] validation_0-mae:73.0534 validation_0-rmse:133.688 validation_1-mae:70.5464 validation_1-rmse:128.843
[5823] validation_0-mae:73.0523 validation_0-rmse:133.686 validation_1-mae:70.5466 validation_1-rmse:128.844
[5824] validation_0-mae:73.0519 validation_0-rmse:133.686 validation_1-mae:70.5464 validation_1-rmse:128.844
[5825] validation_0-mae:73.051 validation_0-rmse:133.685 validation_1-mae:70.546 validation_1-rmse:128.843
[5826] validation_0-mae:73.0495 validation_0-rmse:133.683 validation_1-mae:70.5449 validation_1-rmse:128.842
[5827] validation_0-mae:73.0485 validation_0-rmse:133.682 validation_1-mae:70.5447 validation_1-rmse:128.842
[5828] validation_0-mae:73.0473 validation_0-rmse:133.681 validation_1-mae:70.5445 validation_1-rmse:128.842
[5829] validation_0-mae:73.0461 validation_0-rmse:133.68 validation_1-mae:70.5442 validation_1-rmse:128.842
[5830] validation_0-mae:73.0447 validation_0-rmse:133.678 validation_1-mae:70.5431 validation_1-rmse:128.841
[5831] validation_0-mae:73.0437 validation_0-rmse:133.677 validation_1-mae:70.5429 validation_1-rmse:128.841
[5832] validation_0-mae:73.0432 validation_0-rmse:133.676 validation_1-mae:70.5427 validation_1-rmse:128.841
[5833] validation_0-mae:73.0422 validation_0-rmse:133.675 validation_1-mae:70.5429 validation_1-rmse:128.841
[5834] validation_0-mae:73.0414 validation_0-rmse:133.674 validation_1-mae:70.5433 validation_1-rmse:128.841
[5835] validation_0-mae:73.041 validation_0-rmse:133.673 validation_1-mae:70.5431 validation_1-rmse:128.841
[5836] validation_0-mae:73.0398 validation_0-rmse:133.673 validation_1-mae:70.5429 validation_1-rmse:128.841
[5837] validation_0-mae:73.0388 validation_0-rmse:133.671 validation_1-mae:70.5431 validation_1-rmse:128.842
[5838] validation_0-mae:73.0378 validation_0-rmse:133.67 validation_1-mae:70.5427 validation_1-rmse:128.841
[5839] validation_0-mae:73.0365 validation_0-rmse:133.668 validation_1-mae:70.5414 validation_1-rmse:128.84
[5840] validation_0-mae:73.0355 validation_0-rmse:133.667 validation_1-mae:70.5412 validation_1-rmse:128.84
[5841] validation_0-mae:73.0341 validation_0-rmse:133.666 validation_1-mae:70.5401 validation_1-rmse:128.839
[5842] validation_0-mae:73.0329 validation_0-rmse:133.664 validation_1-mae:70.5399 validation_1-rmse:128.839
[5843] validation_0-mae:73.0326 validation_0-rmse:133.663 validation_1-mae:70.5398 validation_1-rmse:128.838
[5844] validation_0-mae:73.0311 validation_0-rmse:133.662 validation_1-mae:70.5387 validation_1-rmse:128.837
[5845] validation_0-mae:73.0301 validation_0-rmse:133.661 validation_1-mae:70.5385 validation_1-rmse:128.837
[5846] validation_0-mae:73.0287 validation_0-rmse:133.66 validation_1-mae:70.5374 validation_1-rmse:128.836
[5847] validation_0-mae:73.0276 validation_0-rmse:133.658 validation_1-mae:70.5376 validation_1-rmse:128.837
[5848] validation_0-mae:73.0273 validation_0-rmse:133.658 validation_1-mae:70.5375 validation_1-rmse:128.837
[5849] validation_0-mae:73.0261 validation_0-rmse:133.657 validation_1-mae:70.5373 validation_1-rmse:128.837
[5850] validation_0-mae:73.025 validation_0-rmse:133.655 validation_1-mae:70.5375 validation_1-rmse:128.837
[5851] validation_0-mae:73.0236 validation_0-rmse:133.654 validation_1-mae:70.5364 validation_1-rmse:128.836
[5852] validation_0-mae:73.0226 validation_0-rmse:133.653 validation_1-mae:70.5362 validation_1-rmse:128.836
[5853] validation_0-mae:73.0223 validation_0-rmse:133.653 validation_1-mae:70.5361 validation_1-rmse:128.836
[5854] validation_0-mae:73.0209 validation_0-rmse:133.651 validation_1-mae:70.5348 validation_1-rmse:128.835
[5855] validation_0-mae:73.0199 validation_0-rmse:133.649 validation_1-mae:70.535 validation_1-rmse:128.835
[5856] validation_0-mae:73.0185 validation_0-rmse:133.648 validation_1-mae:70.5339 validation_1-rmse:128.834
[5857] validation_0-mae:73.0181 validation_0-rmse:133.648 validation_1-mae:70.5338 validation_1-rmse:128.834
[5858] validation_0-mae:73.0168 validation_0-rmse:133.646 validation_1-mae:70.5325 validation_1-rmse:128.832
[5859] validation_0-mae:73.0158 validation_0-rmse:133.645 validation_1-mae:70.5327 validation_1-rmse:128.833
[5860] validation_0-mae:73.0146 validation_0-rmse:133.644 validation_1-mae:70.5325 validation_1-rmse:128.833
[5861] validation_0-mae:73.0135 validation_0-rmse:133.642 validation_1-mae:70.5318 validation_1-rmse:128.833
[5862] validation_0-mae:73.012 validation_0-rmse:133.641 validation_1-mae:70.5308 validation_1-rmse:128.831
[5863] validation_0-mae:73.011 validation_0-rmse:133.639 validation_1-mae:70.531 validation_1-rmse:128.832
[5864] validation_0-mae:73.0107 validation_0-rmse:133.639 validation_1-mae:70.5309 validation_1-rmse:128.832
[5865] validation_0-mae:73.01 validation_0-rmse:133.638 validation_1-mae:70.5313 validation_1-rmse:128.832
[5866] validation_0-mae:73.009 validation_0-rmse:133.637 validation_1-mae:70.5311 validation_1-rmse:128.832
[5867] validation_0-mae:73.0087 validation_0-rmse:133.636 validation_1-mae:70.531 validation_1-rmse:128.832
[5868] validation_0-mae:73.0067 validation_0-rmse:133.634 validation_1-mae:70.5295 validation_1-rmse:128.831
[5869] validation_0-mae:73.0057 validation_0-rmse:133.633 validation_1-mae:70.5298 validation_1-rmse:128.832
[5870] validation_0-mae:73.0049 validation_0-rmse:133.632 validation_1-mae:70.5302 validation_1-rmse:128.832
[5871] validation_0-mae:73.0037 validation_0-rmse:133.631 validation_1-mae:70.5299 validation_1-rmse:128.832
[5872] validation_0-mae:73.0027 validation_0-rmse:133.629 validation_1-mae:70.5302 validation_1-rmse:128.832
[5873] validation_0-mae:73.0018 validation_0-rmse:133.629 validation_1-mae:70.5293 validation_1-rmse:128.832
[5874] validation_0-mae:73.0007 validation_0-rmse:133.627 validation_1-mae:70.5287 validation_1-rmse:128.831
[5875] validation_0-mae:73.0003 validation_0-rmse:133.627 validation_1-mae:70.5284 validation_1-rmse:128.831
[5876] validation_0-mae:72.9993 validation_0-rmse:133.625 validation_1-mae:70.5287 validation_1-rmse:128.832
[5877] validation_0-mae:72.9978 validation_0-rmse:133.624 validation_1-mae:70.5276 validation_1-rmse:128.83
[5878] validation_0-mae:72.9969 validation_0-rmse:133.622 validation_1-mae:70.5274 validation_1-rmse:128.831
[5879] validation_0-mae:72.996 validation_0-rmse:133.622 validation_1-mae:70.5265 validation_1-rmse:128.83
[5880] validation_0-mae:72.9957 validation_0-rmse:133.622 validation_1-mae:70.5264 validation_1-rmse:128.83
[5881] validation_0-mae:72.995 validation_0-rmse:133.621 validation_1-mae:70.5268 validation_1-rmse:128.83
[5882] validation_0-mae:72.994 validation_0-rmse:133.619 validation_1-mae:70.5271 validation_1-rmse:128.831
[5883] validation_0-mae:72.9935 validation_0-rmse:133.619 validation_1-mae:70.5268 validation_1-rmse:128.831
[5884] validation_0-mae:72.9923 validation_0-rmse:133.618 validation_1-mae:70.5266 validation_1-rmse:128.83
[5885] validation_0-mae:72.9915 validation_0-rmse:133.617 validation_1-mae:70.5259 validation_1-rmse:128.829
[5886] validation_0-mae:72.9905 validation_0-rmse:133.615 validation_1-mae:70.5261 validation_1-rmse:128.83
[5887] validation_0-mae:72.9898 validation_0-rmse:133.614 validation_1-mae:70.5265 validation_1-rmse:128.83
[5888] validation_0-mae:72.9888 validation_0-rmse:133.613 validation_1-mae:70.5263 validation_1-rmse:128.831
[5889] validation_0-mae:72.9879 validation_0-rmse:133.612 validation_1-mae:70.5254 validation_1-rmse:128.83
[5890] validation_0-mae:72.9876 validation_0-rmse:133.612 validation_1-mae:70.5253 validation_1-rmse:128.83
[5891] validation_0-mae:72.9865 validation_0-rmse:133.61 validation_1-mae:70.5249 validation_1-rmse:128.829
[5892] validation_0-mae:72.9858 validation_0-rmse:133.609 validation_1-mae:70.5254 validation_1-rmse:128.829
[5893] validation_0-mae:72.9855 validation_0-rmse:133.609 validation_1-mae:70.5252 validation_1-rmse:128.829
[5894] validation_0-mae:72.9843 validation_0-rmse:133.608 validation_1-mae:70.525 validation_1-rmse:128.829
[5895] validation_0-mae:72.9833 validation_0-rmse:133.607 validation_1-mae:70.5248 validation_1-rmse:128.83
[5896] validation_0-mae:72.9826 validation_0-rmse:133.606 validation_1-mae:70.5252 validation_1-rmse:128.83
[5897] validation_0-mae:72.9816 validation_0-rmse:133.604 validation_1-mae:70.5254 validation_1-rmse:128.83
[5898] validation_0-mae:72.9803 validation_0-rmse:133.603 validation_1-mae:70.5242 validation_1-rmse:128.829
[5899] validation_0-mae:72.9791 validation_0-rmse:133.602 validation_1-mae:70.5239 validation_1-rmse:128.829
[5900] validation_0-mae:72.9781 validation_0-rmse:133.6 validation_1-mae:70.5236 validation_1-rmse:128.828
[5901] validation_0-mae:72.9772 validation_0-rmse:133.6 validation_1-mae:70.5227 validation_1-rmse:128.828
[5902] validation_0-mae:72.9762 validation_0-rmse:133.598 validation_1-mae:70.5225 validation_1-rmse:128.828
[5903] validation_0-mae:72.9759 validation_0-rmse:133.598 validation_1-mae:70.5224 validation_1-rmse:128.828
[5904] validation_0-mae:72.975 validation_0-rmse:133.596 validation_1-mae:70.5217 validation_1-rmse:128.827
[5905] validation_0-mae:72.9744 validation_0-rmse:133.596 validation_1-mae:70.5221 validation_1-rmse:128.827
[5906] validation_0-mae:72.9734 validation_0-rmse:133.594 validation_1-mae:70.5223 validation_1-rmse:128.828
[5907] validation_0-mae:72.9722 validation_0-rmse:133.593 validation_1-mae:70.5221 validation_1-rmse:128.827
[5908] validation_0-mae:72.9709 validation_0-rmse:133.592 validation_1-mae:70.5208 validation_1-rmse:128.826
[5909] validation_0-mae:72.9699 validation_0-rmse:133.59 validation_1-mae:70.521 validation_1-rmse:128.826
[5910] validation_0-mae:72.9689 validation_0-rmse:133.589 validation_1-mae:70.5203 validation_1-rmse:128.826
[5911] validation_0-mae:72.9679 validation_0-rmse:133.588 validation_1-mae:70.5199 validation_1-rmse:128.826
[5912] validation_0-mae:72.9676 validation_0-rmse:133.587 validation_1-mae:70.5197 validation_1-rmse:128.825
[5913] validation_0-mae:72.9663 validation_0-rmse:133.586 validation_1-mae:70.5185 validation_1-rmse:128.824
[5914] validation_0-mae:72.9653 validation_0-rmse:133.584 validation_1-mae:70.5187 validation_1-rmse:128.824
[5915] validation_0-mae:72.9641 validation_0-rmse:133.583 validation_1-mae:70.5185 validation_1-rmse:128.824
[5916] validation_0-mae:72.9633 validation_0-rmse:133.582 validation_1-mae:70.5177 validation_1-rmse:128.823
[5917] validation_0-mae:72.9623 validation_0-rmse:133.581 validation_1-mae:70.5176 validation_1-rmse:128.824
[5918] validation_0-mae:72.9616 validation_0-rmse:133.58 validation_1-mae:70.518 validation_1-rmse:128.824
[5919] validation_0-mae:72.9603 validation_0-rmse:133.578 validation_1-mae:70.5167 validation_1-rmse:128.822
[5920] validation_0-mae:72.9594 validation_0-rmse:133.576 validation_1-mae:70.517 validation_1-rmse:128.823
[5921] validation_0-mae:72.959 validation_0-rmse:133.576 validation_1-mae:70.5168 validation_1-rmse:128.823
[5922] validation_0-mae:72.9572 validation_0-rmse:133.572 validation_1-mae:70.5171 validation_1-rmse:128.825
[5923] validation_0-mae:72.9562 validation_0-rmse:133.57 validation_1-mae:70.5167 validation_1-rmse:128.824
[5924] validation_0-mae:72.9549 validation_0-rmse:133.569 validation_1-mae:70.5155 validation_1-rmse:128.823
[5925] validation_0-mae:72.954 validation_0-rmse:133.567 validation_1-mae:70.5153 validation_1-rmse:128.823
[5926] validation_0-mae:72.953 validation_0-rmse:133.567 validation_1-mae:70.5149 validation_1-rmse:128.823
[5927] validation_0-mae:72.9519 validation_0-rmse:133.565 validation_1-mae:70.5147 validation_1-rmse:128.823
[5928] validation_0-mae:72.9516 validation_0-rmse:133.565 validation_1-mae:70.5146 validation_1-rmse:128.822
[5929] validation_0-mae:72.9507 validation_0-rmse:133.563 validation_1-mae:70.5139 validation_1-rmse:128.821
[5930] validation_0-mae:72.95 validation_0-rmse:133.562 validation_1-mae:70.5143 validation_1-rmse:128.822
[5931] validation_0-mae:72.949 validation_0-rmse:133.561 validation_1-mae:70.5145 validation_1-rmse:128.822
[5932] validation_0-mae:72.9471 validation_0-rmse:133.559 validation_1-mae:70.5131 validation_1-rmse:128.821
[5933] validation_0-mae:72.9461 validation_0-rmse:133.557 validation_1-mae:70.513 validation_1-rmse:128.822
[5934] validation_0-mae:72.9458 validation_0-rmse:133.557 validation_1-mae:70.5128 validation_1-rmse:128.822
[5935] validation_0-mae:72.9446 validation_0-rmse:133.556 validation_1-mae:70.5126 validation_1-rmse:128.822
[5936] validation_0-mae:72.9437 validation_0-rmse:133.555 validation_1-mae:70.5129 validation_1-rmse:128.822
[5937] validation_0-mae:72.9428 validation_0-rmse:133.554 validation_1-mae:70.512 validation_1-rmse:128.822
[5938] validation_0-mae:72.9418 validation_0-rmse:133.553 validation_1-mae:70.5112 validation_1-rmse:128.821
[5939] validation_0-mae:72.9411 validation_0-rmse:133.552 validation_1-mae:70.5116 validation_1-rmse:128.821
[5940] validation_0-mae:72.9407 validation_0-rmse:133.552 validation_1-mae:70.5114 validation_1-rmse:128.821
[5941] validation_0-mae:72.9397 validation_0-rmse:133.55 validation_1-mae:70.5117 validation_1-rmse:128.822
[5942] validation_0-mae:72.9385 validation_0-rmse:133.549 validation_1-mae:70.5115 validation_1-rmse:128.821
[5943] validation_0-mae:72.9374 validation_0-rmse:133.548 validation_1-mae:70.5106 validation_1-rmse:128.82
[5944] validation_0-mae:72.9365 validation_0-rmse:133.547 validation_1-mae:70.5105 validation_1-rmse:128.821
[5945] validation_0-mae:72.9356 validation_0-rmse:133.546 validation_1-mae:70.5096 validation_1-rmse:128.82
[5946] validation_0-mae:72.9346 validation_0-rmse:133.545 validation_1-mae:70.5092 validation_1-rmse:128.82
[5947] validation_0-mae:72.9339 validation_0-rmse:133.544 validation_1-mae:70.5096 validation_1-rmse:128.82
[5948] validation_0-mae:72.933 validation_0-rmse:133.542 validation_1-mae:70.5099 validation_1-rmse:128.821
[5949] validation_0-mae:72.9326 validation_0-rmse:133.542 validation_1-mae:70.5098 validation_1-rmse:128.82
[5950] validation_0-mae:72.9314 validation_0-rmse:133.54 validation_1-mae:70.5085 validation_1-rmse:128.819
[5951] validation_0-mae:72.9305 validation_0-rmse:133.539 validation_1-mae:70.5084 validation_1-rmse:128.819
[5952] validation_0-mae:72.9298 validation_0-rmse:133.538 validation_1-mae:70.5088 validation_1-rmse:128.819
[5953] validation_0-mae:72.9288 validation_0-rmse:133.536 validation_1-mae:70.5084 validation_1-rmse:128.819
[5954] validation_0-mae:72.9284 validation_0-rmse:133.536 validation_1-mae:70.5083 validation_1-rmse:128.819
[5955] validation_0-mae:72.9272 validation_0-rmse:133.534 validation_1-mae:70.5071 validation_1-rmse:128.817
[5956] validation_0-mae:72.9262 validation_0-rmse:133.533 validation_1-mae:70.5073 validation_1-rmse:128.818
[5957] validation_0-mae:72.9248 validation_0-rmse:133.532 validation_1-mae:70.5061 validation_1-rmse:128.817
[5958] validation_0-mae:72.9239 validation_0-rmse:133.53 validation_1-mae:70.5059 validation_1-rmse:128.817
[5959] validation_0-mae:72.923 validation_0-rmse:133.53 validation_1-mae:70.5055 validation_1-rmse:128.817
[5960] validation_0-mae:72.9217 validation_0-rmse:133.528 validation_1-mae:70.5043 validation_1-rmse:128.816
[5961] validation_0-mae:72.9208 validation_0-rmse:133.526 validation_1-mae:70.5045 validation_1-rmse:128.816
[5962] validation_0-mae:72.9204 validation_0-rmse:133.526 validation_1-mae:70.5044 validation_1-rmse:128.816
[5963] validation_0-mae:72.9195 validation_0-rmse:133.525 validation_1-mae:70.5047 validation_1-rmse:128.817
[5964] validation_0-mae:72.9188 validation_0-rmse:133.524 validation_1-mae:70.5051 validation_1-rmse:128.817
[5965] validation_0-mae:72.9169 validation_0-rmse:133.522 validation_1-mae:70.5038 validation_1-rmse:128.816
[5966] validation_0-mae:72.9161 validation_0-rmse:133.52 validation_1-mae:70.5036 validation_1-rmse:128.817
[5967] validation_0-mae:72.9146 validation_0-rmse:133.52 validation_1-mae:70.5024 validation_1-rmse:128.816
[5968] validation_0-mae:72.9136 validation_0-rmse:133.518 validation_1-mae:70.5021 validation_1-rmse:128.815
[5969] validation_0-mae:72.9127 validation_0-rmse:133.517 validation_1-mae:70.5019 validation_1-rmse:128.816
[5970] validation_0-mae:72.9115 validation_0-rmse:133.515 validation_1-mae:70.5006 validation_1-rmse:128.814
[5971] validation_0-mae:72.9104 validation_0-rmse:133.513 validation_1-mae:70.5005 validation_1-rmse:128.814
[5972] validation_0-mae:72.9101 validation_0-rmse:133.513 validation_1-mae:70.5004 validation_1-rmse:128.814
[5973] validation_0-mae:72.9094 validation_0-rmse:133.512 validation_1-mae:70.5008 validation_1-rmse:128.814
[5974] validation_0-mae:72.908 validation_0-rmse:133.511 validation_1-mae:70.4995 validation_1-rmse:128.813
[5975] validation_0-mae:72.907 validation_0-rmse:133.51 validation_1-mae:70.4998 validation_1-rmse:128.814
[5976] validation_0-mae:72.9062 validation_0-rmse:133.508 validation_1-mae:70.4996 validation_1-rmse:128.814
[5977] validation_0-mae:72.9053 validation_0-rmse:133.508 validation_1-mae:70.4988 validation_1-rmse:128.813
[5978] validation_0-mae:72.9043 validation_0-rmse:133.506 validation_1-mae:70.4984 validation_1-rmse:128.813
[5979] validation_0-mae:72.9039 validation_0-rmse:133.506 validation_1-mae:70.4983 validation_1-rmse:128.813
[5980] validation_0-mae:72.9033 validation_0-rmse:133.505 validation_1-mae:70.4987 validation_1-rmse:128.813
[5981] validation_0-mae:72.9021 validation_0-rmse:133.504 validation_1-mae:70.4985 validation_1-rmse:128.813
[5982] validation_0-mae:72.9012 validation_0-rmse:133.503 validation_1-mae:70.4984 validation_1-rmse:128.813
[5983] validation_0-mae:72.8996 validation_0-rmse:133.501 validation_1-mae:70.4978 validation_1-rmse:128.814
[5984] validation_0-mae:72.8987 validation_0-rmse:133.5 validation_1-mae:70.4981 validation_1-rmse:128.814
[5985] validation_0-mae:72.898 validation_0-rmse:133.499 validation_1-mae:70.4985 validation_1-rmse:128.814
[5986] validation_0-mae:72.8966 validation_0-rmse:133.498 validation_1-mae:70.4972 validation_1-rmse:128.813
[5987] validation_0-mae:72.8957 validation_0-rmse:133.497 validation_1-mae:70.4975 validation_1-rmse:128.814
[5988] validation_0-mae:72.8954 validation_0-rmse:133.496 validation_1-mae:70.498 validation_1-rmse:128.815
[5989] validation_0-mae:72.8944 validation_0-rmse:133.495 validation_1-mae:70.4973 validation_1-rmse:128.814
[5990] validation_0-mae:72.8941 validation_0-rmse:133.494 validation_1-mae:70.4972 validation_1-rmse:128.814
[5991] validation_0-mae:72.8932 validation_0-rmse:133.493 validation_1-mae:70.4975 validation_1-rmse:128.815
[5992] validation_0-mae:72.8919 validation_0-rmse:133.491 validation_1-mae:70.4962 validation_1-rmse:128.813
[5993] validation_0-mae:72.891 validation_0-rmse:133.49 validation_1-mae:70.4965 validation_1-rmse:128.814
[5994] validation_0-mae:72.8903 validation_0-rmse:133.489 validation_1-mae:70.4969 validation_1-rmse:128.814
[5995] validation_0-mae:72.8889 validation_0-rmse:133.488 validation_1-mae:70.4957 validation_1-rmse:128.813
[5996] validation_0-mae:72.8879 validation_0-rmse:133.487 validation_1-mae:70.495 validation_1-rmse:128.812
[5997] validation_0-mae:72.8863 validation_0-rmse:133.485 validation_1-mae:70.4945 validation_1-rmse:128.812
[5998] validation_0-mae:72.8854 validation_0-rmse:133.483 validation_1-mae:70.4947 validation_1-rmse:128.813
[5999] validation_0-mae:72.8851 validation_0-rmse:133.483 validation_1-mae:70.4946 validation_1-rmse:128.813
[6000] validation_0-mae:72.8842 validation_0-rmse:133.482 validation_1-mae:70.4946 validation_1-rmse:128.813
[6001] validation_0-mae:72.8829 validation_0-rmse:133.48 validation_1-mae:70.4934 validation_1-rmse:128.812
[6002] validation_0-mae:72.8819 validation_0-rmse:133.478 validation_1-mae:70.4932 validation_1-rmse:128.812
[6003] validation_0-mae:72.8812 validation_0-rmse:133.477 validation_1-mae:70.4936 validation_1-rmse:128.812
[6004] validation_0-mae:72.8809 validation_0-rmse:133.477 validation_1-mae:70.4935 validation_1-rmse:128.812
[6005] validation_0-mae:72.8797 validation_0-rmse:133.476 validation_1-mae:70.4933 validation_1-rmse:128.812
[6006] validation_0-mae:72.8788 validation_0-rmse:133.475 validation_1-mae:70.4936 validation_1-rmse:128.812
[6007] validation_0-mae:72.8779 validation_0-rmse:133.474 validation_1-mae:70.4932 validation_1-rmse:128.812
[6008] validation_0-mae:72.8763 validation_0-rmse:133.472 validation_1-mae:70.4927 validation_1-rmse:128.812
[6009] validation_0-mae:72.8754 validation_0-rmse:133.471 validation_1-mae:70.4927 validation_1-rmse:128.813
[6010] validation_0-mae:72.874 validation_0-rmse:133.47 validation_1-mae:70.4915 validation_1-rmse:128.812
[6011] validation_0-mae:72.873 validation_0-rmse:133.469 validation_1-mae:70.4912 validation_1-rmse:128.811
[6012] validation_0-mae:72.8721 validation_0-rmse:133.467 validation_1-mae:70.4912 validation_1-rmse:128.812
[6013] validation_0-mae:72.8718 validation_0-rmse:133.467 validation_1-mae:70.4917 validation_1-rmse:128.813
[6014] validation_0-mae:72.8707 validation_0-rmse:133.466 validation_1-mae:70.4915 validation_1-rmse:128.812
[6015] validation_0-mae:72.8697 validation_0-rmse:133.465 validation_1-mae:70.4912 validation_1-rmse:128.812
[6016] validation_0-mae:72.8694 validation_0-rmse:133.464 validation_1-mae:70.4917 validation_1-rmse:128.813
[6017] validation_0-mae:72.8685 validation_0-rmse:133.463 validation_1-mae:70.4917 validation_1-rmse:128.813
[6018] validation_0-mae:72.8681 validation_0-rmse:133.462 validation_1-mae:70.4915 validation_1-rmse:128.813
[6019] validation_0-mae:72.8674 validation_0-rmse:133.462 validation_1-mae:70.4919 validation_1-rmse:128.813
[6020] validation_0-mae:72.8665 validation_0-rmse:133.46 validation_1-mae:70.4922 validation_1-rmse:128.814
[6021] validation_0-mae:72.8651 validation_0-rmse:133.459 validation_1-mae:70.4909 validation_1-rmse:128.813
[6022] validation_0-mae:72.8642 validation_0-rmse:133.458 validation_1-mae:70.4904 validation_1-rmse:128.812
[6023] validation_0-mae:72.863 validation_0-rmse:133.457 validation_1-mae:70.4902 validation_1-rmse:128.812
[6024] validation_0-mae:72.8621 validation_0-rmse:133.456 validation_1-mae:70.4904 validation_1-rmse:128.813
[6025] validation_0-mae:72.8618 validation_0-rmse:133.455 validation_1-mae:70.491 validation_1-rmse:128.814
[6026] validation_0-mae:72.8612 validation_0-rmse:133.454 validation_1-mae:70.4914 validation_1-rmse:128.814
[6027] validation_0-mae:72.8603 validation_0-rmse:133.453 validation_1-mae:70.4914 validation_1-rmse:128.814
[6028] validation_0-mae:72.86 validation_0-rmse:133.452 validation_1-mae:70.4919 validation_1-rmse:128.815
[6029] validation_0-mae:72.8596 validation_0-rmse:133.452 validation_1-mae:70.4917 validation_1-rmse:128.815
[6030] validation_0-mae:72.8586 validation_0-rmse:133.451 validation_1-mae:70.4914 validation_1-rmse:128.815
[6031] validation_0-mae:72.8575 validation_0-rmse:133.45 validation_1-mae:70.4912 validation_1-rmse:128.814
[6032] validation_0-mae:72.8566 validation_0-rmse:133.449 validation_1-mae:70.4912 validation_1-rmse:128.815
[6033] validation_0-mae:72.8556 validation_0-rmse:133.447 validation_1-mae:70.491 validation_1-rmse:128.815
[6034] validation_0-mae:72.8547 validation_0-rmse:133.446 validation_1-mae:70.4907 validation_1-rmse:128.814
[6035] validation_0-mae:72.854 validation_0-rmse:133.445 validation_1-mae:70.4911 validation_1-rmse:128.814
[6036] validation_0-mae:72.8526 validation_0-rmse:133.444 validation_1-mae:70.4899 validation_1-rmse:128.813
[6037] validation_0-mae:72.8518 validation_0-rmse:133.442 validation_1-mae:70.4902 validation_1-rmse:128.814
[6038] validation_0-mae:72.8505 validation_0-rmse:133.441 validation_1-mae:70.4889 validation_1-rmse:128.812
[6039] validation_0-mae:72.8497 validation_0-rmse:133.439 validation_1-mae:70.489 validation_1-rmse:128.813
[6040] validation_0-mae:72.8493 validation_0-rmse:133.439 validation_1-mae:70.4895 validation_1-rmse:128.814
[6041] validation_0-mae:72.8485 validation_0-rmse:133.437 validation_1-mae:70.4898 validation_1-rmse:128.814
[6042] validation_0-mae:72.8481 validation_0-rmse:133.437 validation_1-mae:70.4897 validation_1-rmse:128.814
[6043] validation_0-mae:72.8475 validation_0-rmse:133.436 validation_1-mae:70.4901 validation_1-rmse:128.814
[6044] validation_0-mae:72.8463 validation_0-rmse:133.435 validation_1-mae:70.4899 validation_1-rmse:128.814
[6045] validation_0-mae:72.8454 validation_0-rmse:133.434 validation_1-mae:70.4893 validation_1-rmse:128.814
[6046] validation_0-mae:72.8441 validation_0-rmse:133.432 validation_1-mae:70.4881 validation_1-rmse:128.812
[6047] validation_0-mae:72.8433 validation_0-rmse:133.431 validation_1-mae:70.4883 validation_1-rmse:128.813
[6048] validation_0-mae:72.8419 validation_0-rmse:133.43 validation_1-mae:70.4871 validation_1-rmse:128.812
[6049] validation_0-mae:72.841 validation_0-rmse:133.429 validation_1-mae:70.4874 validation_1-rmse:128.813
[6050] validation_0-mae:72.8401 validation_0-rmse:133.428 validation_1-mae:70.487 validation_1-rmse:128.812
[6051] validation_0-mae:72.8391 validation_0-rmse:133.427 validation_1-mae:70.4865 validation_1-rmse:128.812
[6052] validation_0-mae:72.8379 validation_0-rmse:133.425 validation_1-mae:70.4853 validation_1-rmse:128.81
[6053] validation_0-mae:72.837 validation_0-rmse:133.424 validation_1-mae:70.4855 validation_1-rmse:128.811
[6054] validation_0-mae:72.8367 validation_0-rmse:133.423 validation_1-mae:70.4854 validation_1-rmse:128.811
[6055] validation_0-mae:72.8355 validation_0-rmse:133.422 validation_1-mae:70.4842 validation_1-rmse:128.81
[6056] validation_0-mae:72.8343 validation_0-rmse:133.421 validation_1-mae:70.484 validation_1-rmse:128.809
[6057] validation_0-mae:72.8335 validation_0-rmse:133.419 validation_1-mae:70.4843 validation_1-rmse:128.81
[6058] validation_0-mae:72.8328 validation_0-rmse:133.419 validation_1-mae:70.4847 validation_1-rmse:128.81
[6059] validation_0-mae:72.832 validation_0-rmse:133.417 validation_1-mae:70.4848 validation_1-rmse:128.811
[6060] validation_0-mae:72.8308 validation_0-rmse:133.416 validation_1-mae:70.4836 validation_1-rmse:128.809
[6061] validation_0-mae:72.8296 validation_0-rmse:133.415 validation_1-mae:70.4834 validation_1-rmse:128.809
[6062] validation_0-mae:72.8287 validation_0-rmse:133.413 validation_1-mae:70.4831 validation_1-rmse:128.809
[6063] validation_0-mae:72.8269 validation_0-rmse:133.409 validation_1-mae:70.4834 validation_1-rmse:128.811
[6064] validation_0-mae:72.8259 validation_0-rmse:133.408 validation_1-mae:70.483 validation_1-rmse:128.811
[6065] validation_0-mae:72.8256 validation_0-rmse:133.407 validation_1-mae:70.4836 validation_1-rmse:128.811
[6066] validation_0-mae:72.8247 validation_0-rmse:133.406 validation_1-mae:70.4834 validation_1-rmse:128.811
[6067] validation_0-mae:72.8238 validation_0-rmse:133.404 validation_1-mae:70.4836 validation_1-rmse:128.812
[6068] validation_0-mae:72.8235 validation_0-rmse:133.404 validation_1-mae:70.4836 validation_1-rmse:128.812
[6069] validation_0-mae:72.8229 validation_0-rmse:133.403 validation_1-mae:70.484 validation_1-rmse:128.812
[6070] validation_0-mae:72.8215 validation_0-rmse:133.402 validation_1-mae:70.4828 validation_1-rmse:128.811
[6071] validation_0-mae:72.8206 validation_0-rmse:133.401 validation_1-mae:70.4831 validation_1-rmse:128.811
[6072] validation_0-mae:72.8197 validation_0-rmse:133.4 validation_1-mae:70.4825 validation_1-rmse:128.811
[6073] validation_0-mae:72.8188 validation_0-rmse:133.399 validation_1-mae:70.4822 validation_1-rmse:128.811
[6074] validation_0-mae:72.8176 validation_0-rmse:133.397 validation_1-mae:70.481 validation_1-rmse:128.809
[6075] validation_0-mae:72.8167 validation_0-rmse:133.396 validation_1-mae:70.4812 validation_1-rmse:128.81
[6076] validation_0-mae:72.8164 validation_0-rmse:133.396 validation_1-mae:70.4811 validation_1-rmse:128.81
[6077] validation_0-mae:72.8152 validation_0-rmse:133.394 validation_1-mae:70.4799 validation_1-rmse:128.808
[6078] validation_0-mae:72.8144 validation_0-rmse:133.393 validation_1-mae:70.48 validation_1-rmse:128.809
[6079] validation_0-mae:72.8133 validation_0-rmse:133.392 validation_1-mae:70.4798 validation_1-rmse:128.809
[6080] validation_0-mae:72.8126 validation_0-rmse:133.391 validation_1-mae:70.4802 validation_1-rmse:128.809
[6081] validation_0-mae:72.8118 validation_0-rmse:133.39 validation_1-mae:70.4805 validation_1-rmse:128.81
[6082] validation_0-mae:72.8115 validation_0-rmse:133.389 validation_1-mae:70.481 validation_1-rmse:128.81
[6083] validation_0-mae:72.8101 validation_0-rmse:133.388 validation_1-mae:70.4798 validation_1-rmse:128.809
[6084] validation_0-mae:72.8091 validation_0-rmse:133.387 validation_1-mae:70.4796 validation_1-rmse:128.809
[6085] validation_0-mae:72.8083 validation_0-rmse:133.386 validation_1-mae:70.4796 validation_1-rmse:128.809
[6086] validation_0-mae:72.8071 validation_0-rmse:133.384 validation_1-mae:70.4784 validation_1-rmse:128.808
[6087] validation_0-mae:72.8068 validation_0-rmse:133.384 validation_1-mae:70.4783 validation_1-rmse:128.808
[6088] validation_0-mae:72.8062 validation_0-rmse:133.383 validation_1-mae:70.4787 validation_1-rmse:128.808
[6089] validation_0-mae:72.8053 validation_0-rmse:133.381 validation_1-mae:70.479 validation_1-rmse:128.809
[6090] validation_0-mae:72.8036 validation_0-rmse:133.377 validation_1-mae:70.4793 validation_1-rmse:128.81
[6091] validation_0-mae:72.8023 validation_0-rmse:133.375 validation_1-mae:70.4781 validation_1-rmse:128.809
[6092] validation_0-mae:72.8014 validation_0-rmse:133.374 validation_1-mae:70.4778 validation_1-rmse:128.809
[6093] validation_0-mae:72.8004 validation_0-rmse:133.373 validation_1-mae:70.4775 validation_1-rmse:128.808
[6094] validation_0-mae:72.8001 validation_0-rmse:133.372 validation_1-mae:70.4774 validation_1-rmse:128.808
[6095] validation_0-mae:72.7992 validation_0-rmse:133.372 validation_1-mae:70.477 validation_1-rmse:128.808
[6096] validation_0-mae:72.7978 validation_0-rmse:133.371 validation_1-mae:70.4758 validation_1-rmse:128.807
[6097] validation_0-mae:72.797 validation_0-rmse:133.37 validation_1-mae:70.4761 validation_1-rmse:128.808
[6098] validation_0-mae:72.7961 validation_0-rmse:133.368 validation_1-mae:70.4762 validation_1-rmse:128.808
[6099] validation_0-mae:72.7945 validation_0-rmse:133.367 validation_1-mae:70.4756 validation_1-rmse:128.809
[6100] validation_0-mae:72.7937 validation_0-rmse:133.365 validation_1-mae:70.4759 validation_1-rmse:128.809
[6101] validation_0-mae:72.7931 validation_0-rmse:133.364 validation_1-mae:70.4763 validation_1-rmse:128.809
[6102] validation_0-mae:72.7928 validation_0-rmse:133.364 validation_1-mae:70.4762 validation_1-rmse:128.809
[6103] validation_0-mae:72.7912 validation_0-rmse:133.362 validation_1-mae:70.4757 validation_1-rmse:128.81
[6104] validation_0-mae:72.7903 validation_0-rmse:133.361 validation_1-mae:70.4752 validation_1-rmse:128.809
[6105] validation_0-mae:72.7891 validation_0-rmse:133.36 validation_1-mae:70.475 validation_1-rmse:128.809
[6106] validation_0-mae:72.7883 validation_0-rmse:133.359 validation_1-mae:70.4753 validation_1-rmse:128.81
[6107] validation_0-mae:72.7874 validation_0-rmse:133.357 validation_1-mae:70.4751 validation_1-rmse:128.809
[6108] validation_0-mae:72.7862 validation_0-rmse:133.356 validation_1-mae:70.4739 validation_1-rmse:128.808
[6109] validation_0-mae:72.7854 validation_0-rmse:133.354 validation_1-mae:70.4742 validation_1-rmse:128.809
[6110] validation_0-mae:72.784 validation_0-rmse:133.353 validation_1-mae:70.473 validation_1-rmse:128.807
[6111] validation_0-mae:72.7832 validation_0-rmse:133.352 validation_1-mae:70.4731 validation_1-rmse:128.808
[6112] validation_0-mae:72.7826 validation_0-rmse:133.351 validation_1-mae:70.4735 validation_1-rmse:128.808
[6113] validation_0-mae:72.7823 validation_0-rmse:133.351 validation_1-mae:70.474 validation_1-rmse:128.809
[6114] validation_0-mae:72.7814 validation_0-rmse:133.349 validation_1-mae:70.4737 validation_1-rmse:128.809
[6115] validation_0-mae:72.781 validation_0-rmse:133.349 validation_1-mae:70.4736 validation_1-rmse:128.809
[6116] validation_0-mae:72.7802 validation_0-rmse:133.348 validation_1-mae:70.4737 validation_1-rmse:128.809
[6117] validation_0-mae:72.7791 validation_0-rmse:133.347 validation_1-mae:70.4735 validation_1-rmse:128.809
[6118] validation_0-mae:72.7779 validation_0-rmse:133.345 validation_1-mae:70.4723 validation_1-rmse:128.807
[6119] validation_0-mae:72.777 validation_0-rmse:133.344 validation_1-mae:70.4722 validation_1-rmse:128.808
[6120] validation_0-mae:72.7764 validation_0-rmse:133.343 validation_1-mae:70.4726 validation_1-rmse:128.808
[6121] validation_0-mae:72.7755 validation_0-rmse:133.342 validation_1-mae:70.4726 validation_1-rmse:128.808
[6122] validation_0-mae:72.7744 validation_0-rmse:133.341 validation_1-mae:70.4725 validation_1-rmse:128.808
[6123] validation_0-mae:72.7741 validation_0-rmse:133.341 validation_1-mae:70.473 validation_1-rmse:128.809
[6124] validation_0-mae:72.7732 validation_0-rmse:133.339 validation_1-mae:70.4727 validation_1-rmse:128.809
[6125] validation_0-mae:72.7723 validation_0-rmse:133.338 validation_1-mae:70.4725 validation_1-rmse:128.808
[6126] validation_0-mae:72.7709 validation_0-rmse:133.337 validation_1-mae:70.4714 validation_1-rmse:128.807
[6127] validation_0-mae:72.7701 validation_0-rmse:133.336 validation_1-mae:70.4714 validation_1-rmse:128.808
[6128] validation_0-mae:72.7692 validation_0-rmse:133.335 validation_1-mae:70.4711 validation_1-rmse:128.807
[6129] validation_0-mae:72.7684 validation_0-rmse:133.334 validation_1-mae:70.4714 validation_1-rmse:128.808
[6130] validation_0-mae:72.7681 validation_0-rmse:133.333 validation_1-mae:70.4719 validation_1-rmse:128.809
[6131] validation_0-mae:72.7677 validation_0-rmse:133.333 validation_1-mae:70.4718 validation_1-rmse:128.809
[6132] validation_0-mae:72.766 validation_0-rmse:133.329 validation_1-mae:70.4722 validation_1-rmse:128.811
[6133] validation_0-mae:72.7651 validation_0-rmse:133.327 validation_1-mae:70.4719 validation_1-rmse:128.811
[6134] validation_0-mae:72.7639 validation_0-rmse:133.325 validation_1-mae:70.4707 validation_1-rmse:128.809
[6135] validation_0-mae:72.7631 validation_0-rmse:133.324 validation_1-mae:70.4708 validation_1-rmse:128.81
[6136] validation_0-mae:72.7625 validation_0-rmse:133.323 validation_1-mae:70.4712 validation_1-rmse:128.81
[6137] validation_0-mae:72.7622 validation_0-rmse:133.323 validation_1-mae:70.4711 validation_1-rmse:128.81
[6138] validation_0-mae:72.7606 validation_0-rmse:133.321 validation_1-mae:70.4706 validation_1-rmse:128.81
[6139] validation_0-mae:72.7598 validation_0-rmse:133.32 validation_1-mae:70.4708 validation_1-rmse:128.811
[6140] validation_0-mae:72.7584 validation_0-rmse:133.319 validation_1-mae:70.4697 validation_1-rmse:128.809
[6141] validation_0-mae:72.7576 validation_0-rmse:133.318 validation_1-mae:70.4697 validation_1-rmse:128.81
[6142] validation_0-mae:72.7567 validation_0-rmse:133.316 validation_1-mae:70.4694 validation_1-rmse:128.81
[6143] validation_0-mae:72.7561 validation_0-rmse:133.316 validation_1-mae:70.4699 validation_1-rmse:128.81
[6144] validation_0-mae:72.7549 validation_0-rmse:133.314 validation_1-mae:70.4687 validation_1-rmse:128.808
[6145] validation_0-mae:72.7541 validation_0-rmse:133.313 validation_1-mae:70.469 validation_1-rmse:128.809
[6146] validation_0-mae:72.7538 validation_0-rmse:133.312 validation_1-mae:70.4689 validation_1-rmse:128.809
[6147] validation_0-mae:72.7522 validation_0-rmse:133.311 validation_1-mae:70.4684 validation_1-rmse:128.809
[6148] validation_0-mae:72.7514 validation_0-rmse:133.309 validation_1-mae:70.4685 validation_1-rmse:128.81
[6149] validation_0-mae:72.7503 validation_0-rmse:133.309 validation_1-mae:70.4683 validation_1-rmse:128.81
[6150] validation_0-mae:72.7494 validation_0-rmse:133.307 validation_1-mae:70.468 validation_1-rmse:128.81
[6151] validation_0-mae:72.7488 validation_0-rmse:133.306 validation_1-mae:70.4684 validation_1-rmse:128.81
[6152] validation_0-mae:72.7472 validation_0-rmse:133.305 validation_1-mae:70.4679 validation_1-rmse:128.81
[6153] validation_0-mae:72.7464 validation_0-rmse:133.303 validation_1-mae:70.468 validation_1-rmse:128.811
[6154] validation_0-mae:72.745 validation_0-rmse:133.303 validation_1-mae:70.4668 validation_1-rmse:128.809
[6155] validation_0-mae:72.7442 validation_0-rmse:133.301 validation_1-mae:70.4671 validation_1-rmse:128.81
[6156] validation_0-mae:72.7431 validation_0-rmse:133.3 validation_1-mae:70.466 validation_1-rmse:128.809
[6157] validation_0-mae:72.7421 validation_0-rmse:133.298 validation_1-mae:70.4659 validation_1-rmse:128.809
[6158] validation_0-mae:72.7413 validation_0-rmse:133.297 validation_1-mae:70.4653 validation_1-rmse:128.808
[6159] validation_0-mae:72.7409 validation_0-rmse:133.297 validation_1-mae:70.4652 validation_1-rmse:128.808
[6160] validation_0-mae:72.7404 validation_0-rmse:133.296 validation_1-mae:70.4657 validation_1-rmse:128.808
[6161] validation_0-mae:72.7392 validation_0-rmse:133.295 validation_1-mae:70.4655 validation_1-rmse:128.808
[6162] validation_0-mae:72.7375 validation_0-rmse:133.291 validation_1-mae:70.4659 validation_1-rmse:128.81
[6163] validation_0-mae:72.7367 validation_0-rmse:133.29 validation_1-mae:70.4662 validation_1-rmse:128.811
[6164] validation_0-mae:72.7351 validation_0-rmse:133.288 validation_1-mae:70.4657 validation_1-rmse:128.811
[6165] validation_0-mae:72.7342 validation_0-rmse:133.287 validation_1-mae:70.4651 validation_1-rmse:128.811
[6166] validation_0-mae:72.7339 validation_0-rmse:133.286 validation_1-mae:70.465 validation_1-rmse:128.811
[6167] validation_0-mae:72.7333 validation_0-rmse:133.286 validation_1-mae:70.4654 validation_1-rmse:128.811
[6168] validation_0-mae:72.7318 validation_0-rmse:133.284 validation_1-mae:70.4649 validation_1-rmse:128.811
[6169] validation_0-mae:72.7309 validation_0-rmse:133.283 validation_1-mae:70.4652 validation_1-rmse:128.812
[6170] validation_0-mae:72.7301 validation_0-rmse:133.281 validation_1-mae:70.4653 validation_1-rmse:128.812
[6171] validation_0-mae:72.729 validation_0-rmse:133.28 validation_1-mae:70.4642 validation_1-rmse:128.811
[6172] validation_0-mae:72.7281 validation_0-rmse:133.278 validation_1-mae:70.4639 validation_1-rmse:128.811
[6173] validation_0-mae:72.7268 validation_0-rmse:133.277 validation_1-mae:70.4627 validation_1-rmse:128.809
[6174] validation_0-mae:72.726 validation_0-rmse:133.276 validation_1-mae:70.463 validation_1-rmse:128.81
[6175] validation_0-mae:72.7254 validation_0-rmse:133.275 validation_1-mae:70.4634 validation_1-rmse:128.81
[6176] validation_0-mae:72.7246 validation_0-rmse:133.274 validation_1-mae:70.4635 validation_1-rmse:128.811
[6177] validation_0-mae:72.7231 validation_0-rmse:133.272 validation_1-mae:70.4631 validation_1-rmse:128.811
[6178] validation_0-mae:72.7228 validation_0-rmse:133.272 validation_1-mae:70.4631 validation_1-rmse:128.811
[6179] validation_0-mae:72.7217 validation_0-rmse:133.271 validation_1-mae:70.4629 validation_1-rmse:128.811
[6180] validation_0-mae:72.7208 validation_0-rmse:133.27 validation_1-mae:70.4626 validation_1-rmse:128.811
[6181] validation_0-mae:72.7193 validation_0-rmse:133.268 validation_1-mae:70.4623 validation_1-rmse:128.811
[6182] validation_0-mae:72.7185 validation_0-rmse:133.267 validation_1-mae:70.4623 validation_1-rmse:128.812
[6183] validation_0-mae:72.7175 validation_0-rmse:133.266 validation_1-mae:70.4619 validation_1-rmse:128.811
[6184] validation_0-mae:72.7167 validation_0-rmse:133.264 validation_1-mae:70.4622 validation_1-rmse:128.812
[6185] validation_0-mae:72.7161 validation_0-rmse:133.264 validation_1-mae:70.4626 validation_1-rmse:128.812
[6186] validation_0-mae:72.715 validation_0-rmse:133.262 validation_1-mae:70.4615 validation_1-rmse:128.811
[6187] validation_0-mae:72.7142 validation_0-rmse:133.261 validation_1-mae:70.4616 validation_1-rmse:128.811
[6188] validation_0-mae:72.7139 validation_0-rmse:133.26 validation_1-mae:70.4615 validation_1-rmse:128.811
[6189] validation_0-mae:72.7128 validation_0-rmse:133.259 validation_1-mae:70.4603 validation_1-rmse:128.81
[6190] validation_0-mae:72.7119 validation_0-rmse:133.257 validation_1-mae:70.4602 validation_1-rmse:128.81
[6191] validation_0-mae:72.7105 validation_0-rmse:133.257 validation_1-mae:70.4591 validation_1-rmse:128.809
[6192] validation_0-mae:72.7097 validation_0-rmse:133.255 validation_1-mae:70.4594 validation_1-rmse:128.81
[6193] validation_0-mae:72.7092 validation_0-rmse:133.254 validation_1-mae:70.4598 validation_1-rmse:128.81
[6194] validation_0-mae:72.7083 validation_0-rmse:133.253 validation_1-mae:70.4593 validation_1-rmse:128.809
[6195] validation_0-mae:72.708 validation_0-rmse:133.253 validation_1-mae:70.4592 validation_1-rmse:128.809
[6196] validation_0-mae:72.7065 validation_0-rmse:133.251 validation_1-mae:70.4589 validation_1-rmse:128.81
[6197] validation_0-mae:72.7057 validation_0-rmse:133.25 validation_1-mae:70.4592 validation_1-rmse:128.81
[6198] validation_0-mae:72.7044 validation_0-rmse:133.249 validation_1-mae:70.458 validation_1-rmse:128.809
[6199] validation_0-mae:72.7036 validation_0-rmse:133.248 validation_1-mae:70.458 validation_1-rmse:128.81
[6200] validation_0-mae:72.703 validation_0-rmse:133.247 validation_1-mae:70.4585 validation_1-rmse:128.81
[6201] validation_0-mae:72.7022 validation_0-rmse:133.246 validation_1-mae:70.4588 validation_1-rmse:128.811
[6202] validation_0-mae:72.7008 validation_0-rmse:133.244 validation_1-mae:70.4584 validation_1-rmse:128.811
[6203] validation_0-mae:72.6999 validation_0-rmse:133.243 validation_1-mae:70.4579 validation_1-rmse:128.811
[6204] validation_0-mae:72.6988 validation_0-rmse:133.242 validation_1-mae:70.4578 validation_1-rmse:128.811
[6205] validation_0-mae:72.698 validation_0-rmse:133.241 validation_1-mae:70.4581 validation_1-rmse:128.811
[6206] validation_0-mae:72.6965 validation_0-rmse:133.239 validation_1-mae:70.4577 validation_1-rmse:128.812
[6207] validation_0-mae:72.6962 validation_0-rmse:133.239 validation_1-mae:70.4576 validation_1-rmse:128.812
[6208] validation_0-mae:72.6957 validation_0-rmse:133.238 validation_1-mae:70.4581 validation_1-rmse:128.812
[6209] validation_0-mae:72.6948 validation_0-rmse:133.237 validation_1-mae:70.4576 validation_1-rmse:128.811
[6210] validation_0-mae:72.6937 validation_0-rmse:133.235 validation_1-mae:70.4564 validation_1-rmse:128.81
[6211] validation_0-mae:72.692 validation_0-rmse:133.231 validation_1-mae:70.4568 validation_1-rmse:128.812
[6212] validation_0-mae:72.6912 validation_0-rmse:133.23 validation_1-mae:70.4571 validation_1-rmse:128.813
[6213] validation_0-mae:72.6909 validation_0-rmse:133.229 validation_1-mae:70.457 validation_1-rmse:128.812
[6214] validation_0-mae:72.6894 validation_0-rmse:133.228 validation_1-mae:70.4566 validation_1-rmse:128.813
[6215] validation_0-mae:72.6887 validation_0-rmse:133.226 validation_1-mae:70.457 validation_1-rmse:128.814
[6216] validation_0-mae:72.6881 validation_0-rmse:133.226 validation_1-mae:70.4574 validation_1-rmse:128.814
[6217] validation_0-mae:72.6869 validation_0-rmse:133.225 validation_1-mae:70.4564 validation_1-rmse:128.813
[6218] validation_0-mae:72.6861 validation_0-rmse:133.224 validation_1-mae:70.4559 validation_1-rmse:128.812
[6219] validation_0-mae:72.6853 validation_0-rmse:133.222 validation_1-mae:70.4562 validation_1-rmse:128.813
[6220] validation_0-mae:72.6842 validation_0-rmse:133.221 validation_1-mae:70.4551 validation_1-rmse:128.812
[6221] validation_0-mae:72.6834 validation_0-rmse:133.219 validation_1-mae:70.4551 validation_1-rmse:128.812
[6222] validation_0-mae:72.6823 validation_0-rmse:133.219 validation_1-mae:70.455 validation_1-rmse:128.812
[6223] validation_0-mae:72.6808 validation_0-rmse:133.217 validation_1-mae:70.4547 validation_1-rmse:128.813
[6224] validation_0-mae:72.68 validation_0-rmse:133.216 validation_1-mae:70.4544 validation_1-rmse:128.812
[6225] validation_0-mae:72.6794 validation_0-rmse:133.215 validation_1-mae:70.4548 validation_1-rmse:128.813
[6226] validation_0-mae:72.6791 validation_0-rmse:133.215 validation_1-mae:70.4547 validation_1-rmse:128.813
[6227] validation_0-mae:72.6776 validation_0-rmse:133.213 validation_1-mae:70.4542 validation_1-rmse:128.813
[6228] validation_0-mae:72.6768 validation_0-rmse:133.211 validation_1-mae:70.4546 validation_1-rmse:128.814
[6229] validation_0-mae:72.676 validation_0-rmse:133.21 validation_1-mae:70.4546 validation_1-rmse:128.814
[6230] validation_0-mae:72.6748 validation_0-rmse:133.21 validation_1-mae:70.4537 validation_1-rmse:128.813
[6231] validation_0-mae:72.674 validation_0-rmse:133.208 validation_1-mae:70.4534 validation_1-rmse:128.813
[6232] validation_0-mae:72.6729 validation_0-rmse:133.207 validation_1-mae:70.4523 validation_1-rmse:128.812
[6233] validation_0-mae:72.6721 validation_0-rmse:133.205 validation_1-mae:70.4523 validation_1-rmse:128.812
[6234] validation_0-mae:72.6716 validation_0-rmse:133.205 validation_1-mae:70.4528 validation_1-rmse:128.812
[6235] validation_0-mae:72.6705 validation_0-rmse:133.204 validation_1-mae:70.4526 validation_1-rmse:128.812
[6236] validation_0-mae:72.6696 validation_0-rmse:133.203 validation_1-mae:70.4526 validation_1-rmse:128.812
[6237] validation_0-mae:72.6688 validation_0-rmse:133.201 validation_1-mae:70.4526 validation_1-rmse:128.813
[6238] validation_0-mae:72.6685 validation_0-rmse:133.201 validation_1-mae:70.4526 validation_1-rmse:128.813
[6239] validation_0-mae:72.6671 validation_0-rmse:133.199 validation_1-mae:70.4522 validation_1-rmse:128.813
[6240] validation_0-mae:72.6662 validation_0-rmse:133.198 validation_1-mae:70.4518 validation_1-rmse:128.813
[6241] validation_0-mae:72.6656 validation_0-rmse:133.197 validation_1-mae:70.4522 validation_1-rmse:128.813
[6242] validation_0-mae:72.6639 validation_0-rmse:133.193 validation_1-mae:70.4526 validation_1-rmse:128.815
[6243] validation_0-mae:72.6624 validation_0-rmse:133.191 validation_1-mae:70.4522 validation_1-rmse:128.815
[6244] validation_0-mae:72.6617 validation_0-rmse:133.19 validation_1-mae:70.4523 validation_1-rmse:128.816
[6245] validation_0-mae:72.6608 validation_0-rmse:133.189 validation_1-mae:70.452 validation_1-rmse:128.816
[6246] validation_0-mae:72.6605 validation_0-rmse:133.189 validation_1-mae:70.4519 validation_1-rmse:128.816
[6247] validation_0-mae:72.6594 validation_0-rmse:133.187 validation_1-mae:70.4508 validation_1-rmse:128.814
[6248] validation_0-mae:72.6583 validation_0-rmse:133.186 validation_1-mae:70.4499 validation_1-rmse:128.813
[6249] validation_0-mae:72.6574 validation_0-rmse:133.185 validation_1-mae:70.45 validation_1-rmse:128.814
[6250] validation_0-mae:72.6567 validation_0-rmse:133.184 validation_1-mae:70.4501 validation_1-rmse:128.814
[6251] validation_0-mae:72.6554 validation_0-rmse:133.183 validation_1-mae:70.4491 validation_1-rmse:128.813
[6252] validation_0-mae:72.6547 validation_0-rmse:133.182 validation_1-mae:70.4495 validation_1-rmse:128.814
[6253] validation_0-mae:72.6532 validation_0-rmse:133.18 validation_1-mae:70.4491 validation_1-rmse:128.815
[6254] validation_0-mae:72.6524 validation_0-rmse:133.179 validation_1-mae:70.4487 validation_1-rmse:128.814
[6255] validation_0-mae:72.6513 validation_0-rmse:133.178 validation_1-mae:70.4485 validation_1-rmse:128.814
[6256] validation_0-mae:72.6502 validation_0-rmse:133.176 validation_1-mae:70.4474 validation_1-rmse:128.813
[6257] validation_0-mae:72.6494 validation_0-rmse:133.175 validation_1-mae:70.4476 validation_1-rmse:128.813
[6258] validation_0-mae:72.6485 validation_0-rmse:133.174 validation_1-mae:70.4474 validation_1-rmse:128.813
[6259] validation_0-mae:72.6478 validation_0-rmse:133.173 validation_1-mae:70.4474 validation_1-rmse:128.814
[6260] validation_0-mae:72.6465 validation_0-rmse:133.172 validation_1-mae:70.4464 validation_1-rmse:128.813
[6261] validation_0-mae:72.6462 validation_0-rmse:133.172 validation_1-mae:70.4464 validation_1-rmse:128.812
[6262] validation_0-mae:72.6454 validation_0-rmse:133.17 validation_1-mae:70.4465 validation_1-rmse:128.813
[6263] validation_0-mae:72.6441 validation_0-rmse:133.17 validation_1-mae:70.4455 validation_1-rmse:128.812
[6264] validation_0-mae:72.6433 validation_0-rmse:133.168 validation_1-mae:70.4452 validation_1-rmse:128.812
[6265] validation_0-mae:72.643 validation_0-rmse:133.168 validation_1-mae:70.4451 validation_1-rmse:128.812
[6266] validation_0-mae:72.6419 validation_0-rmse:133.167 validation_1-mae:70.445 validation_1-rmse:128.812
[6267] validation_0-mae:72.6411 validation_0-rmse:133.166 validation_1-mae:70.4453 validation_1-rmse:128.813
[6268] validation_0-mae:72.6397 validation_0-rmse:133.164 validation_1-mae:70.445 validation_1-rmse:128.813
[6269] validation_0-mae:72.6388 validation_0-rmse:133.163 validation_1-mae:70.4448 validation_1-rmse:128.813
[6270] validation_0-mae:72.638 validation_0-rmse:133.162 validation_1-mae:70.4443 validation_1-rmse:128.812
[6271] validation_0-mae:72.6367 validation_0-rmse:133.161 validation_1-mae:70.4433 validation_1-rmse:128.811
[6272] validation_0-mae:72.6359 validation_0-rmse:133.16 validation_1-mae:70.4435 validation_1-rmse:128.812
[6273] validation_0-mae:72.6351 validation_0-rmse:133.159 validation_1-mae:70.4433 validation_1-rmse:128.812
[6274] validation_0-mae:72.634 validation_0-rmse:133.158 validation_1-mae:70.4423 validation_1-rmse:128.811
[6275] validation_0-mae:72.6332 validation_0-rmse:133.157 validation_1-mae:70.4427 validation_1-rmse:128.812
[6276] validation_0-mae:72.6321 validation_0-rmse:133.155 validation_1-mae:70.4416 validation_1-rmse:128.81
[6277] validation_0-mae:72.6314 validation_0-rmse:133.154 validation_1-mae:70.4414 validation_1-rmse:128.81
[6278] validation_0-mae:72.6301 validation_0-rmse:133.153 validation_1-mae:70.4404 validation_1-rmse:128.809
[6279] validation_0-mae:72.6293 validation_0-rmse:133.152 validation_1-mae:70.4406 validation_1-rmse:128.81
[6280] validation_0-mae:72.629 validation_0-rmse:133.152 validation_1-mae:70.4405 validation_1-rmse:128.81
[6281] validation_0-mae:72.6273 validation_0-rmse:133.147 validation_1-mae:70.4408 validation_1-rmse:128.812
[6282] validation_0-mae:72.6262 validation_0-rmse:133.146 validation_1-mae:70.4397 validation_1-rmse:128.81
[6283] validation_0-mae:72.6254 validation_0-rmse:133.145 validation_1-mae:70.4395 validation_1-rmse:128.81
[6284] validation_0-mae:72.6241 validation_0-rmse:133.144 validation_1-mae:70.4385 validation_1-rmse:128.809
[6285] validation_0-mae:72.6234 validation_0-rmse:133.143 validation_1-mae:70.4386 validation_1-rmse:128.81
[6286] validation_0-mae:72.6231 validation_0-rmse:133.142 validation_1-mae:70.4385 validation_1-rmse:128.81
[6287] validation_0-mae:72.6217 validation_0-rmse:133.141 validation_1-mae:70.4382 validation_1-rmse:128.81
[6288] validation_0-mae:72.6209 validation_0-rmse:133.139 validation_1-mae:70.4382 validation_1-rmse:128.81
[6289] validation_0-mae:72.6197 validation_0-rmse:133.139 validation_1-mae:70.4372 validation_1-rmse:128.809
[6290] validation_0-mae:72.6189 validation_0-rmse:133.137 validation_1-mae:70.4373 validation_1-rmse:128.81
[6291] validation_0-mae:72.6179 validation_0-rmse:133.136 validation_1-mae:70.4362 validation_1-rmse:128.808
[6292] validation_0-mae:72.6171 validation_0-rmse:133.135 validation_1-mae:70.4364 validation_1-rmse:128.809
[6293] validation_0-mae:72.6159 validation_0-rmse:133.134 validation_1-mae:70.4354 validation_1-rmse:128.808
[6294] validation_0-mae:72.6151 validation_0-rmse:133.132 validation_1-mae:70.4355 validation_1-rmse:128.808
[6295] validation_0-mae:72.6148 validation_0-rmse:133.132 validation_1-mae:70.4354 validation_1-rmse:128.808
[6296] validation_0-mae:72.6131 validation_0-rmse:133.128 validation_1-mae:70.4358 validation_1-rmse:128.81
[6297] validation_0-mae:72.6116 validation_0-rmse:133.126 validation_1-mae:70.4354 validation_1-rmse:128.811
[6298] validation_0-mae:72.6108 validation_0-rmse:133.125 validation_1-mae:70.435 validation_1-rmse:128.81
[6299] validation_0-mae:72.6096 validation_0-rmse:133.125 validation_1-mae:70.434 validation_1-rmse:128.809
[6300] validation_0-mae:72.6088 validation_0-rmse:133.123 validation_1-mae:70.4342 validation_1-rmse:128.81
[6301] validation_0-mae:72.6077 validation_0-rmse:133.122 validation_1-mae:70.4333 validation_1-rmse:128.809
[6302] validation_0-mae:72.6069 validation_0-rmse:133.121 validation_1-mae:70.4334 validation_1-rmse:128.81
[6303] validation_0-mae:72.6062 validation_0-rmse:133.12 validation_1-mae:70.4334 validation_1-rmse:128.81
[6304] validation_0-mae:72.6051 validation_0-rmse:133.118 validation_1-mae:70.4323 validation_1-rmse:128.808
[6305] validation_0-mae:72.6044 validation_0-rmse:133.117 validation_1-mae:70.4324 validation_1-rmse:128.809
[6306] validation_0-mae:72.6033 validation_0-rmse:133.117 validation_1-mae:70.4323 validation_1-rmse:128.809
[6307] validation_0-mae:72.6021 validation_0-rmse:133.116 validation_1-mae:70.4313 validation_1-rmse:128.808
[6308] validation_0-mae:72.6012 validation_0-rmse:133.115 validation_1-mae:70.4309 validation_1-rmse:128.808
[6309] validation_0-mae:72.6001 validation_0-rmse:133.113 validation_1-mae:70.4298 validation_1-rmse:128.806
[6310] validation_0-mae:72.5994 validation_0-rmse:133.112 validation_1-mae:70.4299 validation_1-rmse:128.807
[6311] validation_0-mae:72.5991 validation_0-rmse:133.111 validation_1-mae:70.4299 validation_1-rmse:128.806
[6312] validation_0-mae:72.5977 validation_0-rmse:133.11 validation_1-mae:70.4296 validation_1-rmse:128.807
[6313] validation_0-mae:72.5969 validation_0-rmse:133.109 validation_1-mae:70.4296 validation_1-rmse:128.807
[6314] validation_0-mae:72.5958 validation_0-rmse:133.108 validation_1-mae:70.4295 validation_1-rmse:128.807
[6315] validation_0-mae:72.5946 validation_0-rmse:133.107 validation_1-mae:70.4285 validation_1-rmse:128.806
[6316] validation_0-mae:72.5938 validation_0-rmse:133.106 validation_1-mae:70.4287 validation_1-rmse:128.807
[6317] validation_0-mae:72.5931 validation_0-rmse:133.105 validation_1-mae:70.4286 validation_1-rmse:128.807
[6318] validation_0-mae:72.592 validation_0-rmse:133.103 validation_1-mae:70.4275 validation_1-rmse:128.806
[6319] validation_0-mae:72.5917 validation_0-rmse:133.103 validation_1-mae:70.4274 validation_1-rmse:128.806
[6320] validation_0-mae:72.59 validation_0-rmse:133.099 validation_1-mae:70.4277 validation_1-rmse:128.807
[6321] validation_0-mae:72.5893 validation_0-rmse:133.098 validation_1-mae:70.4277 validation_1-rmse:128.808
[6322] validation_0-mae:72.588 validation_0-rmse:133.097 validation_1-mae:70.4267 validation_1-rmse:128.807
[6323] validation_0-mae:72.5869 validation_0-rmse:133.096 validation_1-mae:70.4258 validation_1-rmse:128.806
[6324] validation_0-mae:72.5862 validation_0-rmse:133.095 validation_1-mae:70.4259 validation_1-rmse:128.806
[6325] validation_0-mae:72.5854 validation_0-rmse:133.094 validation_1-mae:70.4257 validation_1-rmse:128.806
[6326] validation_0-mae:72.5839 validation_0-rmse:133.092 validation_1-mae:70.4254 validation_1-rmse:128.807
[6327] validation_0-mae:72.5832 validation_0-rmse:133.091 validation_1-mae:70.4256 validation_1-rmse:128.807
[6328] validation_0-mae:72.5819 validation_0-rmse:133.09 validation_1-mae:70.4246 validation_1-rmse:128.806
[6329] validation_0-mae:72.5812 validation_0-rmse:133.089 validation_1-mae:70.4247 validation_1-rmse:128.807
[6330] validation_0-mae:72.5809 validation_0-rmse:133.089 validation_1-mae:70.4246 validation_1-rmse:128.807
[6331] validation_0-mae:72.5799 validation_0-rmse:133.087 validation_1-mae:70.4235 validation_1-rmse:128.805
[6332] validation_0-mae:72.5791 validation_0-rmse:133.086 validation_1-mae:70.4236 validation_1-rmse:128.806
[6333] validation_0-mae:72.5781 validation_0-rmse:133.085 validation_1-mae:70.4235 validation_1-rmse:128.806
[6334] validation_0-mae:72.5766 validation_0-rmse:133.083 validation_1-mae:70.4232 validation_1-rmse:128.806
[6335] validation_0-mae:72.5759 validation_0-rmse:133.082 validation_1-mae:70.4233 validation_1-rmse:128.807
[6336] validation_0-mae:72.575 validation_0-rmse:133.081 validation_1-mae:70.4231 validation_1-rmse:128.806
[6337] validation_0-mae:72.5743 validation_0-rmse:133.08 validation_1-mae:70.4233 validation_1-rmse:128.807
[6338] validation_0-mae:72.5731 validation_0-rmse:133.079 validation_1-mae:70.4224 validation_1-rmse:128.806
[6339] validation_0-mae:72.5723 validation_0-rmse:133.078 validation_1-mae:70.4219 validation_1-rmse:128.806
[6340] validation_0-mae:72.572 validation_0-rmse:133.078 validation_1-mae:70.4218 validation_1-rmse:128.806
[6341] validation_0-mae:72.5709 validation_0-rmse:133.076 validation_1-mae:70.4207 validation_1-rmse:128.804
[6342] validation_0-mae:72.5701 validation_0-rmse:133.075 validation_1-mae:70.4207 validation_1-rmse:128.804
[6343] validation_0-mae:72.569 validation_0-rmse:133.074 validation_1-mae:70.4198 validation_1-rmse:128.803
[6344] validation_0-mae:72.5682 validation_0-rmse:133.073 validation_1-mae:70.4199 validation_1-rmse:128.804
[6345] validation_0-mae:72.567 validation_0-rmse:133.072 validation_1-mae:70.4189 validation_1-rmse:128.803
[6346] validation_0-mae:72.5663 validation_0-rmse:133.071 validation_1-mae:70.4192 validation_1-rmse:128.804
[6347] validation_0-mae:72.5646 validation_0-rmse:133.067 validation_1-mae:70.4196 validation_1-rmse:128.806
[6348] validation_0-mae:72.5636 validation_0-rmse:133.065 validation_1-mae:70.4185 validation_1-rmse:128.804
[6349] validation_0-mae:72.5628 validation_0-rmse:133.064 validation_1-mae:70.4185 validation_1-rmse:128.805
[6350] validation_0-mae:72.562 validation_0-rmse:133.063 validation_1-mae:70.418 validation_1-rmse:128.804
[6351] validation_0-mae:72.5608 validation_0-rmse:133.062 validation_1-mae:70.4171 validation_1-rmse:128.803
[6352] validation_0-mae:72.5605 validation_0-rmse:133.062 validation_1-mae:70.417 validation_1-rmse:128.803
[6353] validation_0-mae:72.5591 validation_0-rmse:133.06 validation_1-mae:70.4167 validation_1-rmse:128.803
[6354] validation_0-mae:72.5584 validation_0-rmse:133.059 validation_1-mae:70.4171 validation_1-rmse:128.804
[6355] validation_0-mae:72.5572 validation_0-rmse:133.058 validation_1-mae:70.4162 validation_1-rmse:128.803
[6356] validation_0-mae:72.5565 validation_0-rmse:133.057 validation_1-mae:70.4163 validation_1-rmse:128.804
[6357] validation_0-mae:72.5558 validation_0-rmse:133.056 validation_1-mae:70.4163 validation_1-rmse:128.804
[6358] validation_0-mae:72.5547 validation_0-rmse:133.054 validation_1-mae:70.4152 validation_1-rmse:128.803
[6359] validation_0-mae:72.5535 validation_0-rmse:133.053 validation_1-mae:70.4142 validation_1-rmse:128.802
[6360] validation_0-mae:72.5528 validation_0-rmse:133.052 validation_1-mae:70.4144 validation_1-rmse:128.802
[6361] validation_0-mae:72.5517 validation_0-rmse:133.052 validation_1-mae:70.4142 validation_1-rmse:128.802
[6362] validation_0-mae:72.551 validation_0-rmse:133.05 validation_1-mae:70.4143 validation_1-rmse:128.803
[6363] validation_0-mae:72.5507 validation_0-rmse:133.05 validation_1-mae:70.4143 validation_1-rmse:128.803
[6364] validation_0-mae:72.5493 validation_0-rmse:133.048 validation_1-mae:70.414 validation_1-rmse:128.803
[6365] validation_0-mae:72.5486 validation_0-rmse:133.047 validation_1-mae:70.4141 validation_1-rmse:128.804
[6366] validation_0-mae:72.5474 validation_0-rmse:133.047 validation_1-mae:70.4132 validation_1-rmse:128.803
[6367] validation_0-mae:72.5466 validation_0-rmse:133.045 validation_1-mae:70.4134 validation_1-rmse:128.804
[6368] validation_0-mae:72.5456 validation_0-rmse:133.045 validation_1-mae:70.4133 validation_1-rmse:128.803
[6369] validation_0-mae:72.5445 validation_0-rmse:133.043 validation_1-mae:70.4122 validation_1-rmse:128.802
[6370] validation_0-mae:72.5438 validation_0-rmse:133.042 validation_1-mae:70.4123 validation_1-rmse:128.802
[6371] validation_0-mae:72.5421 validation_0-rmse:133.038 validation_1-mae:70.4126 validation_1-rmse:128.804
[6372] validation_0-mae:72.5414 validation_0-rmse:133.037 validation_1-mae:70.4122 validation_1-rmse:128.804
[6373] validation_0-mae:72.5402 validation_0-rmse:133.036 validation_1-mae:70.4113 validation_1-rmse:128.803
[6374] validation_0-mae:72.5394 validation_0-rmse:133.035 validation_1-mae:70.4115 validation_1-rmse:128.804
[6375] validation_0-mae:72.5391 validation_0-rmse:133.035 validation_1-mae:70.4114 validation_1-rmse:128.804
[6376] validation_0-mae:72.5381 validation_0-rmse:133.033 validation_1-mae:70.4103 validation_1-rmse:128.802
[6377] validation_0-mae:72.5373 validation_0-rmse:133.032 validation_1-mae:70.4102 validation_1-rmse:128.802
[6378] validation_0-mae:72.5362 validation_0-rmse:133.031 validation_1-mae:70.4093 validation_1-rmse:128.801
[6379] validation_0-mae:72.5355 validation_0-rmse:133.03 validation_1-mae:70.4095 validation_1-rmse:128.802
[6380] validation_0-mae:72.5343 validation_0-rmse:133.029 validation_1-mae:70.4086 validation_1-rmse:128.801
[6381] validation_0-mae:72.5336 validation_0-rmse:133.028 validation_1-mae:70.4087 validation_1-rmse:128.802
[6382] validation_0-mae:72.5325 validation_0-rmse:133.027 validation_1-mae:70.4076 validation_1-rmse:128.8
[6383] validation_0-mae:72.5318 validation_0-rmse:133.025 validation_1-mae:70.4077 validation_1-rmse:128.801
[6384] validation_0-mae:72.5307 validation_0-rmse:133.025 validation_1-mae:70.4076 validation_1-rmse:128.8
[6385] validation_0-mae:72.5293 validation_0-rmse:133.023 validation_1-mae:70.4073 validation_1-rmse:128.802
[6386] validation_0-mae:72.5285 validation_0-rmse:133.022 validation_1-mae:70.4069 validation_1-rmse:128.801
[6387] validation_0-mae:72.5273 validation_0-rmse:133.021 validation_1-mae:70.406 validation_1-rmse:128.8
[6388] validation_0-mae:72.5266 validation_0-rmse:133.02 validation_1-mae:70.4061 validation_1-rmse:128.801
[6389] validation_0-mae:72.5263 validation_0-rmse:133.02 validation_1-mae:70.4061 validation_1-rmse:128.801
[6390] validation_0-mae:72.5246 validation_0-rmse:133.016 validation_1-mae:70.4064 validation_1-rmse:128.803
[6391] validation_0-mae:72.5232 validation_0-rmse:133.014 validation_1-mae:70.4061 validation_1-rmse:128.803
[6392] validation_0-mae:72.5225 validation_0-rmse:133.013 validation_1-mae:70.4062 validation_1-rmse:128.804
[6393] validation_0-mae:72.5218 validation_0-rmse:133.012 validation_1-mae:70.4058 validation_1-rmse:128.803
[6394] validation_0-mae:72.5206 validation_0-rmse:133.011 validation_1-mae:70.4049 validation_1-rmse:128.802
[6395] validation_0-mae:72.5203 validation_0-rmse:133.011 validation_1-mae:70.4048 validation_1-rmse:128.802
[6396] validation_0-mae:72.5192 validation_0-rmse:133.009 validation_1-mae:70.4037 validation_1-rmse:128.801
[6397] validation_0-mae:72.5185 validation_0-rmse:133.008 validation_1-mae:70.404 validation_1-rmse:128.802
[6398] validation_0-mae:72.5173 validation_0-rmse:133.007 validation_1-mae:70.4031 validation_1-rmse:128.801
[6399] validation_0-mae:72.5167 validation_0-rmse:133.006 validation_1-mae:70.4032 validation_1-rmse:128.801
[6400] validation_0-mae:72.516 validation_0-rmse:133.005 validation_1-mae:70.4033 validation_1-rmse:128.802
[6401] validation_0-mae:72.5149 validation_0-rmse:133.004 validation_1-mae:70.4026 validation_1-rmse:128.801
[6402] validation_0-mae:72.5138 validation_0-rmse:133.003 validation_1-mae:70.4025 validation_1-rmse:128.801
[6403] validation_0-mae:72.5131 validation_0-rmse:133.002 validation_1-mae:70.4026 validation_1-rmse:128.801
[6404] validation_0-mae:72.5124 validation_0-rmse:133.001 validation_1-mae:70.4017 validation_1-rmse:128.8
[6405] validation_0-mae:72.5117 validation_0-rmse:133 validation_1-mae:70.4017 validation_1-rmse:128.8
[6406] validation_0-mae:72.5103 validation_0-rmse:132.998 validation_1-mae:70.4014 validation_1-rmse:128.801
[6407] validation_0-mae:72.5091 validation_0-rmse:132.997 validation_1-mae:70.4005 validation_1-rmse:128.8
[6408] validation_0-mae:72.5083 validation_0-rmse:132.996 validation_1-mae:70.4007 validation_1-rmse:128.801
[6409] validation_0-mae:72.5081 validation_0-rmse:132.996 validation_1-mae:70.4006 validation_1-rmse:128.801
[6410] validation_0-mae:72.5064 validation_0-rmse:132.992 validation_1-mae:70.401 validation_1-rmse:128.803
[6411] validation_0-mae:72.5056 validation_0-rmse:132.991 validation_1-mae:70.4006 validation_1-rmse:128.803
[6412] validation_0-mae:72.5049 validation_0-rmse:132.989 validation_1-mae:70.3998 validation_1-rmse:128.801
[6413] validation_0-mae:72.504 validation_0-rmse:132.988 validation_1-mae:70.3996 validation_1-rmse:128.801
[6414] validation_0-mae:72.5033 validation_0-rmse:132.987 validation_1-mae:70.3997 validation_1-rmse:128.801
[6415] validation_0-mae:72.5023 validation_0-rmse:132.986 validation_1-mae:70.399 validation_1-rmse:128.801
[6416] validation_0-mae:72.5016 validation_0-rmse:132.985 validation_1-mae:70.3991 validation_1-rmse:128.801
[6417] validation_0-mae:72.5013 validation_0-rmse:132.984 validation_1-mae:70.3991 validation_1-rmse:128.801
[6418] validation_0-mae:72.4999 validation_0-rmse:132.983 validation_1-mae:70.3987 validation_1-rmse:128.802
[6419] validation_0-mae:72.4992 validation_0-rmse:132.982 validation_1-mae:70.399 validation_1-rmse:128.803
[6420] validation_0-mae:72.4981 validation_0-rmse:132.981 validation_1-mae:70.3983 validation_1-rmse:128.802
[6421] validation_0-mae:72.497 validation_0-rmse:132.98 validation_1-mae:70.3974 validation_1-rmse:128.801
[6422] validation_0-mae:72.4963 validation_0-rmse:132.979 validation_1-mae:70.3972 validation_1-rmse:128.801
[6423] validation_0-mae:72.4956 validation_0-rmse:132.978 validation_1-mae:70.3976 validation_1-rmse:128.802
[6424] validation_0-mae:72.4949 validation_0-rmse:132.976 validation_1-mae:70.3968 validation_1-rmse:128.801
[6425] validation_0-mae:72.4938 validation_0-rmse:132.975 validation_1-mae:70.3961 validation_1-rmse:128.8
[6426] validation_0-mae:72.4931 validation_0-rmse:132.974 validation_1-mae:70.396 validation_1-rmse:128.8
[6427] validation_0-mae:72.4921 validation_0-rmse:132.974 validation_1-mae:70.3959 validation_1-rmse:128.8
[6428] validation_0-mae:72.4914 validation_0-rmse:132.972 validation_1-mae:70.3961 validation_1-rmse:128.801
[6429] validation_0-mae:72.4911 validation_0-rmse:132.972 validation_1-mae:70.396 validation_1-rmse:128.801
[6430] validation_0-mae:72.4894 validation_0-rmse:132.968 validation_1-mae:70.3964 validation_1-rmse:128.803
[6431] validation_0-mae:72.488 validation_0-rmse:132.967 validation_1-mae:70.3961 validation_1-rmse:128.804
[6432] validation_0-mae:72.4873 validation_0-rmse:132.965 validation_1-mae:70.3959 validation_1-rmse:128.804
[6433] validation_0-mae:72.4865 validation_0-rmse:132.964 validation_1-mae:70.3956 validation_1-rmse:128.804
[6434] validation_0-mae:72.4857 validation_0-rmse:132.963 validation_1-mae:70.3955 validation_1-rmse:128.804
[6435] validation_0-mae:72.485 validation_0-rmse:132.962 validation_1-mae:70.3946 validation_1-rmse:128.803
[6436] validation_0-mae:72.4847 validation_0-rmse:132.961 validation_1-mae:70.3946 validation_1-rmse:128.803
[6437] validation_0-mae:72.4839 validation_0-rmse:132.96 validation_1-mae:70.3943 validation_1-rmse:128.802
[6438] validation_0-mae:72.4827 validation_0-rmse:132.96 validation_1-mae:70.3934 validation_1-rmse:128.801
[6439] validation_0-mae:72.482 validation_0-rmse:132.958 validation_1-mae:70.3936 validation_1-rmse:128.802
[6440] validation_0-mae:72.4814 validation_0-rmse:132.957 validation_1-mae:70.3938 validation_1-rmse:128.803
[6441] validation_0-mae:72.4805 validation_0-rmse:132.956 validation_1-mae:70.3935 validation_1-rmse:128.803
[6442] validation_0-mae:72.4795 validation_0-rmse:132.956 validation_1-mae:70.3933 validation_1-rmse:128.803
[6443] validation_0-mae:72.4786 validation_0-rmse:132.954 validation_1-mae:70.3932 validation_1-rmse:128.802
[6444] validation_0-mae:72.4779 validation_0-rmse:132.953 validation_1-mae:70.3927 validation_1-rmse:128.802
[6445] validation_0-mae:72.4772 validation_0-rmse:132.952 validation_1-mae:70.3931 validation_1-rmse:128.803
[6446] validation_0-mae:72.4765 validation_0-rmse:132.951 validation_1-mae:70.3923 validation_1-rmse:128.802
[6447] validation_0-mae:72.4756 validation_0-rmse:132.949 validation_1-mae:70.3921 validation_1-rmse:128.801
[6448] validation_0-mae:72.475 validation_0-rmse:132.948 validation_1-mae:70.392 validation_1-rmse:128.801
[6449] validation_0-mae:72.4741 validation_0-rmse:132.947 validation_1-mae:70.3917 validation_1-rmse:128.801
[6450] validation_0-mae:72.4738 validation_0-rmse:132.947 validation_1-mae:70.3916 validation_1-rmse:128.801
[6451] validation_0-mae:72.4722 validation_0-rmse:132.943 validation_1-mae:70.392 validation_1-rmse:128.803
[6452] validation_0-mae:72.4715 validation_0-rmse:132.942 validation_1-mae:70.3922 validation_1-rmse:128.804
[6453] validation_0-mae:72.4707 validation_0-rmse:132.94 validation_1-mae:70.3914 validation_1-rmse:128.803
[6454] validation_0-mae:72.4699 validation_0-rmse:132.939 validation_1-mae:70.3912 validation_1-rmse:128.802
[6455] validation_0-mae:72.4692 validation_0-rmse:132.938 validation_1-mae:70.3911 validation_1-rmse:128.802
[6456] validation_0-mae:72.4682 validation_0-rmse:132.937 validation_1-mae:70.3905 validation_1-rmse:128.802
[6457] validation_0-mae:72.4675 validation_0-rmse:132.936 validation_1-mae:70.3908 validation_1-rmse:128.803
[6458] validation_0-mae:72.4672 validation_0-rmse:132.936 validation_1-mae:70.3907 validation_1-rmse:128.803
[6459] validation_0-mae:72.4665 validation_0-rmse:132.934 validation_1-mae:70.3899 validation_1-rmse:128.801
[6460] validation_0-mae:72.4656 validation_0-rmse:132.933 validation_1-mae:70.3896 validation_1-rmse:128.801
[6461] validation_0-mae:72.4649 validation_0-rmse:132.932 validation_1-mae:70.3896 validation_1-rmse:128.802
[6462] validation_0-mae:72.4643 validation_0-rmse:132.931 validation_1-mae:70.3895 validation_1-rmse:128.801
[6463] validation_0-mae:72.464 validation_0-rmse:132.93 validation_1-mae:70.3894 validation_1-rmse:128.801
[6464] validation_0-mae:72.4624 validation_0-rmse:132.926 validation_1-mae:70.3898 validation_1-rmse:128.803
[6465] validation_0-mae:72.4613 validation_0-rmse:132.926 validation_1-mae:70.3891 validation_1-rmse:128.802
[6466] validation_0-mae:72.4607 validation_0-rmse:132.925 validation_1-mae:70.3892 validation_1-rmse:128.803
[6467] validation_0-mae:72.4599 validation_0-rmse:132.923 validation_1-mae:70.3884 validation_1-rmse:128.802
[6468] validation_0-mae:72.4592 validation_0-rmse:132.922 validation_1-mae:70.3883 validation_1-rmse:128.802
[6469] validation_0-mae:72.4581 validation_0-rmse:132.921 validation_1-mae:70.3874 validation_1-rmse:128.801
[6470] validation_0-mae:72.4574 validation_0-rmse:132.92 validation_1-mae:70.3875 validation_1-rmse:128.801
[6471] validation_0-mae:72.456 validation_0-rmse:132.918 validation_1-mae:70.3872 validation_1-rmse:128.802
[6472] validation_0-mae:72.4553 validation_0-rmse:132.917 validation_1-mae:70.3872 validation_1-rmse:128.803
[6473] validation_0-mae:72.4545 validation_0-rmse:132.916 validation_1-mae:70.3869 validation_1-rmse:128.803
[6474] validation_0-mae:72.4542 validation_0-rmse:132.916 validation_1-mae:70.3868 validation_1-rmse:128.803
[6475] validation_0-mae:72.4535 validation_0-rmse:132.915 validation_1-mae:70.387 validation_1-rmse:128.803
[6476] validation_0-mae:72.4519 validation_0-rmse:132.911 validation_1-mae:70.3874 validation_1-rmse:128.805
[6477] validation_0-mae:72.4511 validation_0-rmse:132.909 validation_1-mae:70.3866 validation_1-rmse:128.804
[6478] validation_0-mae:72.4503 validation_0-rmse:132.908 validation_1-mae:70.3863 validation_1-rmse:128.804
[6479] validation_0-mae:72.4496 validation_0-rmse:132.907 validation_1-mae:70.3861 validation_1-rmse:128.804
[6480] validation_0-mae:72.4493 validation_0-rmse:132.907 validation_1-mae:70.386 validation_1-rmse:128.804
[6481] validation_0-mae:72.4487 validation_0-rmse:132.906 validation_1-mae:70.3859 validation_1-rmse:128.803
[6482] validation_0-mae:72.4479 validation_0-rmse:132.905 validation_1-mae:70.3856 validation_1-rmse:128.803
[6483] validation_0-mae:72.4468 validation_0-rmse:132.904 validation_1-mae:70.3847 validation_1-rmse:128.802
[6484] validation_0-mae:72.4461 validation_0-rmse:132.903 validation_1-mae:70.3848 validation_1-rmse:128.803
[6485] validation_0-mae:72.4454 validation_0-rmse:132.902 validation_1-mae:70.385 validation_1-rmse:128.804
[6486] validation_0-mae:72.4447 validation_0-rmse:132.9 validation_1-mae:70.3842 validation_1-rmse:128.802
[6487] validation_0-mae:72.4439 validation_0-rmse:132.899 validation_1-mae:70.3839 validation_1-rmse:128.802
[6488] validation_0-mae:72.4432 validation_0-rmse:132.898 validation_1-mae:70.3839 validation_1-rmse:128.802
[6489] validation_0-mae:72.4429 validation_0-rmse:132.898 validation_1-mae:70.3838 validation_1-rmse:128.802
[6490] validation_0-mae:72.4413 validation_0-rmse:132.894 validation_1-mae:70.3841 validation_1-rmse:128.804
[6491] validation_0-mae:72.4407 validation_0-rmse:132.892 validation_1-mae:70.384 validation_1-rmse:128.804
[6492] validation_0-mae:72.44 validation_0-rmse:132.891 validation_1-mae:70.3832 validation_1-rmse:128.803
[6493] validation_0-mae:72.439 validation_0-rmse:132.89 validation_1-mae:70.3825 validation_1-rmse:128.802
[6494] validation_0-mae:72.4383 validation_0-rmse:132.889 validation_1-mae:70.3827 validation_1-rmse:128.803
[6495] validation_0-mae:72.4371 validation_0-rmse:132.888 validation_1-mae:70.3818 validation_1-rmse:128.802
[6496] validation_0-mae:72.4364 validation_0-rmse:132.887 validation_1-mae:70.3817 validation_1-rmse:128.802
[6497] validation_0-mae:72.4358 validation_0-rmse:132.886 validation_1-mae:70.3821 validation_1-rmse:128.803
[6498] validation_0-mae:72.4351 validation_0-rmse:132.885 validation_1-mae:70.3813 validation_1-rmse:128.802
[6499] validation_0-mae:72.4348 validation_0-rmse:132.884 validation_1-mae:70.3812 validation_1-rmse:128.802
[6500] validation_0-mae:72.434 validation_0-rmse:132.883 validation_1-mae:70.3809 validation_1-rmse:128.801
[6501] validation_0-mae:72.4323 validation_0-rmse:132.879 validation_1-mae:70.3813 validation_1-rmse:128.803
[6502] validation_0-mae:72.4316 validation_0-rmse:132.878 validation_1-mae:70.3809 validation_1-rmse:128.803
[6503] validation_0-mae:72.4309 validation_0-rmse:132.877 validation_1-mae:70.3801 validation_1-rmse:128.802
[6504] validation_0-mae:72.4302 validation_0-rmse:132.876 validation_1-mae:70.3801 validation_1-rmse:128.802
[6505] validation_0-mae:72.4294 validation_0-rmse:132.875 validation_1-mae:70.3798 validation_1-rmse:128.802
[6506] validation_0-mae:72.4291 validation_0-rmse:132.874 validation_1-mae:70.3798 validation_1-rmse:128.802
[6507] validation_0-mae:72.4285 validation_0-rmse:132.873 validation_1-mae:70.3796 validation_1-rmse:128.802
[6508] validation_0-mae:72.4275 validation_0-rmse:132.872 validation_1-mae:70.3795 validation_1-rmse:128.801
[6509] validation_0-mae:72.4267 validation_0-rmse:132.871 validation_1-mae:70.3792 validation_1-rmse:128.801
[6510] validation_0-mae:72.426 validation_0-rmse:132.87 validation_1-mae:70.3794 validation_1-rmse:128.802
[6511] validation_0-mae:72.4244 validation_0-rmse:132.866 validation_1-mae:70.3797 validation_1-rmse:128.804
[6512] validation_0-mae:72.4238 validation_0-rmse:132.865 validation_1-mae:70.3796 validation_1-rmse:128.803
[6513] validation_0-mae:72.4231 validation_0-rmse:132.864 validation_1-mae:70.3788 validation_1-rmse:128.802
[6514] validation_0-mae:72.4224 validation_0-rmse:132.862 validation_1-mae:70.3789 validation_1-rmse:128.803
[6515] validation_0-mae:72.4221 validation_0-rmse:132.862 validation_1-mae:70.3788 validation_1-rmse:128.803
[6516] validation_0-mae:72.4211 validation_0-rmse:132.861 validation_1-mae:70.3782 validation_1-rmse:128.802
[6517] validation_0-mae:72.42 validation_0-rmse:132.861 validation_1-mae:70.378 validation_1-rmse:128.802
[6518] validation_0-mae:72.4194 validation_0-rmse:132.86 validation_1-mae:70.3782 validation_1-rmse:128.802
[6519] validation_0-mae:72.418 validation_0-rmse:132.858 validation_1-mae:70.3779 validation_1-rmse:128.803
[6520] validation_0-mae:72.4173 validation_0-rmse:132.857 validation_1-mae:70.3781 validation_1-rmse:128.804
[6521] validation_0-mae:72.4167 validation_0-rmse:132.856 validation_1-mae:70.378 validation_1-rmse:128.804
[6522] validation_0-mae:72.4159 validation_0-rmse:132.855 validation_1-mae:70.3777 validation_1-rmse:128.804
[6523] validation_0-mae:72.4148 validation_0-rmse:132.854 validation_1-mae:70.3768 validation_1-rmse:128.803
[6524] validation_0-mae:72.4142 validation_0-rmse:132.853 validation_1-mae:70.3769 validation_1-rmse:128.804
[6525] validation_0-mae:72.4135 validation_0-rmse:132.852 validation_1-mae:70.3767 validation_1-rmse:128.804
[6526] validation_0-mae:72.4118 validation_0-rmse:132.848 validation_1-mae:70.3771 validation_1-rmse:128.805
[6527] validation_0-mae:72.4111 validation_0-rmse:132.846 validation_1-mae:70.3763 validation_1-rmse:128.804
[6528] validation_0-mae:72.4105 validation_0-rmse:132.845 validation_1-mae:70.3762 validation_1-rmse:128.804
[6529] validation_0-mae:72.4097 validation_0-rmse:132.844 validation_1-mae:70.3759 validation_1-rmse:128.804
[6530] validation_0-mae:72.4094 validation_0-rmse:132.844 validation_1-mae:70.3759 validation_1-rmse:128.804
[6531] validation_0-mae:72.4087 validation_0-rmse:132.843 validation_1-mae:70.3761 validation_1-rmse:128.805
[6532] validation_0-mae:72.4081 validation_0-rmse:132.842 validation_1-mae:70.376 validation_1-rmse:128.805
[6533] validation_0-mae:72.4074 validation_0-rmse:132.84 validation_1-mae:70.3752 validation_1-rmse:128.804
[6534] validation_0-mae:72.4064 validation_0-rmse:132.839 validation_1-mae:70.3751 validation_1-rmse:128.803
[6535] validation_0-mae:72.4056 validation_0-rmse:132.838 validation_1-mae:70.3748 validation_1-rmse:128.803
[6536] validation_0-mae:72.4049 validation_0-rmse:132.837 validation_1-mae:70.3747 validation_1-rmse:128.803
[6537] validation_0-mae:72.4033 validation_0-rmse:132.833 validation_1-mae:70.375 validation_1-rmse:128.805
[6538] validation_0-mae:72.4027 validation_0-rmse:132.832 validation_1-mae:70.3749 validation_1-rmse:128.805
[6539] validation_0-mae:72.402 validation_0-rmse:132.831 validation_1-mae:70.3752 validation_1-rmse:128.806
[6540] validation_0-mae:72.401 validation_0-rmse:132.83 validation_1-mae:70.3746 validation_1-rmse:128.805
[6541] validation_0-mae:72.4007 validation_0-rmse:132.83 validation_1-mae:70.3745 validation_1-rmse:128.805
[6542] validation_0-mae:72.4 validation_0-rmse:132.829 validation_1-mae:70.3737 validation_1-rmse:128.804
[6543] validation_0-mae:72.3993 validation_0-rmse:132.827 validation_1-mae:70.3737 validation_1-rmse:128.804
[6544] validation_0-mae:72.3982 validation_0-rmse:132.827 validation_1-mae:70.3728 validation_1-rmse:128.803
[6545] validation_0-mae:72.3976 validation_0-rmse:132.826 validation_1-mae:70.373 validation_1-rmse:128.804
[6546] validation_0-mae:72.3968 validation_0-rmse:132.825 validation_1-mae:70.3727 validation_1-rmse:128.804
[6547] validation_0-mae:72.3952 validation_0-rmse:132.821 validation_1-mae:70.3731 validation_1-rmse:128.806
[6548] validation_0-mae:72.3945 validation_0-rmse:132.82 validation_1-mae:70.3729 validation_1-rmse:128.806
[6549] validation_0-mae:72.3938 validation_0-rmse:132.818 validation_1-mae:70.3721 validation_1-rmse:128.805
[6550] validation_0-mae:72.3926 validation_0-rmse:132.816 validation_1-mae:70.3716 validation_1-rmse:128.804
[6551] validation_0-mae:72.392 validation_0-rmse:132.815 validation_1-mae:70.3718 validation_1-rmse:128.805
[6552] validation_0-mae:72.3917 validation_0-rmse:132.815 validation_1-mae:70.3717 validation_1-rmse:128.804
[6553] validation_0-mae:72.3909 validation_0-rmse:132.814 validation_1-mae:70.3714 validation_1-rmse:128.804
[6554] validation_0-mae:72.3904 validation_0-rmse:132.813 validation_1-mae:70.3713 validation_1-rmse:128.804
[6555] validation_0-mae:72.3897 validation_0-rmse:132.811 validation_1-mae:70.3715 validation_1-rmse:128.805
[6556] validation_0-mae:72.3894 validation_0-rmse:132.811 validation_1-mae:70.3714 validation_1-rmse:128.805
[6557] validation_0-mae:72.3886 validation_0-rmse:132.81 validation_1-mae:70.3712 validation_1-rmse:128.805
[6558] validation_0-mae:72.3865 validation_0-rmse:132.806 validation_1-mae:70.3706 validation_1-rmse:128.805
[6559] validation_0-mae:72.386 validation_0-rmse:132.805 validation_1-mae:70.3704 validation_1-rmse:128.804
[6560] validation_0-mae:72.3849 validation_0-rmse:132.804 validation_1-mae:70.3695 validation_1-rmse:128.803
[6561] validation_0-mae:72.3842 validation_0-rmse:132.803 validation_1-mae:70.3696 validation_1-rmse:128.804
[6562] validation_0-mae:72.3835 validation_0-rmse:132.802 validation_1-mae:70.3689 validation_1-rmse:128.803
[6563] validation_0-mae:72.3828 validation_0-rmse:132.801 validation_1-mae:70.369 validation_1-rmse:128.803
[6564] validation_0-mae:72.382 validation_0-rmse:132.8 validation_1-mae:70.3687 validation_1-rmse:128.803
[6565] validation_0-mae:72.381 validation_0-rmse:132.799 validation_1-mae:70.3686 validation_1-rmse:128.803
[6566] validation_0-mae:72.3804 validation_0-rmse:132.798 validation_1-mae:70.3688 validation_1-rmse:128.804
[6567] validation_0-mae:72.3783 validation_0-rmse:132.794 validation_1-mae:70.3682 validation_1-rmse:128.803
[6568] validation_0-mae:72.3778 validation_0-rmse:132.793 validation_1-mae:70.368 validation_1-rmse:128.803
[6569] validation_0-mae:72.377 validation_0-rmse:132.792 validation_1-mae:70.3677 validation_1-rmse:128.803
[6570] validation_0-mae:72.3767 validation_0-rmse:132.791 validation_1-mae:70.3676 validation_1-rmse:128.803
[6571] validation_0-mae:72.3761 validation_0-rmse:132.79 validation_1-mae:70.3679 validation_1-rmse:128.804
[6572] validation_0-mae:72.3753 validation_0-rmse:132.789 validation_1-mae:70.3671 validation_1-rmse:128.803
[6573] validation_0-mae:72.3748 validation_0-rmse:132.787 validation_1-mae:70.3669 validation_1-rmse:128.802
[6574] validation_0-mae:72.3738 validation_0-rmse:132.787 validation_1-mae:70.3662 validation_1-rmse:128.802
[6575] validation_0-mae:72.3731 validation_0-rmse:132.786 validation_1-mae:70.3664 validation_1-rmse:128.802
[6576] validation_0-mae:72.3721 validation_0-rmse:132.785 validation_1-mae:70.3663 validation_1-rmse:128.802
[6577] validation_0-mae:72.3705 validation_0-rmse:132.781 validation_1-mae:70.3667 validation_1-rmse:128.804
[6578] validation_0-mae:72.3684 validation_0-rmse:132.777 validation_1-mae:70.3661 validation_1-rmse:128.804
[6579] validation_0-mae:72.3678 validation_0-rmse:132.776 validation_1-mae:70.3659 validation_1-rmse:128.804
[6580] validation_0-mae:72.367 validation_0-rmse:132.775 validation_1-mae:70.3656 validation_1-rmse:128.804
[6581] validation_0-mae:72.3663 validation_0-rmse:132.774 validation_1-mae:70.3655 validation_1-rmse:128.804
[6582] validation_0-mae:72.3661 validation_0-rmse:132.774 validation_1-mae:70.3655 validation_1-rmse:128.804
[6583] validation_0-mae:72.3653 validation_0-rmse:132.772 validation_1-mae:70.3647 validation_1-rmse:128.803
[6584] validation_0-mae:72.3648 validation_0-rmse:132.771 validation_1-mae:70.3645 validation_1-rmse:128.802
[6585] validation_0-mae:72.3628 validation_0-rmse:132.767 validation_1-mae:70.3639 validation_1-rmse:128.802
[6586] validation_0-mae:72.362 validation_0-rmse:132.766 validation_1-mae:70.3636 validation_1-rmse:128.802
[6587] validation_0-mae:72.3617 validation_0-rmse:132.766 validation_1-mae:70.3636 validation_1-rmse:128.802
[6588] validation_0-mae:72.3611 validation_0-rmse:132.765 validation_1-mae:70.3639 validation_1-rmse:128.803
[6589] validation_0-mae:72.3606 validation_0-rmse:132.763 validation_1-mae:70.3637 validation_1-rmse:128.802
[6590] validation_0-mae:72.3596 validation_0-rmse:132.762 validation_1-mae:70.3631 validation_1-rmse:128.802
[6591] validation_0-mae:72.3585 validation_0-rmse:132.762 validation_1-mae:70.3622 validation_1-rmse:128.801
[6592] validation_0-mae:72.3578 validation_0-rmse:132.761 validation_1-mae:70.3624 validation_1-rmse:128.801
[6593] validation_0-mae:72.3558 validation_0-rmse:132.757 validation_1-mae:70.3618 validation_1-rmse:128.801
[6594] validation_0-mae:72.3551 validation_0-rmse:132.756 validation_1-mae:70.362 validation_1-rmse:128.802
[6595] validation_0-mae:72.3544 validation_0-rmse:132.754 validation_1-mae:70.3612 validation_1-rmse:128.801
[6596] validation_0-mae:72.3538 validation_0-rmse:132.753 validation_1-mae:70.3612 validation_1-rmse:128.801
[6597] validation_0-mae:72.3535 validation_0-rmse:132.753 validation_1-mae:70.3611 validation_1-rmse:128.801
[6598] validation_0-mae:72.3527 validation_0-rmse:132.752 validation_1-mae:70.3608 validation_1-rmse:128.801
[6599] validation_0-mae:72.3517 validation_0-rmse:132.751 validation_1-mae:70.3607 validation_1-rmse:128.801
[6600] validation_0-mae:72.3496 validation_0-rmse:132.747 validation_1-mae:70.3601 validation_1-rmse:128.801
[6601] validation_0-mae:72.3489 validation_0-rmse:132.746 validation_1-mae:70.3598 validation_1-rmse:128.8
[6602] validation_0-mae:72.3482 validation_0-rmse:132.745 validation_1-mae:70.3602 validation_1-rmse:128.801
[6603] validation_0-mae:72.3477 validation_0-rmse:132.744 validation_1-mae:70.3601 validation_1-rmse:128.801
[6604] validation_0-mae:72.347 validation_0-rmse:132.743 validation_1-mae:70.3602 validation_1-rmse:128.802
[6605] validation_0-mae:72.3463 validation_0-rmse:132.742 validation_1-mae:70.3594 validation_1-rmse:128.801
[6606] validation_0-mae:72.346 validation_0-rmse:132.741 validation_1-mae:70.3594 validation_1-rmse:128.801
[6607] validation_0-mae:72.345 validation_0-rmse:132.741 validation_1-mae:70.3592 validation_1-rmse:128.8
[6608] validation_0-mae:72.3445 validation_0-rmse:132.739 validation_1-mae:70.3591 validation_1-rmse:128.8
[6609] validation_0-mae:72.3437 validation_0-rmse:132.738 validation_1-mae:70.3588 validation_1-rmse:128.8
[6610] validation_0-mae:72.3421 validation_0-rmse:132.734 validation_1-mae:70.3591 validation_1-rmse:128.802
[6611] validation_0-mae:72.3415 validation_0-rmse:132.733 validation_1-mae:70.3592 validation_1-rmse:128.802
[6612] validation_0-mae:72.3394 validation_0-rmse:132.729 validation_1-mae:70.3586 validation_1-rmse:128.802
[6613] validation_0-mae:72.3384 validation_0-rmse:132.729 validation_1-mae:70.3579 validation_1-rmse:128.801
[6614] validation_0-mae:72.3378 validation_0-rmse:132.728 validation_1-mae:70.3581 validation_1-rmse:128.802
[6615] validation_0-mae:72.3376 validation_0-rmse:132.727 validation_1-mae:70.3586 validation_1-rmse:128.803
[6616] validation_0-mae:72.3373 validation_0-rmse:132.727 validation_1-mae:70.3586 validation_1-rmse:128.803
[6617] validation_0-mae:72.3367 validation_0-rmse:132.726 validation_1-mae:70.3584 validation_1-rmse:128.802
[6618] validation_0-mae:72.3361 validation_0-rmse:132.725 validation_1-mae:70.3588 validation_1-rmse:128.803
[6619] validation_0-mae:72.335 validation_0-rmse:132.724 validation_1-mae:70.3579 validation_1-rmse:128.802
[6620] validation_0-mae:72.3344 validation_0-rmse:132.723 validation_1-mae:70.3581 validation_1-rmse:128.803
[6621] validation_0-mae:72.3323 validation_0-rmse:132.719 validation_1-mae:70.3575 validation_1-rmse:128.803
[6622] validation_0-mae:72.3316 validation_0-rmse:132.718 validation_1-mae:70.3572 validation_1-rmse:128.803
[6623] validation_0-mae:72.3313 validation_0-rmse:132.717 validation_1-mae:70.3578 validation_1-rmse:128.804
[6624] validation_0-mae:72.3307 validation_0-rmse:132.716 validation_1-mae:70.3574 validation_1-rmse:128.803
[6625] validation_0-mae:72.3304 validation_0-rmse:132.716 validation_1-mae:70.3573 validation_1-rmse:128.803
[6626] validation_0-mae:72.3295 validation_0-rmse:132.715 validation_1-mae:70.3566 validation_1-rmse:128.803
[6627] validation_0-mae:72.3288 validation_0-rmse:132.714 validation_1-mae:70.3558 validation_1-rmse:128.801
[6628] validation_0-mae:72.328 validation_0-rmse:132.713 validation_1-mae:70.3555 validation_1-rmse:128.801
[6629] validation_0-mae:72.327 validation_0-rmse:132.712 validation_1-mae:70.3554 validation_1-rmse:128.801
[6630] validation_0-mae:72.3264 validation_0-rmse:132.711 validation_1-mae:70.3558 validation_1-rmse:128.802
[6631] validation_0-mae:72.3255 validation_0-rmse:132.71 validation_1-mae:70.355 validation_1-rmse:128.802
[6632] validation_0-mae:72.3247 validation_0-rmse:132.709 validation_1-mae:70.3548 validation_1-rmse:128.802
[6633] validation_0-mae:72.3237 validation_0-rmse:132.708 validation_1-mae:70.3546 validation_1-rmse:128.802
[6634] validation_0-mae:72.3216 validation_0-rmse:132.704 validation_1-mae:70.3541 validation_1-rmse:128.801
[6635] validation_0-mae:72.321 validation_0-rmse:132.703 validation_1-mae:70.3541 validation_1-rmse:128.802
[6636] validation_0-mae:72.3207 validation_0-rmse:132.703 validation_1-mae:70.3546 validation_1-rmse:128.803
[6637] validation_0-mae:72.3202 validation_0-rmse:132.701 validation_1-mae:70.3544 validation_1-rmse:128.802
[6638] validation_0-mae:72.3193 validation_0-rmse:132.7 validation_1-mae:70.3537 validation_1-rmse:128.801
[6639] validation_0-mae:72.319 validation_0-rmse:132.7 validation_1-mae:70.3536 validation_1-rmse:128.801
[6640] validation_0-mae:72.3183 validation_0-rmse:132.699 validation_1-mae:70.3533 validation_1-rmse:128.801
[6641] validation_0-mae:72.3167 validation_0-rmse:132.695 validation_1-mae:70.3537 validation_1-rmse:128.803
[6642] validation_0-mae:72.3158 validation_0-rmse:132.694 validation_1-mae:70.3529 validation_1-rmse:128.803
[6643] validation_0-mae:72.315 validation_0-rmse:132.693 validation_1-mae:70.3527 validation_1-rmse:128.803
[6644] validation_0-mae:72.314 validation_0-rmse:132.692 validation_1-mae:70.3518 validation_1-rmse:128.802
[6645] validation_0-mae:72.3133 validation_0-rmse:132.691 validation_1-mae:70.3522 validation_1-rmse:128.803
[6646] validation_0-mae:72.3127 validation_0-rmse:132.69 validation_1-mae:70.3524 validation_1-rmse:128.803
[6647] validation_0-mae:72.3107 validation_0-rmse:132.686 validation_1-mae:70.3518 validation_1-rmse:128.803
[6648] validation_0-mae:72.3104 validation_0-rmse:132.686 validation_1-mae:70.3523 validation_1-rmse:128.804
[6649] validation_0-mae:72.3102 validation_0-rmse:132.686 validation_1-mae:70.3523 validation_1-rmse:128.804
[6650] validation_0-mae:72.3092 validation_0-rmse:132.684 validation_1-mae:70.3515 validation_1-rmse:128.803
[6651] validation_0-mae:72.3085 validation_0-rmse:132.683 validation_1-mae:70.3519 validation_1-rmse:128.804
[6652] validation_0-mae:72.3078 validation_0-rmse:132.682 validation_1-mae:70.3516 validation_1-rmse:128.804
[6653] validation_0-mae:72.3072 validation_0-rmse:132.681 validation_1-mae:70.3518 validation_1-rmse:128.805
[6654] validation_0-mae:72.3062 validation_0-rmse:132.681 validation_1-mae:70.3517 validation_1-rmse:128.805
[6655] validation_0-mae:72.3055 validation_0-rmse:132.68 validation_1-mae:70.3517 validation_1-rmse:128.805
[6656] validation_0-mae:72.3035 validation_0-rmse:132.676 validation_1-mae:70.3511 validation_1-rmse:128.805
[6657] validation_0-mae:72.3032 validation_0-rmse:132.675 validation_1-mae:70.3517 validation_1-rmse:128.806
[6658] validation_0-mae:72.3022 validation_0-rmse:132.674 validation_1-mae:70.3509 validation_1-rmse:128.805
[6659] validation_0-mae:72.3016 validation_0-rmse:132.673 validation_1-mae:70.351 validation_1-rmse:128.806
[6660] validation_0-mae:72.3009 validation_0-rmse:132.672 validation_1-mae:70.3507 validation_1-rmse:128.805
[6661] validation_0-mae:72.3002 validation_0-rmse:132.671 validation_1-mae:70.3506 validation_1-rmse:128.806
[6662] validation_0-mae:72.2999 validation_0-rmse:132.671 validation_1-mae:70.3505 validation_1-rmse:128.806
[6663] validation_0-mae:72.2989 validation_0-rmse:132.67 validation_1-mae:70.3497 validation_1-rmse:128.805
[6664] validation_0-mae:72.2983 validation_0-rmse:132.669 validation_1-mae:70.3499 validation_1-rmse:128.805
[6665] validation_0-mae:72.2973 validation_0-rmse:132.668 validation_1-mae:70.3498 validation_1-rmse:128.805
[6666] validation_0-mae:72.2966 validation_0-rmse:132.667 validation_1-mae:70.3498 validation_1-rmse:128.806
[6667] validation_0-mae:72.296 validation_0-rmse:132.666 validation_1-mae:70.3491 validation_1-rmse:128.805
[6668] validation_0-mae:72.2952 validation_0-rmse:132.665 validation_1-mae:70.3488 validation_1-rmse:128.804
[6669] validation_0-mae:72.2946 validation_0-rmse:132.664 validation_1-mae:70.349 validation_1-rmse:128.805
[6670] validation_0-mae:72.2926 validation_0-rmse:132.66 validation_1-mae:70.3484 validation_1-rmse:128.805
[6671] validation_0-mae:72.2923 validation_0-rmse:132.659 validation_1-mae:70.3484 validation_1-rmse:128.805
[6672] validation_0-mae:72.2913 validation_0-rmse:132.658 validation_1-mae:70.3476 validation_1-rmse:128.804
[6673] validation_0-mae:72.2907 validation_0-rmse:132.657 validation_1-mae:70.3479 validation_1-rmse:128.805
[6674] validation_0-mae:72.2899 validation_0-rmse:132.656 validation_1-mae:70.3477 validation_1-rmse:128.805
[6675] validation_0-mae:72.2889 validation_0-rmse:132.656 validation_1-mae:70.3468 validation_1-rmse:128.804
[6676] validation_0-mae:72.2883 validation_0-rmse:132.655 validation_1-mae:70.3469 validation_1-rmse:128.805
[6677] validation_0-mae:72.288 validation_0-rmse:132.654 validation_1-mae:70.3475 validation_1-rmse:128.806
[6678] validation_0-mae:72.2874 validation_0-rmse:132.653 validation_1-mae:70.3476 validation_1-rmse:128.806
[6679] validation_0-mae:72.2868 validation_0-rmse:132.652 validation_1-mae:70.3473 validation_1-rmse:128.806
[6680] validation_0-mae:72.2857 validation_0-rmse:132.651 validation_1-mae:70.3472 validation_1-rmse:128.806
[6681] validation_0-mae:72.2837 validation_0-rmse:132.648 validation_1-mae:70.3466 validation_1-rmse:128.806
[6682] validation_0-mae:72.283 validation_0-rmse:132.647 validation_1-mae:70.3463 validation_1-rmse:128.805
[6683] validation_0-mae:72.282 validation_0-rmse:132.646 validation_1-mae:70.3455 validation_1-rmse:128.805
[6684] validation_0-mae:72.2813 validation_0-rmse:132.644 validation_1-mae:70.3458 validation_1-rmse:128.806
[6685] validation_0-mae:72.2811 validation_0-rmse:132.644 validation_1-mae:70.3463 validation_1-rmse:128.806
[6686] validation_0-mae:72.2805 validation_0-rmse:132.643 validation_1-mae:70.3465 validation_1-rmse:128.807
[6687] validation_0-mae:72.2802 validation_0-rmse:132.643 validation_1-mae:70.3465 validation_1-rmse:128.807
[6688] validation_0-mae:72.2797 validation_0-rmse:132.641 validation_1-mae:70.3463 validation_1-rmse:128.807
[6689] validation_0-mae:72.2787 validation_0-rmse:132.64 validation_1-mae:70.3456 validation_1-rmse:128.806
[6690] validation_0-mae:72.2781 validation_0-rmse:132.639 validation_1-mae:70.3455 validation_1-rmse:128.806
[6691] validation_0-mae:72.277 validation_0-rmse:132.639 validation_1-mae:70.3453 validation_1-rmse:128.806
[6692] validation_0-mae:72.2764 validation_0-rmse:132.638 validation_1-mae:70.3457 validation_1-rmse:128.807
[6693] validation_0-mae:72.2757 validation_0-rmse:132.637 validation_1-mae:70.3454 validation_1-rmse:128.807
[6694] validation_0-mae:72.2737 validation_0-rmse:132.633 validation_1-mae:70.3449 validation_1-rmse:128.807
[6695] validation_0-mae:72.2735 validation_0-rmse:132.632 validation_1-mae:70.3454 validation_1-rmse:128.808
[6696] validation_0-mae:72.2724 validation_0-rmse:132.631 validation_1-mae:70.3447 validation_1-rmse:128.807
[6697] validation_0-mae:72.2719 validation_0-rmse:132.63 validation_1-mae:70.3448 validation_1-rmse:128.807
[6698] validation_0-mae:72.2712 validation_0-rmse:132.629 validation_1-mae:70.3446 validation_1-rmse:128.807
[6699] validation_0-mae:72.2709 validation_0-rmse:132.629 validation_1-mae:70.3445 validation_1-rmse:128.807
[6700] validation_0-mae:72.2701 validation_0-rmse:132.628 validation_1-mae:70.3442 validation_1-rmse:128.807
[6701] validation_0-mae:72.2691 validation_0-rmse:132.627 validation_1-mae:70.3441 validation_1-rmse:128.807
[6702] validation_0-mae:72.2685 validation_0-rmse:132.626 validation_1-mae:70.3443 validation_1-rmse:128.808
[6703] validation_0-mae:72.2676 validation_0-rmse:132.625 validation_1-mae:70.3435 validation_1-rmse:128.807
[6704] validation_0-mae:72.267 validation_0-rmse:132.624 validation_1-mae:70.3437 validation_1-rmse:128.808
[6705] validation_0-mae:72.265 validation_0-rmse:132.62 validation_1-mae:70.3431 validation_1-rmse:128.807
[6706] validation_0-mae:72.2643 validation_0-rmse:132.62 validation_1-mae:70.3427 validation_1-rmse:128.807
[6707] validation_0-mae:72.2636 validation_0-rmse:132.618 validation_1-mae:70.342 validation_1-rmse:128.806
[6708] validation_0-mae:72.2634 validation_0-rmse:132.618 validation_1-mae:70.3419 validation_1-rmse:128.806
[6709] validation_0-mae:72.2626 validation_0-rmse:132.617 validation_1-mae:70.3416 validation_1-rmse:128.806
[6710] validation_0-mae:72.2619 validation_0-rmse:132.616 validation_1-mae:70.3414 validation_1-rmse:128.805
[6711] validation_0-mae:72.2613 validation_0-rmse:132.615 validation_1-mae:70.3418 validation_1-rmse:128.806
[6712] validation_0-mae:72.2605 validation_0-rmse:132.614 validation_1-mae:70.3415 validation_1-rmse:128.806
[6713] validation_0-mae:72.2594 validation_0-rmse:132.613 validation_1-mae:70.3406 validation_1-rmse:128.805
[6714] validation_0-mae:72.2588 validation_0-rmse:132.612 validation_1-mae:70.3406 validation_1-rmse:128.806
[6715] validation_0-mae:72.2582 validation_0-rmse:132.611 validation_1-mae:70.3409 validation_1-rmse:128.807
[6716] validation_0-mae:72.2574 validation_0-rmse:132.61 validation_1-mae:70.3406 validation_1-rmse:128.807
[6717] validation_0-mae:72.2564 validation_0-rmse:132.609 validation_1-mae:70.3405 validation_1-rmse:128.807
[6718] validation_0-mae:72.2558 validation_0-rmse:132.608 validation_1-mae:70.3404 validation_1-rmse:128.807
[6719] validation_0-mae:72.2538 validation_0-rmse:132.604 validation_1-mae:70.3399 validation_1-rmse:128.807
[6720] validation_0-mae:72.2536 validation_0-rmse:132.604 validation_1-mae:70.3404 validation_1-rmse:128.808
[6721] validation_0-mae:72.2526 validation_0-rmse:132.603 validation_1-mae:70.3397 validation_1-rmse:128.807
[6722] validation_0-mae:72.252 validation_0-rmse:132.602 validation_1-mae:70.3398 validation_1-rmse:128.808
[6723] validation_0-mae:72.2514 validation_0-rmse:132.601 validation_1-mae:70.3398 validation_1-rmse:128.808
[6724] validation_0-mae:72.2511 validation_0-rmse:132.6 validation_1-mae:70.3397 validation_1-rmse:128.808
[6725] validation_0-mae:72.2503 validation_0-rmse:132.599 validation_1-mae:70.3394 validation_1-rmse:128.808
[6726] validation_0-mae:72.2497 validation_0-rmse:132.598 validation_1-mae:70.3395 validation_1-rmse:128.809
[6727] validation_0-mae:72.249 validation_0-rmse:132.597 validation_1-mae:70.3392 validation_1-rmse:128.808
[6728] validation_0-mae:72.2482 validation_0-rmse:132.596 validation_1-mae:70.339 validation_1-rmse:128.808
[6729] validation_0-mae:72.2476 validation_0-rmse:132.595 validation_1-mae:70.3389 validation_1-rmse:128.809
[6730] validation_0-mae:72.2465 validation_0-rmse:132.595 validation_1-mae:70.3381 validation_1-rmse:128.808
[6731] validation_0-mae:72.2459 validation_0-rmse:132.594 validation_1-mae:70.3378 validation_1-rmse:128.808
[6732] validation_0-mae:72.2452 validation_0-rmse:132.593 validation_1-mae:70.3378 validation_1-rmse:128.808
[6733] validation_0-mae:72.2433 validation_0-rmse:132.589 validation_1-mae:70.3372 validation_1-rmse:128.808
[6734] validation_0-mae:72.2425 validation_0-rmse:132.588 validation_1-mae:70.337 validation_1-rmse:128.808
[6735] validation_0-mae:72.2422 validation_0-rmse:132.587 validation_1-mae:70.3369 validation_1-rmse:128.808
[6736] validation_0-mae:72.2417 validation_0-rmse:132.586 validation_1-mae:70.3373 validation_1-rmse:128.809
[6737] validation_0-mae:72.241 validation_0-rmse:132.585 validation_1-mae:70.3365 validation_1-rmse:128.808
[6738] validation_0-mae:72.24 validation_0-rmse:132.584 validation_1-mae:70.3358 validation_1-rmse:128.807
[6739] validation_0-mae:72.2394 validation_0-rmse:132.583 validation_1-mae:70.336 validation_1-rmse:128.808
[6740] validation_0-mae:72.2383 validation_0-rmse:132.582 validation_1-mae:70.3351 validation_1-rmse:128.807
[6741] validation_0-mae:72.2377 validation_0-rmse:132.581 validation_1-mae:70.3351 validation_1-rmse:128.807
[6742] validation_0-mae:72.237 validation_0-rmse:132.58 validation_1-mae:70.3348 validation_1-rmse:128.807
[6743] validation_0-mae:72.2364 validation_0-rmse:132.579 validation_1-mae:70.3351 validation_1-rmse:128.808
[6744] validation_0-mae:72.2361 validation_0-rmse:132.579 validation_1-mae:70.3356 validation_1-rmse:128.809
[6745] validation_0-mae:72.2359 validation_0-rmse:132.578 validation_1-mae:70.3356 validation_1-rmse:128.809
[6746] validation_0-mae:72.2352 validation_0-rmse:132.577 validation_1-mae:70.3355 validation_1-rmse:128.809
[6747] validation_0-mae:72.2345 validation_0-rmse:132.576 validation_1-mae:70.3353 validation_1-rmse:128.809
[6748] validation_0-mae:72.2337 validation_0-rmse:132.575 validation_1-mae:70.335 validation_1-rmse:128.809
[6749] validation_0-mae:72.2331 validation_0-rmse:132.574 validation_1-mae:70.3351 validation_1-rmse:128.809
[6750] validation_0-mae:72.2324 validation_0-rmse:132.573 validation_1-mae:70.3348 validation_1-rmse:128.809
[6751] validation_0-mae:72.2313 validation_0-rmse:132.573 validation_1-mae:70.334 validation_1-rmse:128.809
[6752] validation_0-mae:72.2307 validation_0-rmse:132.572 validation_1-mae:70.3339 validation_1-rmse:128.809
[6753] validation_0-mae:72.2301 validation_0-rmse:132.57 validation_1-mae:70.3338 validation_1-rmse:128.809
[6754] validation_0-mae:72.2281 validation_0-rmse:132.567 validation_1-mae:70.3332 validation_1-rmse:128.809
[6755] validation_0-mae:72.2278 validation_0-rmse:132.566 validation_1-mae:70.3332 validation_1-rmse:128.809
[6756] validation_0-mae:72.2271 validation_0-rmse:132.565 validation_1-mae:70.3329 validation_1-rmse:128.809
[6757] validation_0-mae:72.2265 validation_0-rmse:132.564 validation_1-mae:70.3329 validation_1-rmse:128.809
[6758] validation_0-mae:72.2257 validation_0-rmse:132.563 validation_1-mae:70.3327 validation_1-rmse:128.809
[6759] validation_0-mae:72.2251 validation_0-rmse:132.562 validation_1-mae:70.3329 validation_1-rmse:128.81
[6760] validation_0-mae:72.2244 validation_0-rmse:132.561 validation_1-mae:70.3327 validation_1-rmse:128.81
[6761] validation_0-mae:72.2241 validation_0-rmse:132.561 validation_1-mae:70.3326 validation_1-rmse:128.81
[6762] validation_0-mae:72.2222 validation_0-rmse:132.557 validation_1-mae:70.3321 validation_1-rmse:128.81
[6763] validation_0-mae:72.2214 validation_0-rmse:132.556 validation_1-mae:70.3318 validation_1-rmse:128.81
[6764] validation_0-mae:72.2208 validation_0-rmse:132.555 validation_1-mae:70.3318 validation_1-rmse:128.81
[6765] validation_0-mae:72.2198 validation_0-rmse:132.554 validation_1-mae:70.3311 validation_1-rmse:128.809
[6766] validation_0-mae:72.2192 validation_0-rmse:132.553 validation_1-mae:70.3312 validation_1-rmse:128.81
[6767] validation_0-mae:72.2182 validation_0-rmse:132.553 validation_1-mae:70.3303 validation_1-rmse:128.809
[6768] validation_0-mae:72.2176 validation_0-rmse:132.551 validation_1-mae:70.3306 validation_1-rmse:128.81
[6769] validation_0-mae:72.217 validation_0-rmse:132.55 validation_1-mae:70.3306 validation_1-rmse:128.811
[6770] validation_0-mae:72.2163 validation_0-rmse:132.549 validation_1-mae:70.3299 validation_1-rmse:128.809
[6771] validation_0-mae:72.2156 validation_0-rmse:132.548 validation_1-mae:70.3296 validation_1-rmse:128.809
[6772] validation_0-mae:72.2153 validation_0-rmse:132.548 validation_1-mae:70.3296 validation_1-rmse:128.809
[6773] validation_0-mae:72.2147 validation_0-rmse:132.547 validation_1-mae:70.3297 validation_1-rmse:128.81
[6774] validation_0-mae:72.2137 validation_0-rmse:132.546 validation_1-mae:70.3296 validation_1-rmse:128.81
[6775] validation_0-mae:72.213 validation_0-rmse:132.545 validation_1-mae:70.3294 validation_1-rmse:128.81
[6776] validation_0-mae:72.2123 validation_0-rmse:132.544 validation_1-mae:70.3291 validation_1-rmse:128.809
[6777] validation_0-mae:72.2117 validation_0-rmse:132.543 validation_1-mae:70.3291 validation_1-rmse:128.81
[6778] validation_0-mae:72.211 validation_0-rmse:132.542 validation_1-mae:70.3289 validation_1-rmse:128.81
[6779] validation_0-mae:72.209 validation_0-rmse:132.538 validation_1-mae:70.3283 validation_1-rmse:128.81
[6780] validation_0-mae:72.2083 validation_0-rmse:132.537 validation_1-mae:70.3281 validation_1-rmse:128.81
[6781] validation_0-mae:72.208 validation_0-rmse:132.537 validation_1-mae:70.328 validation_1-rmse:128.81
[6782] validation_0-mae:72.207 validation_0-rmse:132.536 validation_1-mae:70.3273 validation_1-rmse:128.809
[6783] validation_0-mae:72.2065 validation_0-rmse:132.535 validation_1-mae:70.3274 validation_1-rmse:128.81
[6784] validation_0-mae:72.2059 validation_0-rmse:132.534 validation_1-mae:70.3275 validation_1-rmse:128.81
[6785] validation_0-mae:72.2052 validation_0-rmse:132.533 validation_1-mae:70.3273 validation_1-rmse:128.81
[6786] validation_0-mae:72.2042 validation_0-rmse:132.532 validation_1-mae:70.3264 validation_1-rmse:128.809
[6787] validation_0-mae:72.2036 validation_0-rmse:132.531 validation_1-mae:70.3265 validation_1-rmse:128.81
[6788] validation_0-mae:72.203 validation_0-rmse:132.53 validation_1-mae:70.3268 validation_1-rmse:128.811
[6789] validation_0-mae:72.2024 validation_0-rmse:132.529 validation_1-mae:70.326 validation_1-rmse:128.81
[6790] validation_0-mae:72.2016 validation_0-rmse:132.528 validation_1-mae:70.3258 validation_1-rmse:128.81
[6791] validation_0-mae:72.2014 validation_0-rmse:132.528 validation_1-mae:70.3257 validation_1-rmse:128.81
[6792] validation_0-mae:72.2006 validation_0-rmse:132.527 validation_1-mae:70.3255 validation_1-rmse:128.809
[6793] validation_0-mae:72.2001 validation_0-rmse:132.526 validation_1-mae:70.3257 validation_1-rmse:128.81
[6794] validation_0-mae:72.1993 validation_0-rmse:132.525 validation_1-mae:70.3254 validation_1-rmse:128.81
[6795] validation_0-mae:72.1987 validation_0-rmse:132.524 validation_1-mae:70.3254 validation_1-rmse:128.81
[6796] validation_0-mae:72.1977 validation_0-rmse:132.523 validation_1-mae:70.3245 validation_1-rmse:128.809
[6797] validation_0-mae:72.1971 validation_0-rmse:132.522 validation_1-mae:70.3248 validation_1-rmse:128.81
[6798] validation_0-mae:72.1951 validation_0-rmse:132.518 validation_1-mae:70.3243 validation_1-rmse:128.81
[6799] validation_0-mae:72.1946 validation_0-rmse:132.517 validation_1-mae:70.3244 validation_1-rmse:128.811
[6800] validation_0-mae:72.1939 validation_0-rmse:132.516 validation_1-mae:70.3241 validation_1-rmse:128.811
[6801] validation_0-mae:72.1936 validation_0-rmse:132.516 validation_1-mae:70.3247 validation_1-rmse:128.812
[6802] validation_0-mae:72.193 validation_0-rmse:132.515 validation_1-mae:70.3245 validation_1-rmse:128.812
[6803] validation_0-mae:72.1927 validation_0-rmse:132.514 validation_1-mae:70.3245 validation_1-rmse:128.812
[6804] validation_0-mae:72.1918 validation_0-rmse:132.513 validation_1-mae:70.3237 validation_1-rmse:128.811
[6805] validation_0-mae:72.1912 validation_0-rmse:132.512 validation_1-mae:70.3238 validation_1-rmse:128.812
[6806] validation_0-mae:72.1905 validation_0-rmse:132.511 validation_1-mae:70.3236 validation_1-rmse:128.812
[6807] validation_0-mae:72.1895 validation_0-rmse:132.511 validation_1-mae:70.3235 validation_1-rmse:128.812
[6808] validation_0-mae:72.1889 validation_0-rmse:132.51 validation_1-mae:70.3235 validation_1-rmse:128.812
[6809] validation_0-mae:72.1882 validation_0-rmse:132.509 validation_1-mae:70.3233 validation_1-rmse:128.812
[6810] validation_0-mae:72.187 validation_0-rmse:132.507 validation_1-mae:70.3227 validation_1-rmse:128.811
[6811] validation_0-mae:72.1863 validation_0-rmse:132.506 validation_1-mae:70.3225 validation_1-rmse:128.811
[6812] validation_0-mae:72.1857 validation_0-rmse:132.505 validation_1-mae:70.3228 validation_1-rmse:128.812
[6813] validation_0-mae:72.1847 validation_0-rmse:132.504 validation_1-mae:70.3219 validation_1-rmse:128.811
[6814] validation_0-mae:72.1841 validation_0-rmse:132.503 validation_1-mae:70.322 validation_1-rmse:128.812
[6815] validation_0-mae:72.1834 validation_0-rmse:132.502 validation_1-mae:70.3217 validation_1-rmse:128.812
[6816] validation_0-mae:72.1828 validation_0-rmse:132.501 validation_1-mae:70.3216 validation_1-rmse:128.812
[6817] validation_0-mae:72.1825 validation_0-rmse:132.501 validation_1-mae:70.3215 validation_1-rmse:128.812
[6818] validation_0-mae:72.1818 validation_0-rmse:132.5 validation_1-mae:70.3213 validation_1-rmse:128.812
[6819] validation_0-mae:72.1807 validation_0-rmse:132.498 validation_1-mae:70.3208 validation_1-rmse:128.812
[6820] validation_0-mae:72.1797 validation_0-rmse:132.497 validation_1-mae:70.32 validation_1-rmse:128.811
[6821] validation_0-mae:72.1791 validation_0-rmse:132.496 validation_1-mae:70.3202 validation_1-rmse:128.812
[6822] validation_0-mae:72.1779 validation_0-rmse:132.494 validation_1-mae:70.3197 validation_1-rmse:128.811
[6823] validation_0-mae:72.1777 validation_0-rmse:132.494 validation_1-mae:70.3202 validation_1-rmse:128.812
[6824] validation_0-mae:72.177 validation_0-rmse:132.493 validation_1-mae:70.32 validation_1-rmse:128.812
[6825] validation_0-mae:72.1762 validation_0-rmse:132.492 validation_1-mae:70.3197 validation_1-rmse:128.811
[6826] validation_0-mae:72.1757 validation_0-rmse:132.491 validation_1-mae:70.3201 validation_1-rmse:128.813
[6827] validation_0-mae:72.1754 validation_0-rmse:132.49 validation_1-mae:70.3201 validation_1-rmse:128.813
[6828] validation_0-mae:72.1749 validation_0-rmse:132.489 validation_1-mae:70.3202 validation_1-rmse:128.813
[6829] validation_0-mae:72.1742 validation_0-rmse:132.488 validation_1-mae:70.3199 validation_1-rmse:128.813
[6830] validation_0-mae:72.1732 validation_0-rmse:132.487 validation_1-mae:70.3192 validation_1-rmse:128.812
[6831] validation_0-mae:72.1726 validation_0-rmse:132.486 validation_1-mae:70.3195 validation_1-rmse:128.814
[6832] validation_0-mae:72.1716 validation_0-rmse:132.486 validation_1-mae:70.3186 validation_1-rmse:128.813
[6833] validation_0-mae:72.1705 validation_0-rmse:132.484 validation_1-mae:70.3182 validation_1-rmse:128.812
[6834] validation_0-mae:72.1699 validation_0-rmse:132.483 validation_1-mae:70.3182 validation_1-rmse:128.813
[6835] validation_0-mae:72.1692 validation_0-rmse:132.482 validation_1-mae:70.3179 validation_1-rmse:128.813
[6836] validation_0-mae:72.1686 validation_0-rmse:132.481 validation_1-mae:70.318 validation_1-rmse:128.813
[6837] validation_0-mae:72.1683 validation_0-rmse:132.48 validation_1-mae:70.3179 validation_1-rmse:128.813
[6838] validation_0-mae:72.1676 validation_0-rmse:132.479 validation_1-mae:70.3176 validation_1-rmse:128.813
[6839] validation_0-mae:72.1666 validation_0-rmse:132.479 validation_1-mae:70.3168 validation_1-rmse:128.812
[6840] validation_0-mae:72.166 validation_0-rmse:132.478 validation_1-mae:70.3172 validation_1-rmse:128.813
[6841] validation_0-mae:72.1649 validation_0-rmse:132.476 validation_1-mae:70.3167 validation_1-rmse:128.813
[6842] validation_0-mae:72.1647 validation_0-rmse:132.475 validation_1-mae:70.3172 validation_1-rmse:128.814
[6843] validation_0-mae:72.164 validation_0-rmse:132.474 validation_1-mae:70.317 validation_1-rmse:128.813
[6844] validation_0-mae:72.1634 validation_0-rmse:132.473 validation_1-mae:70.317 validation_1-rmse:128.814
[6845] validation_0-mae:72.1627 validation_0-rmse:132.472 validation_1-mae:70.3168 validation_1-rmse:128.814
[6846] validation_0-mae:72.1621 validation_0-rmse:132.471 validation_1-mae:70.3171 validation_1-rmse:128.815
[6847] validation_0-mae:72.1618 validation_0-rmse:132.471 validation_1-mae:70.317 validation_1-rmse:128.815
[6848] validation_0-mae:72.1611 validation_0-rmse:132.47 validation_1-mae:70.3168 validation_1-rmse:128.815
[6849] validation_0-mae:72.1601 validation_0-rmse:132.469 validation_1-mae:70.316 validation_1-rmse:128.814
[6850] validation_0-mae:72.1595 validation_0-rmse:132.468 validation_1-mae:70.3159 validation_1-rmse:128.814
[6851] validation_0-mae:72.1585 validation_0-rmse:132.466 validation_1-mae:70.3154 validation_1-rmse:128.814
[6852] validation_0-mae:72.1582 validation_0-rmse:132.466 validation_1-mae:70.3154 validation_1-rmse:128.814
[6853] validation_0-mae:72.1572 validation_0-rmse:132.465 validation_1-mae:70.3145 validation_1-rmse:128.813
[6854] validation_0-mae:72.1566 validation_0-rmse:132.464 validation_1-mae:70.3148 validation_1-rmse:128.814
[6855] validation_0-mae:72.1559 validation_0-rmse:132.463 validation_1-mae:70.3146 validation_1-rmse:128.814
[6856] validation_0-mae:72.1548 validation_0-rmse:132.461 validation_1-mae:70.3141 validation_1-rmse:128.813
[6857] validation_0-mae:72.1545 validation_0-rmse:132.461 validation_1-mae:70.3141 validation_1-rmse:128.813
[6858] validation_0-mae:72.1538 validation_0-rmse:132.46 validation_1-mae:70.3138 validation_1-rmse:128.813
[6859] validation_0-mae:72.1531 validation_0-rmse:132.459 validation_1-mae:70.3136 validation_1-rmse:128.813
[6860] validation_0-mae:72.1526 validation_0-rmse:132.458 validation_1-mae:70.3137 validation_1-rmse:128.814
[6861] validation_0-mae:72.152 validation_0-rmse:132.457 validation_1-mae:70.3141 validation_1-rmse:128.815
[6862] validation_0-mae:72.1513 validation_0-rmse:132.456 validation_1-mae:70.3139 validation_1-rmse:128.815
[6863] validation_0-mae:72.1503 validation_0-rmse:132.455 validation_1-mae:70.313 validation_1-rmse:128.814
[6864] validation_0-mae:72.1497 validation_0-rmse:132.454 validation_1-mae:70.3133 validation_1-rmse:128.815
[6865] validation_0-mae:72.1486 validation_0-rmse:132.452 validation_1-mae:70.3128 validation_1-rmse:128.814
[6866] validation_0-mae:72.1483 validation_0-rmse:132.452 validation_1-mae:70.3133 validation_1-rmse:128.815
[6867] validation_0-mae:72.1478 validation_0-rmse:132.451 validation_1-mae:70.3134 validation_1-rmse:128.816
[6868] validation_0-mae:72.1469 validation_0-rmse:132.45 validation_1-mae:70.3127 validation_1-rmse:128.815
[6869] validation_0-mae:72.1463 validation_0-rmse:132.449 validation_1-mae:70.3128 validation_1-rmse:128.816
[6870] validation_0-mae:72.1456 validation_0-rmse:132.448 validation_1-mae:70.3125 validation_1-rmse:128.816
[6871] validation_0-mae:72.1453 validation_0-rmse:132.448 validation_1-mae:70.3125 validation_1-rmse:128.816
[6872] validation_0-mae:72.1444 validation_0-rmse:132.447 validation_1-mae:70.3124 validation_1-rmse:128.816
[6873] validation_0-mae:72.1438 validation_0-rmse:132.446 validation_1-mae:70.3128 validation_1-rmse:128.817
[6874] validation_0-mae:72.1431 validation_0-rmse:132.445 validation_1-mae:70.3125 validation_1-rmse:128.817
[6875] validation_0-mae:72.1424 validation_0-rmse:132.444 validation_1-mae:70.3123 validation_1-rmse:128.816
[6876] validation_0-mae:72.1413 validation_0-rmse:132.442 validation_1-mae:70.3117 validation_1-rmse:128.816
[6877] validation_0-mae:72.1406 validation_0-rmse:132.441 validation_1-mae:70.3115 validation_1-rmse:128.816
[6878] validation_0-mae:72.14 validation_0-rmse:132.44 validation_1-mae:70.3116 validation_1-rmse:128.816
[6879] validation_0-mae:72.139 validation_0-rmse:132.44 validation_1-mae:70.3108 validation_1-rmse:128.815
[6880] validation_0-mae:72.1384 validation_0-rmse:132.439 validation_1-mae:70.3105 validation_1-rmse:128.816
[6881] validation_0-mae:72.1373 validation_0-rmse:132.437 validation_1-mae:70.3102 validation_1-rmse:128.815
[6882] validation_0-mae:72.1371 validation_0-rmse:132.436 validation_1-mae:70.3107 validation_1-rmse:128.816
[6883] validation_0-mae:72.136 validation_0-rmse:132.434 validation_1-mae:70.3102 validation_1-rmse:128.815
[6884] validation_0-mae:72.1355 validation_0-rmse:132.433 validation_1-mae:70.3106 validation_1-rmse:128.816
[6885] validation_0-mae:72.1352 validation_0-rmse:132.433 validation_1-mae:70.3105 validation_1-rmse:128.816
[6886] validation_0-mae:72.1345 validation_0-rmse:132.432 validation_1-mae:70.3102 validation_1-rmse:128.816
[6887] validation_0-mae:72.1336 validation_0-rmse:132.431 validation_1-mae:70.3095 validation_1-rmse:128.816
[6888] validation_0-mae:72.133 validation_0-rmse:132.43 validation_1-mae:70.3095 validation_1-rmse:128.816
[6889] validation_0-mae:72.1324 validation_0-rmse:132.429 validation_1-mae:70.3095 validation_1-rmse:128.817
[6890] validation_0-mae:72.1322 validation_0-rmse:132.429 validation_1-mae:70.3095 validation_1-rmse:128.817
[6891] validation_0-mae:72.1315 validation_0-rmse:132.428 validation_1-mae:70.3092 validation_1-rmse:128.817
[6892] validation_0-mae:72.1304 validation_0-rmse:132.427 validation_1-mae:70.3084 validation_1-rmse:128.816
[6893] validation_0-mae:72.1299 validation_0-rmse:132.426 validation_1-mae:70.3088 validation_1-rmse:128.817
[6894] validation_0-mae:72.1288 validation_0-rmse:132.424 validation_1-mae:70.3084 validation_1-rmse:128.816
[6895] validation_0-mae:72.1281 validation_0-rmse:132.424 validation_1-mae:70.3082 validation_1-rmse:128.816
[6896] validation_0-mae:72.1274 validation_0-rmse:132.423 validation_1-mae:70.308 validation_1-rmse:128.816
[6897] validation_0-mae:72.1264 validation_0-rmse:132.421 validation_1-mae:70.3076 validation_1-rmse:128.816
[6898] validation_0-mae:72.1258 validation_0-rmse:132.42 validation_1-mae:70.3078 validation_1-rmse:128.817
[6899] validation_0-mae:72.1256 validation_0-rmse:132.419 validation_1-mae:70.3084 validation_1-rmse:128.817
[6900] validation_0-mae:72.1253 validation_0-rmse:132.419 validation_1-mae:70.3083 validation_1-rmse:128.817
[6901] validation_0-mae:72.1246 validation_0-rmse:132.418 validation_1-mae:70.3081 validation_1-rmse:128.817
[6902] validation_0-mae:72.1237 validation_0-rmse:132.417 validation_1-mae:70.3073 validation_1-rmse:128.817
[6903] validation_0-mae:72.1231 validation_0-rmse:132.416 validation_1-mae:70.3073 validation_1-rmse:128.817
[6904] validation_0-mae:72.1225 validation_0-rmse:132.415 validation_1-mae:70.3076 validation_1-rmse:128.818
[6905] validation_0-mae:72.1215 validation_0-rmse:132.414 validation_1-mae:70.3068 validation_1-rmse:128.817
[6906] validation_0-mae:72.1205 validation_0-rmse:132.412 validation_1-mae:70.3064 validation_1-rmse:128.817
[6907] validation_0-mae:72.1198 validation_0-rmse:132.411 validation_1-mae:70.3062 validation_1-rmse:128.817
[6908] validation_0-mae:72.1192 validation_0-rmse:132.41 validation_1-mae:70.3065 validation_1-rmse:128.818
[6909] validation_0-mae:72.119 validation_0-rmse:132.41 validation_1-mae:70.3071 validation_1-rmse:128.819
[6910] validation_0-mae:72.1187 validation_0-rmse:132.41 validation_1-mae:70.307 validation_1-rmse:128.819
[6911] validation_0-mae:72.1177 validation_0-rmse:132.409 validation_1-mae:70.3064 validation_1-rmse:128.818
[6912] validation_0-mae:72.1172 validation_0-rmse:132.408 validation_1-mae:70.3066 validation_1-rmse:128.819
[6913] validation_0-mae:72.1166 validation_0-rmse:132.407 validation_1-mae:70.3064 validation_1-rmse:128.819
[6914] validation_0-mae:72.1159 validation_0-rmse:132.406 validation_1-mae:70.3061 validation_1-rmse:128.819
[6915] validation_0-mae:72.1149 validation_0-rmse:132.405 validation_1-mae:70.3053 validation_1-rmse:128.818
[6916] validation_0-mae:72.1138 validation_0-rmse:132.403 validation_1-mae:70.3047 validation_1-rmse:128.817
[6917] validation_0-mae:72.1132 validation_0-rmse:132.402 validation_1-mae:70.3051 validation_1-rmse:128.818
[6918] validation_0-mae:72.113 validation_0-rmse:132.402 validation_1-mae:70.305 validation_1-rmse:128.818
[6919] validation_0-mae:72.1123 validation_0-rmse:132.401 validation_1-mae:70.3048 validation_1-rmse:128.818
[6920] validation_0-mae:72.1117 validation_0-rmse:132.4 validation_1-mae:70.305 validation_1-rmse:128.819
[6921] validation_0-mae:72.1112 validation_0-rmse:132.399 validation_1-mae:70.3047 validation_1-rmse:128.819
[6922] validation_0-mae:72.1106 validation_0-rmse:132.398 validation_1-mae:70.3047 validation_1-rmse:128.819
[6923] validation_0-mae:72.1099 validation_0-rmse:132.397 validation_1-mae:70.3045 validation_1-rmse:128.819
[6924] validation_0-mae:72.1089 validation_0-rmse:132.397 validation_1-mae:70.3036 validation_1-rmse:128.818
[6925] validation_0-mae:72.1078 validation_0-rmse:132.395 validation_1-mae:70.3033 validation_1-rmse:128.818
[6926] validation_0-mae:72.1073 validation_0-rmse:132.394 validation_1-mae:70.3035 validation_1-rmse:128.819
[6927] validation_0-mae:72.1066 validation_0-rmse:132.393 validation_1-mae:70.3033 validation_1-rmse:128.819
[6928] validation_0-mae:72.1055 validation_0-rmse:132.391 validation_1-mae:70.3027 validation_1-rmse:128.818
[6929] validation_0-mae:72.1052 validation_0-rmse:132.39 validation_1-mae:70.3027 validation_1-rmse:128.818
[6930] validation_0-mae:72.1045 validation_0-rmse:132.39 validation_1-mae:70.3024 validation_1-rmse:128.818
[6931] validation_0-mae:72.1036 validation_0-rmse:132.389 validation_1-mae:70.3017 validation_1-rmse:128.817
[6932] validation_0-mae:72.103 validation_0-rmse:132.388 validation_1-mae:70.3021 validation_1-rmse:128.818
[6933] validation_0-mae:72.1026 validation_0-rmse:132.387 validation_1-mae:70.3023 validation_1-rmse:128.819
[6934] validation_0-mae:72.1015 validation_0-rmse:132.386 validation_1-mae:70.3015 validation_1-rmse:128.818
[6935] validation_0-mae:72.1009 validation_0-rmse:132.385 validation_1-mae:70.3012 validation_1-rmse:128.818
[6936] validation_0-mae:72.1007 validation_0-rmse:132.385 validation_1-mae:70.3017 validation_1-rmse:128.819
[6937] validation_0-mae:72.0996 validation_0-rmse:132.383 validation_1-mae:70.3012 validation_1-rmse:128.819
[6938] validation_0-mae:72.0993 validation_0-rmse:132.382 validation_1-mae:70.3011 validation_1-rmse:128.819
[6939] validation_0-mae:72.0987 validation_0-rmse:132.381 validation_1-mae:70.301 validation_1-rmse:128.818
[6940] validation_0-mae:72.0977 validation_0-rmse:132.38 validation_1-mae:70.3005 validation_1-rmse:128.818
[6941] validation_0-mae:72.0972 validation_0-rmse:132.379 validation_1-mae:70.3008 validation_1-rmse:128.819
[6942] validation_0-mae:72.0967 validation_0-rmse:132.379 validation_1-mae:70.3011 validation_1-rmse:128.819
[6943] validation_0-mae:72.0965 validation_0-rmse:132.378 validation_1-mae:70.301 validation_1-rmse:128.819
[6944] validation_0-mae:72.0958 validation_0-rmse:132.377 validation_1-mae:70.3008 validation_1-rmse:128.819
[6945] validation_0-mae:72.0948 validation_0-rmse:132.377 validation_1-mae:70.2999 validation_1-rmse:128.819
[6946] validation_0-mae:72.0942 validation_0-rmse:132.376 validation_1-mae:70.3002 validation_1-rmse:128.82
[6947] validation_0-mae:72.0932 validation_0-rmse:132.374 validation_1-mae:70.2998 validation_1-rmse:128.819
[6948] validation_0-mae:72.0926 validation_0-rmse:132.373 validation_1-mae:70.2997 validation_1-rmse:128.819
[6949] validation_0-mae:72.092 validation_0-rmse:132.372 validation_1-mae:70.3001 validation_1-rmse:128.82
[6950] validation_0-mae:72.0912 validation_0-rmse:132.371 validation_1-mae:70.2994 validation_1-rmse:128.819
[6951] validation_0-mae:72.0901 validation_0-rmse:132.369 validation_1-mae:70.2989 validation_1-rmse:128.819
[6952] validation_0-mae:72.0898 validation_0-rmse:132.369 validation_1-mae:70.2988 validation_1-rmse:128.819
[6953] validation_0-mae:72.0891 validation_0-rmse:132.368 validation_1-mae:70.2986 validation_1-rmse:128.819
[6954] validation_0-mae:72.0881 validation_0-rmse:132.367 validation_1-mae:70.2978 validation_1-rmse:128.818
[6955] validation_0-mae:72.0877 validation_0-rmse:132.366 validation_1-mae:70.298 validation_1-rmse:128.819
[6956] validation_0-mae:72.0871 validation_0-rmse:132.365 validation_1-mae:70.2982 validation_1-rmse:128.82
[6957] validation_0-mae:72.0869 validation_0-rmse:132.365 validation_1-mae:70.2988 validation_1-rmse:128.82
[6958] validation_0-mae:72.0863 validation_0-rmse:132.364 validation_1-mae:70.2988 validation_1-rmse:128.821
[6959] validation_0-mae:72.0854 validation_0-rmse:132.363 validation_1-mae:70.2981 validation_1-rmse:128.82
[6960] validation_0-mae:72.0844 validation_0-rmse:132.361 validation_1-mae:70.2978 validation_1-rmse:128.82
[6961] validation_0-mae:72.0841 validation_0-rmse:132.361 validation_1-mae:70.2977 validation_1-rmse:128.82
[6962] validation_0-mae:72.0835 validation_0-rmse:132.36 validation_1-mae:70.2976 validation_1-rmse:128.82
[6963] validation_0-mae:72.083 validation_0-rmse:132.359 validation_1-mae:70.2976 validation_1-rmse:128.82
[6964] validation_0-mae:72.0821 validation_0-rmse:132.358 validation_1-mae:70.297 validation_1-rmse:128.819
[6965] validation_0-mae:72.0816 validation_0-rmse:132.357 validation_1-mae:70.2973 validation_1-rmse:128.82
[6966] validation_0-mae:72.0809 validation_0-rmse:132.356 validation_1-mae:70.2971 validation_1-rmse:128.82
[6967] validation_0-mae:72.0802 validation_0-rmse:132.355 validation_1-mae:70.2969 validation_1-rmse:128.82
[6968] validation_0-mae:72.0791 validation_0-rmse:132.353 validation_1-mae:70.2965 validation_1-rmse:128.82
[6969] validation_0-mae:72.0786 validation_0-rmse:132.352 validation_1-mae:70.2968 validation_1-rmse:128.821
[6970] validation_0-mae:72.078 validation_0-rmse:132.352 validation_1-mae:70.2967 validation_1-rmse:128.821
[6971] validation_0-mae:72.0778 validation_0-rmse:132.351 validation_1-mae:70.2966 validation_1-rmse:128.821
[6972] validation_0-mae:72.0768 validation_0-rmse:132.35 validation_1-mae:70.2959 validation_1-rmse:128.82
[6973] validation_0-mae:72.0758 validation_0-rmse:132.348 validation_1-mae:70.2956 validation_1-rmse:128.819
[6974] validation_0-mae:72.0753 validation_0-rmse:132.347 validation_1-mae:70.2959 validation_1-rmse:128.821
[6975] validation_0-mae:72.0746 validation_0-rmse:132.346 validation_1-mae:70.2957 validation_1-rmse:128.821
[6976] validation_0-mae:72.0737 validation_0-rmse:132.346 validation_1-mae:70.2951 validation_1-rmse:128.82
[6977] validation_0-mae:72.0732 validation_0-rmse:132.345 validation_1-mae:70.2951 validation_1-rmse:128.82
[6978] validation_0-mae:72.0729 validation_0-rmse:132.344 validation_1-mae:70.2948 validation_1-rmse:128.82
[6979] validation_0-mae:72.0723 validation_0-rmse:132.343 validation_1-mae:70.2946 validation_1-rmse:128.82
[6980] validation_0-mae:72.0712 validation_0-rmse:132.342 validation_1-mae:70.2943 validation_1-rmse:128.82
[6981] validation_0-mae:72.071 validation_0-rmse:132.341 validation_1-mae:70.2942 validation_1-rmse:128.82
[6982] validation_0-mae:72.0704 validation_0-rmse:132.34 validation_1-mae:70.2941 validation_1-rmse:128.819
[6983] validation_0-mae:72.0697 validation_0-rmse:132.339 validation_1-mae:70.2939 validation_1-rmse:128.819
[6984] validation_0-mae:72.0692 validation_0-rmse:132.339 validation_1-mae:70.2943 validation_1-rmse:128.82
[6985] validation_0-mae:72.0686 validation_0-rmse:132.338 validation_1-mae:70.2942 validation_1-rmse:128.82
[6986] validation_0-mae:72.0681 validation_0-rmse:132.337 validation_1-mae:70.2942 validation_1-rmse:128.821
[6987] validation_0-mae:72.0671 validation_0-rmse:132.336 validation_1-mae:70.2934 validation_1-rmse:128.82
[6988] validation_0-mae:72.0666 validation_0-rmse:132.335 validation_1-mae:70.2936 validation_1-rmse:128.821
[6989] validation_0-mae:72.0659 validation_0-rmse:132.334 validation_1-mae:70.2934 validation_1-rmse:128.821
[6990] validation_0-mae:72.0649 validation_0-rmse:132.332 validation_1-mae:70.2931 validation_1-rmse:128.82
[6991] validation_0-mae:72.0646 validation_0-rmse:132.332 validation_1-mae:70.293 validation_1-rmse:128.82
[6992] validation_0-mae:72.0638 validation_0-rmse:132.331 validation_1-mae:70.2924 validation_1-rmse:128.82
[6993] validation_0-mae:72.0632 validation_0-rmse:132.33 validation_1-mae:70.2926 validation_1-rmse:128.821
[6994] validation_0-mae:72.0626 validation_0-rmse:132.329 validation_1-mae:70.2925 validation_1-rmse:128.82
[6995] validation_0-mae:72.0616 validation_0-rmse:132.327 validation_1-mae:70.2922 validation_1-rmse:128.82
[6996] validation_0-mae:72.0613 validation_0-rmse:132.327 validation_1-mae:70.2922 validation_1-rmse:128.82
[6997] validation_0-mae:72.0604 validation_0-rmse:132.326 validation_1-mae:70.2915 validation_1-rmse:128.819
[6998] validation_0-mae:72.0599 validation_0-rmse:132.325 validation_1-mae:70.2915 validation_1-rmse:128.82
[6999] validation_0-mae:72.0594 validation_0-rmse:132.324 validation_1-mae:70.2919 validation_1-rmse:128.821
[7000] validation_0-mae:72.0587 validation_0-rmse:132.323 validation_1-mae:70.2916 validation_1-rmse:128.821
[7001] validation_0-mae:72.0578 validation_0-rmse:132.323 validation_1-mae:70.291 validation_1-rmse:128.82
[7002] validation_0-mae:72.0573 validation_0-rmse:132.322 validation_1-mae:70.291 validation_1-rmse:128.821
[7003] validation_0-mae:72.0562 validation_0-rmse:132.32 validation_1-mae:70.2907 validation_1-rmse:128.82
[7004] validation_0-mae:72.0557 validation_0-rmse:132.319 validation_1-mae:70.2906 validation_1-rmse:128.82
[7005] validation_0-mae:72.0554 validation_0-rmse:132.319 validation_1-mae:70.2905 validation_1-rmse:128.82
[7006] validation_0-mae:72.0545 validation_0-rmse:132.318 validation_1-mae:70.29 validation_1-rmse:128.819
[7007] validation_0-mae:72.0534 validation_0-rmse:132.316 validation_1-mae:70.2897 validation_1-rmse:128.819
[7008] validation_0-mae:72.0529 validation_0-rmse:132.315 validation_1-mae:70.29 validation_1-rmse:128.82
[7009] validation_0-mae:72.052 validation_0-rmse:132.314 validation_1-mae:70.2894 validation_1-rmse:128.819
[7010] validation_0-mae:72.0516 validation_0-rmse:132.313 validation_1-mae:70.2897 validation_1-rmse:128.82
[7011] validation_0-mae:72.0509 validation_0-rmse:132.312 validation_1-mae:70.2894 validation_1-rmse:128.82
[7012] validation_0-mae:72.0507 validation_0-rmse:132.312 validation_1-mae:70.29 validation_1-rmse:128.821
[7013] validation_0-mae:72.0502 validation_0-rmse:132.311 validation_1-mae:70.2903 validation_1-rmse:128.822
[7014] validation_0-mae:72.0493 validation_0-rmse:132.31 validation_1-mae:70.2896 validation_1-rmse:128.821
[7015] validation_0-mae:72.0482 validation_0-rmse:132.308 validation_1-mae:70.289 validation_1-rmse:128.821
[7016] validation_0-mae:72.0479 validation_0-rmse:132.308 validation_1-mae:70.289 validation_1-rmse:128.821
[7017] validation_0-mae:72.0474 validation_0-rmse:132.307 validation_1-mae:70.2892 validation_1-rmse:128.822
[7018] validation_0-mae:72.0468 validation_0-rmse:132.306 validation_1-mae:70.2891 validation_1-rmse:128.822
[7019] validation_0-mae:72.0461 validation_0-rmse:132.305 validation_1-mae:70.289 validation_1-rmse:128.821
[7020] validation_0-mae:72.0457 validation_0-rmse:132.304 validation_1-mae:70.2892 validation_1-rmse:128.822
[7021] validation_0-mae:72.045 validation_0-rmse:132.303 validation_1-mae:70.289 validation_1-rmse:128.822
[7022] validation_0-mae:72.0442 validation_0-rmse:132.303 validation_1-mae:70.2884 validation_1-rmse:128.821
[7023] validation_0-mae:72.0436 validation_0-rmse:132.302 validation_1-mae:70.2882 validation_1-rmse:128.822
[7024] validation_0-mae:72.0425 validation_0-rmse:132.3 validation_1-mae:70.2879 validation_1-rmse:128.821
[7025] validation_0-mae:72.0423 validation_0-rmse:132.3 validation_1-mae:70.2879 validation_1-rmse:128.821
[7026] validation_0-mae:72.0417 validation_0-rmse:132.299 validation_1-mae:70.2878 validation_1-rmse:128.821
[7027] validation_0-mae:72.0412 validation_0-rmse:132.298 validation_1-mae:70.288 validation_1-rmse:128.822
[7028] validation_0-mae:72.0403 validation_0-rmse:132.297 validation_1-mae:70.2874 validation_1-rmse:128.821
[7029] validation_0-mae:72.0393 validation_0-rmse:132.295 validation_1-mae:70.2869 validation_1-rmse:128.821
[7030] validation_0-mae:72.0384 validation_0-rmse:132.294 validation_1-mae:70.2862 validation_1-rmse:128.82
[7031] validation_0-mae:72.0379 validation_0-rmse:132.293 validation_1-mae:70.2866 validation_1-rmse:128.821
[7032] validation_0-mae:72.0373 validation_0-rmse:132.292 validation_1-mae:70.2864 validation_1-rmse:128.821
[7033] validation_0-mae:72.0362 validation_0-rmse:132.291 validation_1-mae:70.2854 validation_1-rmse:128.82
[7034] validation_0-mae:72.0357 validation_0-rmse:132.291 validation_1-mae:70.2849 validation_1-rmse:128.82
[7035] validation_0-mae:72.0351 validation_0-rmse:132.29 validation_1-mae:70.2852 validation_1-rmse:128.821
[7036] validation_0-mae:72.0349 validation_0-rmse:132.29 validation_1-mae:70.2851 validation_1-rmse:128.821
[7037] validation_0-mae:72.0343 validation_0-rmse:132.289 validation_1-mae:70.285 validation_1-rmse:128.82
[7038] validation_0-mae:72.0333 validation_0-rmse:132.288 validation_1-mae:70.2843 validation_1-rmse:128.82
[7039] validation_0-mae:72.0325 validation_0-rmse:132.287 validation_1-mae:70.2837 validation_1-rmse:128.819
[7040] validation_0-mae:72.0314 validation_0-rmse:132.285 validation_1-mae:70.2834 validation_1-rmse:128.819
[7041] validation_0-mae:72.0309 validation_0-rmse:132.284 validation_1-mae:70.2838 validation_1-rmse:128.82
[7042] validation_0-mae:72.0303 validation_0-rmse:132.283 validation_1-mae:70.2836 validation_1-rmse:128.82
[7043] validation_0-mae:72.03 validation_0-rmse:132.283 validation_1-mae:70.2835 validation_1-rmse:128.82
[7044] validation_0-mae:72.0292 validation_0-rmse:132.282 validation_1-mae:70.2828 validation_1-rmse:128.819
[7045] validation_0-mae:72.0281 validation_0-rmse:132.28 validation_1-mae:70.2826 validation_1-rmse:128.819
[7046] validation_0-mae:72.0276 validation_0-rmse:132.279 validation_1-mae:70.2829 validation_1-rmse:128.82
[7047] validation_0-mae:72.027 validation_0-rmse:132.278 validation_1-mae:70.2828 validation_1-rmse:128.82
[7048] validation_0-mae:72.0262 validation_0-rmse:132.278 validation_1-mae:70.2821 validation_1-rmse:128.819
[7049] validation_0-mae:72.0256 validation_0-rmse:132.277 validation_1-mae:70.2821 validation_1-rmse:128.82
[7050] validation_0-mae:72.0251 validation_0-rmse:132.276 validation_1-mae:70.2824 validation_1-rmse:128.821
[7051] validation_0-mae:72.0249 validation_0-rmse:132.275 validation_1-mae:70.283 validation_1-rmse:128.822
[7052] validation_0-mae:72.0242 validation_0-rmse:132.275 validation_1-mae:70.2828 validation_1-rmse:128.821
[7053] validation_0-mae:72.0232 validation_0-rmse:132.273 validation_1-mae:70.2826 validation_1-rmse:128.821
[7054] validation_0-mae:72.0226 validation_0-rmse:132.272 validation_1-mae:70.2823 validation_1-rmse:128.821
[7055] validation_0-mae:72.0223 validation_0-rmse:132.272 validation_1-mae:70.2823 validation_1-rmse:128.821
[7056] validation_0-mae:72.0218 validation_0-rmse:132.271 validation_1-mae:70.2826 validation_1-rmse:128.822
[7057] validation_0-mae:72.0212 validation_0-rmse:132.27 validation_1-mae:70.2825 validation_1-rmse:128.822
[7058] validation_0-mae:72.021 validation_0-rmse:132.269 validation_1-mae:70.2825 validation_1-rmse:128.822
[7059] validation_0-mae:72.0202 validation_0-rmse:132.269 validation_1-mae:70.2819 validation_1-rmse:128.821
[7060] validation_0-mae:72.0197 validation_0-rmse:132.268 validation_1-mae:70.2819 validation_1-rmse:128.821
[7061] validation_0-mae:72.0191 validation_0-rmse:132.267 validation_1-mae:70.2819 validation_1-rmse:128.822
[7062] validation_0-mae:72.0185 validation_0-rmse:132.266 validation_1-mae:70.2817 validation_1-rmse:128.822
[7063] validation_0-mae:72.0176 validation_0-rmse:132.265 validation_1-mae:70.2811 validation_1-rmse:128.821
[7064] validation_0-mae:72.0166 validation_0-rmse:132.263 validation_1-mae:70.2808 validation_1-rmse:128.821
[7065] validation_0-mae:72.0161 validation_0-rmse:132.262 validation_1-mae:70.2809 validation_1-rmse:128.821
[7066] validation_0-mae:72.0155 validation_0-rmse:132.261 validation_1-mae:70.2808 validation_1-rmse:128.821
[7067] validation_0-mae:72.0146 validation_0-rmse:132.261 validation_1-mae:70.2801 validation_1-rmse:128.821
[7068] validation_0-mae:72.0141 validation_0-rmse:132.26 validation_1-mae:70.2801 validation_1-rmse:128.821
[7069] validation_0-mae:72.0136 validation_0-rmse:132.259 validation_1-mae:70.2805 validation_1-rmse:128.822
[7070] validation_0-mae:72.0134 validation_0-rmse:132.258 validation_1-mae:70.2804 validation_1-rmse:128.822
[7071] validation_0-mae:72.0125 validation_0-rmse:132.258 validation_1-mae:70.2798 validation_1-rmse:128.822
[7072] validation_0-mae:72.0115 validation_0-rmse:132.256 validation_1-mae:70.2796 validation_1-rmse:128.821
[7073] validation_0-mae:72.0109 validation_0-rmse:132.255 validation_1-mae:70.2793 validation_1-rmse:128.821
[7074] validation_0-mae:72.0103 validation_0-rmse:132.254 validation_1-mae:70.2794 validation_1-rmse:128.822
[7075] validation_0-mae:72.0097 validation_0-rmse:132.253 validation_1-mae:70.2792 validation_1-rmse:128.821
[7076] validation_0-mae:72.0091 validation_0-rmse:132.252 validation_1-mae:70.2791 validation_1-rmse:128.821
[7077] validation_0-mae:72.0081 validation_0-rmse:132.25 validation_1-mae:70.2789 validation_1-rmse:128.821
[7078] validation_0-mae:72.0079 validation_0-rmse:132.25 validation_1-mae:70.2788 validation_1-rmse:128.821
[7079] validation_0-mae:72.0073 validation_0-rmse:132.249 validation_1-mae:70.2786 validation_1-rmse:128.821
[7080] validation_0-mae:72.0067 validation_0-rmse:132.248 validation_1-mae:70.2787 validation_1-rmse:128.821
[7081] validation_0-mae:72.0059 validation_0-rmse:132.248 validation_1-mae:70.2781 validation_1-rmse:128.821
[7082] validation_0-mae:72.0049 validation_0-rmse:132.247 validation_1-mae:70.2774 validation_1-rmse:128.82
[7083] validation_0-mae:72.0043 validation_0-rmse:132.246 validation_1-mae:70.2773 validation_1-rmse:128.82
[7084] validation_0-mae:72.0034 validation_0-rmse:132.244 validation_1-mae:70.277 validation_1-rmse:128.82
[7085] validation_0-mae:72.0031 validation_0-rmse:132.244 validation_1-mae:70.277 validation_1-rmse:128.82
[7086] validation_0-mae:72.0022 validation_0-rmse:132.243 validation_1-mae:70.2763 validation_1-rmse:128.819
[7087] validation_0-mae:72.0017 validation_0-rmse:132.242 validation_1-mae:70.2767 validation_1-rmse:128.82
[7088] validation_0-mae:72.0007 validation_0-rmse:132.24 validation_1-mae:70.2761 validation_1-rmse:128.82
[7089] validation_0-mae:72.0001 validation_0-rmse:132.239 validation_1-mae:70.2759 validation_1-rmse:128.82
[7090] validation_0-mae:71.9992 validation_0-rmse:132.239 validation_1-mae:70.2753 validation_1-rmse:128.819
[7091] validation_0-mae:71.9987 validation_0-rmse:132.238 validation_1-mae:70.2756 validation_1-rmse:128.82
[7092] validation_0-mae:71.9982 validation_0-rmse:132.237 validation_1-mae:70.2757 validation_1-rmse:128.821
[7093] validation_0-mae:71.9977 validation_0-rmse:132.236 validation_1-mae:70.2752 validation_1-rmse:128.82
[7094] validation_0-mae:71.9972 validation_0-rmse:132.235 validation_1-mae:70.2752 validation_1-rmse:128.821
[7095] validation_0-mae:71.9966 validation_0-rmse:132.234 validation_1-mae:70.2751 validation_1-rmse:128.82
[7096] validation_0-mae:71.9964 validation_0-rmse:132.234 validation_1-mae:70.2751 validation_1-rmse:128.82
[7097] validation_0-mae:71.9954 validation_0-rmse:132.233 validation_1-mae:70.2745 validation_1-rmse:128.82
[7098] validation_0-mae:71.9945 validation_0-rmse:132.232 validation_1-mae:70.2738 validation_1-rmse:128.819
[7099] validation_0-mae:71.994 validation_0-rmse:132.231 validation_1-mae:70.2742 validation_1-rmse:128.82
[7100] validation_0-mae:71.9933 validation_0-rmse:132.23 validation_1-mae:70.274 validation_1-rmse:128.82
[7101] validation_0-mae:71.9925 validation_0-rmse:132.23 validation_1-mae:70.2734 validation_1-rmse:128.819
[7102] validation_0-mae:71.9915 validation_0-rmse:132.228 validation_1-mae:70.2728 validation_1-rmse:128.819
[7103] validation_0-mae:71.9909 validation_0-rmse:132.227 validation_1-mae:70.2729 validation_1-rmse:128.819
[7104] validation_0-mae:71.9907 validation_0-rmse:132.227 validation_1-mae:70.2728 validation_1-rmse:128.819
[7105] validation_0-mae:71.9901 validation_0-rmse:132.226 validation_1-mae:70.2727 validation_1-rmse:128.819
[7106] validation_0-mae:71.9892 validation_0-rmse:132.225 validation_1-mae:70.2721 validation_1-rmse:128.819
[7107] validation_0-mae:71.9883 validation_0-rmse:132.224 validation_1-mae:70.2714 validation_1-rmse:128.818
[7108] validation_0-mae:71.9878 validation_0-rmse:132.223 validation_1-mae:70.2717 validation_1-rmse:128.819
[7109] validation_0-mae:71.9871 validation_0-rmse:132.223 validation_1-mae:70.2715 validation_1-rmse:128.819
[7110] validation_0-mae:71.9862 validation_0-rmse:132.221 validation_1-mae:70.2712 validation_1-rmse:128.819
[7111] validation_0-mae:71.9859 validation_0-rmse:132.221 validation_1-mae:70.2712 validation_1-rmse:128.819
[7112] validation_0-mae:71.9851 validation_0-rmse:132.22 validation_1-mae:70.2706 validation_1-rmse:128.818
[7113] validation_0-mae:71.9847 validation_0-rmse:132.219 validation_1-mae:70.2709 validation_1-rmse:128.819
[7114] validation_0-mae:71.9841 validation_0-rmse:132.218 validation_1-mae:70.2708 validation_1-rmse:128.819
[7115] validation_0-mae:71.9831 validation_0-rmse:132.216 validation_1-mae:70.2703 validation_1-rmse:128.818
[7116] validation_0-mae:71.9829 validation_0-rmse:132.216 validation_1-mae:70.2702 validation_1-rmse:128.818
[7117] validation_0-mae:71.982 validation_0-rmse:132.215 validation_1-mae:70.2695 validation_1-rmse:128.817
[7118] validation_0-mae:71.9811 validation_0-rmse:132.213 validation_1-mae:70.2693 validation_1-rmse:128.817
[7119] validation_0-mae:71.9805 validation_0-rmse:132.212 validation_1-mae:70.2691 validation_1-rmse:128.817
[7120] validation_0-mae:71.9795 validation_0-rmse:132.212 validation_1-mae:70.2684 validation_1-rmse:128.816
[7121] validation_0-mae:71.979 validation_0-rmse:132.211 validation_1-mae:70.2685 validation_1-rmse:128.817
[7122] validation_0-mae:71.9785 validation_0-rmse:132.21 validation_1-mae:70.2688 validation_1-rmse:128.818
[7123] validation_0-mae:71.9783 validation_0-rmse:132.209 validation_1-mae:70.2688 validation_1-rmse:128.818
[7124] validation_0-mae:71.9776 validation_0-rmse:132.209 validation_1-mae:70.2686 validation_1-rmse:128.817
[7125] validation_0-mae:71.9772 validation_0-rmse:132.208 validation_1-mae:70.2687 validation_1-rmse:128.818
[7126] validation_0-mae:71.9766 validation_0-rmse:132.207 validation_1-mae:70.2686 validation_1-rmse:128.818
[7127] validation_0-mae:71.9758 validation_0-rmse:132.206 validation_1-mae:70.268 validation_1-rmse:128.817
[7128] validation_0-mae:71.9749 validation_0-rmse:132.204 validation_1-mae:70.2677 validation_1-rmse:128.817
[7129] validation_0-mae:71.9744 validation_0-rmse:132.203 validation_1-mae:70.268 validation_1-rmse:128.818
[7130] validation_0-mae:71.9737 validation_0-rmse:132.203 validation_1-mae:70.2678 validation_1-rmse:128.818
[7131] validation_0-mae:71.9728 validation_0-rmse:132.201 validation_1-mae:70.2673 validation_1-rmse:128.817
[7132] validation_0-mae:71.9726 validation_0-rmse:132.201 validation_1-mae:70.2672 validation_1-rmse:128.817
[7133] validation_0-mae:71.9717 validation_0-rmse:132.2 validation_1-mae:70.2665 validation_1-rmse:128.816
[7134] validation_0-mae:71.9712 validation_0-rmse:132.199 validation_1-mae:70.2666 validation_1-rmse:128.817
[7135] validation_0-mae:71.9707 validation_0-rmse:132.198 validation_1-mae:70.2665 validation_1-rmse:128.817
[7136] validation_0-mae:71.9697 validation_0-rmse:132.197 validation_1-mae:70.2658 validation_1-rmse:128.816
[7137] validation_0-mae:71.9693 validation_0-rmse:132.196 validation_1-mae:70.2662 validation_1-rmse:128.817
[7138] validation_0-mae:71.9688 validation_0-rmse:132.195 validation_1-mae:70.2665 validation_1-rmse:128.818
[7139] validation_0-mae:71.968 validation_0-rmse:132.194 validation_1-mae:70.2659 validation_1-rmse:128.817
[7140] validation_0-mae:71.9671 validation_0-rmse:132.193 validation_1-mae:70.2656 validation_1-rmse:128.817
[7141] validation_0-mae:71.9666 validation_0-rmse:132.192 validation_1-mae:70.2651 validation_1-rmse:128.816
[7142] validation_0-mae:71.9661 validation_0-rmse:132.191 validation_1-mae:70.2652 validation_1-rmse:128.817
[7143] validation_0-mae:71.9659 validation_0-rmse:132.191 validation_1-mae:70.2651 validation_1-rmse:128.817
[7144] validation_0-mae:71.9653 validation_0-rmse:132.19 validation_1-mae:70.2649 validation_1-rmse:128.817
[7145] validation_0-mae:71.9648 validation_0-rmse:132.189 validation_1-mae:70.2649 validation_1-rmse:128.817
[7146] validation_0-mae:71.9646 validation_0-rmse:132.189 validation_1-mae:70.2649 validation_1-rmse:128.817
[7147] validation_0-mae:71.9638 validation_0-rmse:132.188 validation_1-mae:70.2643 validation_1-rmse:128.816
[7148] validation_0-mae:71.9633 validation_0-rmse:132.187 validation_1-mae:70.2646 validation_1-rmse:128.817
[7149] validation_0-mae:71.9627 validation_0-rmse:132.186 validation_1-mae:70.2645 validation_1-rmse:128.817
[7150] validation_0-mae:71.9618 validation_0-rmse:132.186 validation_1-mae:70.2644 validation_1-rmse:128.817
[7151] validation_0-mae:71.9609 validation_0-rmse:132.184 validation_1-mae:70.2642 validation_1-rmse:128.817
[7152] validation_0-mae:71.9604 validation_0-rmse:132.183 validation_1-mae:70.2642 validation_1-rmse:128.817
[7153] validation_0-mae:71.9595 validation_0-rmse:132.182 validation_1-mae:70.2636 validation_1-rmse:128.817
[7154] validation_0-mae:71.9586 validation_0-rmse:132.18 validation_1-mae:70.2631 validation_1-rmse:128.816
[7155] validation_0-mae:71.958 validation_0-rmse:132.179 validation_1-mae:70.2629 validation_1-rmse:128.816
[7156] validation_0-mae:71.9571 validation_0-rmse:132.179 validation_1-mae:70.2622 validation_1-rmse:128.816
[7157] validation_0-mae:71.9566 validation_0-rmse:132.178 validation_1-mae:70.2623 validation_1-rmse:128.816
[7158] validation_0-mae:71.9564 validation_0-rmse:132.178 validation_1-mae:70.2622 validation_1-rmse:128.816
[7159] validation_0-mae:71.9559 validation_0-rmse:132.177 validation_1-mae:70.2624 validation_1-rmse:128.817
[7160] validation_0-mae:71.9553 validation_0-rmse:132.176 validation_1-mae:70.2623 validation_1-rmse:128.816
[7161] validation_0-mae:71.9547 validation_0-rmse:132.175 validation_1-mae:70.2622 validation_1-rmse:128.816
[7162] validation_0-mae:71.9542 validation_0-rmse:132.174 validation_1-mae:70.2625 validation_1-rmse:128.817
[7163] validation_0-mae:71.9533 validation_0-rmse:132.174 validation_1-mae:70.2624 validation_1-rmse:128.817
[7164] validation_0-mae:71.9524 validation_0-rmse:132.172 validation_1-mae:70.2619 validation_1-rmse:128.816
[7165] validation_0-mae:71.9519 validation_0-rmse:132.171 validation_1-mae:70.2614 validation_1-rmse:128.816
[7166] validation_0-mae:71.9514 validation_0-rmse:132.17 validation_1-mae:70.2614 validation_1-rmse:128.816
[7167] validation_0-mae:71.9508 validation_0-rmse:132.169 validation_1-mae:70.2612 validation_1-rmse:128.816
[7168] validation_0-mae:71.9506 validation_0-rmse:132.169 validation_1-mae:70.2612 validation_1-rmse:128.816
[7169] validation_0-mae:71.9497 validation_0-rmse:132.168 validation_1-mae:70.2605 validation_1-rmse:128.816
[7170] validation_0-mae:71.9487 validation_0-rmse:132.167 validation_1-mae:70.2599 validation_1-rmse:128.815
[7171] validation_0-mae:71.9482 validation_0-rmse:132.166 validation_1-mae:70.2601 validation_1-rmse:128.816
[7172] validation_0-mae:71.9477 validation_0-rmse:132.165 validation_1-mae:70.2601 validation_1-rmse:128.816
[7173] validation_0-mae:71.9469 validation_0-rmse:132.165 validation_1-mae:70.2594 validation_1-rmse:128.815
[7174] validation_0-mae:71.946 validation_0-rmse:132.163 validation_1-mae:70.2592 validation_1-rmse:128.815
[7175] validation_0-mae:71.9455 validation_0-rmse:132.162 validation_1-mae:70.2595 validation_1-rmse:128.816
[7176] validation_0-mae:71.9453 validation_0-rmse:132.162 validation_1-mae:70.2594 validation_1-rmse:128.816
[7177] validation_0-mae:71.9447 validation_0-rmse:132.161 validation_1-mae:70.2592 validation_1-rmse:128.816
[7178] validation_0-mae:71.9438 validation_0-rmse:132.161 validation_1-mae:70.2591 validation_1-rmse:128.816
[7179] validation_0-mae:71.9428 validation_0-rmse:132.16 validation_1-mae:70.2585 validation_1-rmse:128.815
[7180] validation_0-mae:71.9423 validation_0-rmse:132.159 validation_1-mae:70.2584 validation_1-rmse:128.815
[7181] validation_0-mae:71.9418 validation_0-rmse:132.158 validation_1-mae:70.2587 validation_1-rmse:128.816
[7182] validation_0-mae:71.9409 validation_0-rmse:132.157 validation_1-mae:70.2586 validation_1-rmse:128.816
[7183] validation_0-mae:71.9404 validation_0-rmse:132.157 validation_1-mae:70.2581 validation_1-rmse:128.815
[7184] validation_0-mae:71.9394 validation_0-rmse:132.156 validation_1-mae:70.2571 validation_1-rmse:128.815
[7185] validation_0-mae:71.9389 validation_0-rmse:132.155 validation_1-mae:70.2574 validation_1-rmse:128.816
[7186] validation_0-mae:71.9383 validation_0-rmse:132.154 validation_1-mae:70.2572 validation_1-rmse:128.816
[7187] validation_0-mae:71.938 validation_0-rmse:132.154 validation_1-mae:70.2571 validation_1-rmse:128.816
[7188] validation_0-mae:71.9372 validation_0-rmse:132.153 validation_1-mae:70.2566 validation_1-rmse:128.815
[7189] validation_0-mae:71.9364 validation_0-rmse:132.151 validation_1-mae:70.2563 validation_1-rmse:128.815
[7190] validation_0-mae:71.9356 validation_0-rmse:132.15 validation_1-mae:70.2557 validation_1-rmse:128.814
[7191] validation_0-mae:71.9347 validation_0-rmse:132.149 validation_1-mae:70.2555 validation_1-rmse:128.814
[7192] validation_0-mae:71.9342 validation_0-rmse:132.148 validation_1-mae:70.2555 validation_1-rmse:128.814
[7193] validation_0-mae:71.9337 validation_0-rmse:132.147 validation_1-mae:70.2554 validation_1-rmse:128.814
[7194] validation_0-mae:71.9335 validation_0-rmse:132.147 validation_1-mae:70.2554 validation_1-rmse:128.814
[7195] validation_0-mae:71.9329 validation_0-rmse:132.146 validation_1-mae:70.2552 validation_1-rmse:128.814
[7196] validation_0-mae:71.9321 validation_0-rmse:132.144 validation_1-mae:70.2546 validation_1-rmse:128.813
[7197] validation_0-mae:71.9315 validation_0-rmse:132.143 validation_1-mae:70.2544 validation_1-rmse:128.813
[7198] validation_0-mae:71.931 validation_0-rmse:132.142 validation_1-mae:70.2547 validation_1-rmse:128.814
[7199] validation_0-mae:71.9301 validation_0-rmse:132.142 validation_1-mae:70.2546 validation_1-rmse:128.814
[7200] validation_0-mae:71.9295 validation_0-rmse:132.141 validation_1-mae:70.2545 validation_1-rmse:128.814
[7201] validation_0-mae:71.9286 validation_0-rmse:132.14 validation_1-mae:70.2539 validation_1-rmse:128.813
[7202] validation_0-mae:71.9276 validation_0-rmse:132.139 validation_1-mae:70.2532 validation_1-rmse:128.813
[7203] validation_0-mae:71.9271 validation_0-rmse:132.138 validation_1-mae:70.2535 validation_1-rmse:128.814
[7204] validation_0-mae:71.9269 validation_0-rmse:132.138 validation_1-mae:70.2541 validation_1-rmse:128.814
[7205] validation_0-mae:71.9266 validation_0-rmse:132.137 validation_1-mae:70.2539 validation_1-rmse:128.814
[7206] validation_0-mae:71.9256 validation_0-rmse:132.136 validation_1-mae:70.2532 validation_1-rmse:128.814
[7207] validation_0-mae:71.9254 validation_0-rmse:132.136 validation_1-mae:70.2532 validation_1-rmse:128.813
[7208] validation_0-mae:71.9248 validation_0-rmse:132.135 validation_1-mae:70.253 validation_1-rmse:128.813
[7209] validation_0-mae:71.9243 validation_0-rmse:132.134 validation_1-mae:70.2533 validation_1-rmse:128.814
[7210] validation_0-mae:71.9234 validation_0-rmse:132.134 validation_1-mae:70.2532 validation_1-rmse:128.814
[7211] validation_0-mae:71.9225 validation_0-rmse:132.133 validation_1-mae:70.2525 validation_1-rmse:128.814
[7212] validation_0-mae:71.9217 validation_0-rmse:132.131 validation_1-mae:70.252 validation_1-rmse:128.813
[7213] validation_0-mae:71.9212 validation_0-rmse:132.13 validation_1-mae:70.2515 validation_1-rmse:128.813
[7214] validation_0-mae:71.9207 validation_0-rmse:132.13 validation_1-mae:70.2516 validation_1-rmse:128.813
[7215] validation_0-mae:71.9198 validation_0-rmse:132.129 validation_1-mae:70.2507 validation_1-rmse:128.812
[7216] validation_0-mae:71.9195 validation_0-rmse:132.128 validation_1-mae:70.2506 validation_1-rmse:128.812
[7217] validation_0-mae:71.919 validation_0-rmse:132.128 validation_1-mae:70.2505 validation_1-rmse:128.812
[7218] validation_0-mae:71.9181 validation_0-rmse:132.127 validation_1-mae:70.2505 validation_1-rmse:128.812
[7219] validation_0-mae:71.9176 validation_0-rmse:132.126 validation_1-mae:70.2509 validation_1-rmse:128.813
[7220] validation_0-mae:71.917 validation_0-rmse:132.125 validation_1-mae:70.2507 validation_1-rmse:128.813
[7221] validation_0-mae:71.9161 validation_0-rmse:132.124 validation_1-mae:70.2502 validation_1-rmse:128.812
[7222] validation_0-mae:71.9153 validation_0-rmse:132.123 validation_1-mae:70.2499 validation_1-rmse:128.812
[7223] validation_0-mae:71.9148 validation_0-rmse:132.122 validation_1-mae:70.2502 validation_1-rmse:128.813
[7224] validation_0-mae:71.9146 validation_0-rmse:132.121 validation_1-mae:70.2508 validation_1-rmse:128.814
[7225] validation_0-mae:71.9144 validation_0-rmse:132.121 validation_1-mae:70.2508 validation_1-rmse:128.814
[7226] validation_0-mae:71.9135 validation_0-rmse:132.12 validation_1-mae:70.2501 validation_1-rmse:128.813
[7227] validation_0-mae:71.9131 validation_0-rmse:132.119 validation_1-mae:70.2505 validation_1-rmse:128.814
[7228] validation_0-mae:71.9126 validation_0-rmse:132.118 validation_1-mae:70.2505 validation_1-rmse:128.815
[7229] validation_0-mae:71.9118 validation_0-rmse:132.118 validation_1-mae:70.2499 validation_1-rmse:128.814
[7230] validation_0-mae:71.9109 validation_0-rmse:132.116 validation_1-mae:70.2494 validation_1-rmse:128.814
[7231] validation_0-mae:71.9104 validation_0-rmse:132.115 validation_1-mae:70.2493 validation_1-rmse:128.813
[7232] validation_0-mae:71.9099 validation_0-rmse:132.114 validation_1-mae:70.2496 validation_1-rmse:128.814
[7233] validation_0-mae:71.9097 validation_0-rmse:132.114 validation_1-mae:70.2496 validation_1-rmse:128.814
[7234] validation_0-mae:71.9091 validation_0-rmse:132.113 validation_1-mae:70.2494 validation_1-rmse:128.814
[7235] validation_0-mae:71.9086 validation_0-rmse:132.112 validation_1-mae:70.2492 validation_1-rmse:128.814
[7236] validation_0-mae:71.9081 validation_0-rmse:132.111 validation_1-mae:70.2494 validation_1-rmse:128.815
[7237] validation_0-mae:71.9071 validation_0-rmse:132.111 validation_1-mae:70.2493 validation_1-rmse:128.815
[7238] validation_0-mae:71.9066 validation_0-rmse:132.11 validation_1-mae:70.2492 validation_1-rmse:128.815
[7239] validation_0-mae:71.9062 validation_0-rmse:132.109 validation_1-mae:70.2493 validation_1-rmse:128.815
[7240] validation_0-mae:71.9052 validation_0-rmse:132.109 validation_1-mae:70.2492 validation_1-rmse:128.815
[7241] validation_0-mae:71.9043 validation_0-rmse:132.108 validation_1-mae:70.2485 validation_1-rmse:128.814
[7242] validation_0-mae:71.9037 validation_0-rmse:132.107 validation_1-mae:70.2483 validation_1-rmse:128.814
[7243] validation_0-mae:71.9032 validation_0-rmse:132.106 validation_1-mae:70.2486 validation_1-rmse:128.815
[7244] validation_0-mae:71.9028 validation_0-rmse:132.105 validation_1-mae:70.2481 validation_1-rmse:128.815
[7245] validation_0-mae:71.9018 validation_0-rmse:132.104 validation_1-mae:70.2472 validation_1-rmse:128.814
[7246] validation_0-mae:71.9016 validation_0-rmse:132.104 validation_1-mae:70.2471 validation_1-rmse:128.814
[7247] validation_0-mae:71.9006 validation_0-rmse:132.104 validation_1-mae:70.2471 validation_1-rmse:128.814
[7248] validation_0-mae:71.9 validation_0-rmse:132.103 validation_1-mae:70.247 validation_1-rmse:128.814
[7249] validation_0-mae:71.8996 validation_0-rmse:132.102 validation_1-mae:70.2473 validation_1-rmse:128.815
[7250] validation_0-mae:71.8988 validation_0-rmse:132.101 validation_1-mae:70.2467 validation_1-rmse:128.814
[7251] validation_0-mae:71.898 validation_0-rmse:132.099 validation_1-mae:70.2465 validation_1-rmse:128.814
[7252] validation_0-mae:71.8971 validation_0-rmse:132.099 validation_1-mae:70.2458 validation_1-rmse:128.813
[7253] validation_0-mae:71.8966 validation_0-rmse:132.098 validation_1-mae:70.2461 validation_1-rmse:128.814
[7254] validation_0-mae:71.8958 validation_0-rmse:132.096 validation_1-mae:70.2459 validation_1-rmse:128.814
[7255] validation_0-mae:71.8956 validation_0-rmse:132.096 validation_1-mae:70.2465 validation_1-rmse:128.815
[7256] validation_0-mae:71.8949 validation_0-rmse:132.095 validation_1-mae:70.2459 validation_1-rmse:128.814
[7257] validation_0-mae:71.8945 validation_0-rmse:132.094 validation_1-mae:70.2462 validation_1-rmse:128.815
[7258] validation_0-mae:71.8942 validation_0-rmse:132.094 validation_1-mae:70.2461 validation_1-rmse:128.815
[7259] validation_0-mae:71.8936 validation_0-rmse:132.093 validation_1-mae:70.2459 validation_1-rmse:128.815
[7260] validation_0-mae:71.8928 validation_0-rmse:132.092 validation_1-mae:70.2453 validation_1-rmse:128.815
[7261] validation_0-mae:71.892 validation_0-rmse:132.09 validation_1-mae:70.2448 validation_1-rmse:128.814
[7262] validation_0-mae:71.8911 validation_0-rmse:132.089 validation_1-mae:70.2442 validation_1-rmse:128.814
[7263] validation_0-mae:71.8902 validation_0-rmse:132.089 validation_1-mae:70.2435 validation_1-rmse:128.813
[7264] validation_0-mae:71.8897 validation_0-rmse:132.088 validation_1-mae:70.2438 validation_1-rmse:128.814
[7265] validation_0-mae:71.8895 validation_0-rmse:132.088 validation_1-mae:70.2438 validation_1-rmse:128.814
[7266] validation_0-mae:71.8889 validation_0-rmse:132.087 validation_1-mae:70.2437 validation_1-rmse:128.814
[7267] validation_0-mae:71.888 validation_0-rmse:132.086 validation_1-mae:70.2436 validation_1-rmse:128.814
[7268] validation_0-mae:71.8872 validation_0-rmse:132.084 validation_1-mae:70.2434 validation_1-rmse:128.813
[7269] validation_0-mae:71.8864 validation_0-rmse:132.084 validation_1-mae:70.2429 validation_1-rmse:128.813
[7270] validation_0-mae:71.8859 validation_0-rmse:132.083 validation_1-mae:70.2432 validation_1-rmse:128.814
[7271] validation_0-mae:71.8854 validation_0-rmse:132.082 validation_1-mae:70.2427 validation_1-rmse:128.813
[7272] validation_0-mae:71.8845 validation_0-rmse:132.081 validation_1-mae:70.2421 validation_1-rmse:128.813
[7273] validation_0-mae:71.8839 validation_0-rmse:132.08 validation_1-mae:70.2419 validation_1-rmse:128.813
[7274] validation_0-mae:71.8835 validation_0-rmse:132.079 validation_1-mae:70.2422 validation_1-rmse:128.814
[7275] validation_0-mae:71.8833 validation_0-rmse:132.079 validation_1-mae:70.2421 validation_1-rmse:128.814
[7276] validation_0-mae:71.8823 validation_0-rmse:132.079 validation_1-mae:70.2421 validation_1-rmse:128.814
[7277] validation_0-mae:71.8818 validation_0-rmse:132.078 validation_1-mae:70.242 validation_1-rmse:128.813
[7278] validation_0-mae:71.881 validation_0-rmse:132.076 validation_1-mae:70.2415 validation_1-rmse:128.813
[7279] validation_0-mae:71.8805 validation_0-rmse:132.075 validation_1-mae:70.2413 validation_1-rmse:128.813
[7280] validation_0-mae:71.8801 validation_0-rmse:132.074 validation_1-mae:70.2416 validation_1-rmse:128.814
[7281] validation_0-mae:71.8795 validation_0-rmse:132.073 validation_1-mae:70.2413 validation_1-rmse:128.814
[7282] validation_0-mae:71.8787 validation_0-rmse:132.072 validation_1-mae:70.2411 validation_1-rmse:128.813
[7283] validation_0-mae:71.8785 validation_0-rmse:132.071 validation_1-mae:70.2417 validation_1-rmse:128.814
[7284] validation_0-mae:71.8783 validation_0-rmse:132.071 validation_1-mae:70.2416 validation_1-rmse:128.814
[7285] validation_0-mae:71.8775 validation_0-rmse:132.07 validation_1-mae:70.241 validation_1-rmse:128.814
[7286] validation_0-mae:71.877 validation_0-rmse:132.069 validation_1-mae:70.2413 validation_1-rmse:128.815
[7287] validation_0-mae:71.8766 validation_0-rmse:132.068 validation_1-mae:70.2414 validation_1-rmse:128.815
[7288] validation_0-mae:71.8757 validation_0-rmse:132.068 validation_1-mae:70.2413 validation_1-rmse:128.815
[7289] validation_0-mae:71.8751 validation_0-rmse:132.067 validation_1-mae:70.2412 validation_1-rmse:128.815
[7290] validation_0-mae:71.8746 validation_0-rmse:132.066 validation_1-mae:70.2415 validation_1-rmse:128.816
[7291] validation_0-mae:71.8738 validation_0-rmse:132.066 validation_1-mae:70.2409 validation_1-rmse:128.815
[7292] validation_0-mae:71.8729 validation_0-rmse:132.065 validation_1-mae:70.2403 validation_1-rmse:128.815
[7293] validation_0-mae:71.8724 validation_0-rmse:132.064 validation_1-mae:70.24 validation_1-rmse:128.815
[7294] validation_0-mae:71.8719 validation_0-rmse:132.063 validation_1-mae:70.2403 validation_1-rmse:128.816
[7295] validation_0-mae:71.8714 validation_0-rmse:132.062 validation_1-mae:70.2399 validation_1-rmse:128.815
[7296] validation_0-mae:71.8705 validation_0-rmse:132.061 validation_1-mae:70.2392 validation_1-rmse:128.815
[7297] validation_0-mae:71.8703 validation_0-rmse:132.061 validation_1-mae:70.2392 validation_1-rmse:128.815
[7298] validation_0-mae:71.8694 validation_0-rmse:132.061 validation_1-mae:70.2391 validation_1-rmse:128.815
[7299] validation_0-mae:71.8689 validation_0-rmse:132.06 validation_1-mae:70.239 validation_1-rmse:128.815
[7300] validation_0-mae:71.8684 validation_0-rmse:132.059 validation_1-mae:70.2393 validation_1-rmse:128.816
[7301] validation_0-mae:71.8676 validation_0-rmse:132.058 validation_1-mae:70.2388 validation_1-rmse:128.815
[7302] validation_0-mae:71.8669 validation_0-rmse:132.056 validation_1-mae:70.2383 validation_1-rmse:128.814
[7303] validation_0-mae:71.8664 validation_0-rmse:132.056 validation_1-mae:70.2386 validation_1-rmse:128.815
[7304] validation_0-mae:71.8659 validation_0-rmse:132.055 validation_1-mae:70.2385 validation_1-rmse:128.815
[7305] validation_0-mae:71.865 validation_0-rmse:132.054 validation_1-mae:70.2384 validation_1-rmse:128.815
[7306] validation_0-mae:71.8641 validation_0-rmse:132.053 validation_1-mae:70.2378 validation_1-rmse:128.815
[7307] validation_0-mae:71.8639 validation_0-rmse:132.053 validation_1-mae:70.2383 validation_1-rmse:128.816
[7308] validation_0-mae:71.8637 validation_0-rmse:132.053 validation_1-mae:70.2383 validation_1-rmse:128.816
[7309] validation_0-mae:71.8629 validation_0-rmse:132.052 validation_1-mae:70.2377 validation_1-rmse:128.815
[7310] validation_0-mae:71.8624 validation_0-rmse:132.051 validation_1-mae:70.238 validation_1-rmse:128.816
[7311] validation_0-mae:71.8617 validation_0-rmse:132.049 validation_1-mae:70.2376 validation_1-rmse:128.815
[7312] validation_0-mae:71.8611 validation_0-rmse:132.048 validation_1-mae:70.2374 validation_1-rmse:128.815
[7313] validation_0-mae:71.8602 validation_0-rmse:132.048 validation_1-mae:70.2367 validation_1-rmse:128.815
[7314] validation_0-mae:71.8595 validation_0-rmse:132.046 validation_1-mae:70.2365 validation_1-rmse:128.815
[7315] validation_0-mae:71.8591 validation_0-rmse:132.045 validation_1-mae:70.2368 validation_1-rmse:128.816
[7316] validation_0-mae:71.8589 validation_0-rmse:132.045 validation_1-mae:70.2374 validation_1-rmse:128.816
[7317] validation_0-mae:71.8586 validation_0-rmse:132.044 validation_1-mae:70.2374 validation_1-rmse:128.816
[7318] validation_0-mae:71.8581 validation_0-rmse:132.044 validation_1-mae:70.2371 validation_1-rmse:128.816
[7319] validation_0-mae:71.8576 validation_0-rmse:132.043 validation_1-mae:70.2369 validation_1-rmse:128.816
[7320] validation_0-mae:71.8571 validation_0-rmse:132.042 validation_1-mae:70.2369 validation_1-rmse:128.817
[7321] validation_0-mae:71.8561 validation_0-rmse:132.041 validation_1-mae:70.2368 validation_1-rmse:128.817
[7322] validation_0-mae:71.8557 validation_0-rmse:132.04 validation_1-mae:70.2369 validation_1-rmse:128.817
[7323] validation_0-mae:71.8551 validation_0-rmse:132.04 validation_1-mae:70.2368 validation_1-rmse:128.817
[7324] validation_0-mae:71.8542 validation_0-rmse:132.039 validation_1-mae:70.2363 validation_1-rmse:128.816
[7325] validation_0-mae:71.8533 validation_0-rmse:132.038 validation_1-mae:70.2357 validation_1-rmse:128.816
[7326] validation_0-mae:71.8529 validation_0-rmse:132.037 validation_1-mae:70.236 validation_1-rmse:128.817
[7327] validation_0-mae:71.852 validation_0-rmse:132.036 validation_1-mae:70.2359 validation_1-rmse:128.817
[7328] validation_0-mae:71.8516 validation_0-rmse:132.036 validation_1-mae:70.2357 validation_1-rmse:128.816
[7329] validation_0-mae:71.8512 validation_0-rmse:132.035 validation_1-mae:70.2352 validation_1-rmse:128.816
[7330] validation_0-mae:71.8507 validation_0-rmse:132.034 validation_1-mae:70.2356 validation_1-rmse:128.817
[7331] validation_0-mae:71.8498 validation_0-rmse:132.033 validation_1-mae:70.2347 validation_1-rmse:128.816
[7332] validation_0-mae:71.8496 validation_0-rmse:132.033 validation_1-mae:70.2347 validation_1-rmse:128.816
[7333] validation_0-mae:71.8491 validation_0-rmse:132.032 validation_1-mae:70.2346 validation_1-rmse:128.816
[7334] validation_0-mae:71.8483 validation_0-rmse:132.032 validation_1-mae:70.234 validation_1-rmse:128.815
[7335] validation_0-mae:71.8476 validation_0-rmse:132.03 validation_1-mae:70.2338 validation_1-rmse:128.815
[7336] validation_0-mae:71.8472 validation_0-rmse:132.029 validation_1-mae:70.2341 validation_1-rmse:128.816
[7337] validation_0-mae:71.8466 validation_0-rmse:132.028 validation_1-mae:70.2339 validation_1-rmse:128.816
[7338] validation_0-mae:71.8464 validation_0-rmse:132.028 validation_1-mae:70.2338 validation_1-rmse:128.816
[7339] validation_0-mae:71.8456 validation_0-rmse:132.027 validation_1-mae:70.2332 validation_1-rmse:128.815
[7340] validation_0-mae:71.8449 validation_0-rmse:132.026 validation_1-mae:70.2328 validation_1-rmse:128.815
[7341] validation_0-mae:71.8445 validation_0-rmse:132.025 validation_1-mae:70.2331 validation_1-rmse:128.816
[7342] validation_0-mae:71.8439 validation_0-rmse:132.024 validation_1-mae:70.233 validation_1-rmse:128.816
[7343] validation_0-mae:71.843 validation_0-rmse:132.023 validation_1-mae:70.233 validation_1-rmse:128.816
[7344] validation_0-mae:71.8421 validation_0-rmse:132.022 validation_1-mae:70.2323 validation_1-rmse:128.815
[7345] validation_0-mae:71.8419 validation_0-rmse:132.022 validation_1-mae:70.2329 validation_1-rmse:128.816
[7346] validation_0-mae:71.8415 validation_0-rmse:132.021 validation_1-mae:70.2332 validation_1-rmse:128.817
[7347] validation_0-mae:71.8413 validation_0-rmse:132.021 validation_1-mae:70.2332 validation_1-rmse:128.817
[7348] validation_0-mae:71.8407 validation_0-rmse:132.02 validation_1-mae:70.233 validation_1-rmse:128.817
[7349] validation_0-mae:71.8399 validation_0-rmse:132.019 validation_1-mae:70.2324 validation_1-rmse:128.817
[7350] validation_0-mae:71.8395 validation_0-rmse:132.018 validation_1-mae:70.2325 validation_1-rmse:128.817
[7351] validation_0-mae:71.8387 validation_0-rmse:132.018 validation_1-mae:70.2318 validation_1-rmse:128.817
[7352] validation_0-mae:71.8382 validation_0-rmse:132.017 validation_1-mae:70.2322 validation_1-rmse:128.818
[7353] validation_0-mae:71.8375 validation_0-rmse:132.015 validation_1-mae:70.2317 validation_1-rmse:128.817
[7354] validation_0-mae:71.8371 validation_0-rmse:132.015 validation_1-mae:70.2312 validation_1-rmse:128.817
[7355] validation_0-mae:71.8367 validation_0-rmse:132.014 validation_1-mae:70.2315 validation_1-rmse:128.817
[7356] validation_0-mae:71.8361 validation_0-rmse:132.013 validation_1-mae:70.2314 validation_1-rmse:128.817
[7357] validation_0-mae:71.8359 validation_0-rmse:132.013 validation_1-mae:70.2314 validation_1-rmse:128.817
[7358] validation_0-mae:71.835 validation_0-rmse:132.012 validation_1-mae:70.2313 validation_1-rmse:128.817
[7359] validation_0-mae:71.8341 validation_0-rmse:132.011 validation_1-mae:70.2304 validation_1-rmse:128.817
[7360] validation_0-mae:71.8334 validation_0-rmse:132.011 validation_1-mae:70.2302 validation_1-rmse:128.817
[7361] validation_0-mae:71.833 validation_0-rmse:132.01 validation_1-mae:70.2306 validation_1-rmse:128.818
[7362] validation_0-mae:71.8325 validation_0-rmse:132.009 validation_1-mae:70.2304 validation_1-rmse:128.817
[7363] validation_0-mae:71.8318 validation_0-rmse:132.007 validation_1-mae:70.2299 validation_1-rmse:128.817
[7364] validation_0-mae:71.8313 validation_0-rmse:132.006 validation_1-mae:70.2298 validation_1-rmse:128.817
[7365] validation_0-mae:71.8304 validation_0-rmse:132.006 validation_1-mae:70.2292 validation_1-rmse:128.816
[7366] validation_0-mae:71.83 validation_0-rmse:132.005 validation_1-mae:70.2296 validation_1-rmse:128.817
[7367] validation_0-mae:71.8298 validation_0-rmse:132.005 validation_1-mae:70.2295 validation_1-rmse:128.817
[7368] validation_0-mae:71.829 validation_0-rmse:132.004 validation_1-mae:70.2289 validation_1-rmse:128.817
[7369] validation_0-mae:71.8283 validation_0-rmse:132.002 validation_1-mae:70.2284 validation_1-rmse:128.816
[7370] validation_0-mae:71.8278 validation_0-rmse:132.001 validation_1-mae:70.2288 validation_1-rmse:128.817
[7371] validation_0-mae:71.8273 validation_0-rmse:132 validation_1-mae:70.2286 validation_1-rmse:128.817
[7372] validation_0-mae:71.8264 validation_0-rmse:132 validation_1-mae:70.2285 validation_1-rmse:128.817
[7373] validation_0-mae:71.8254 validation_0-rmse:131.999 validation_1-mae:70.2276 validation_1-rmse:128.816
[7374] validation_0-mae:71.8252 validation_0-rmse:131.998 validation_1-mae:70.2282 validation_1-rmse:128.817
[7375] validation_0-mae:71.8248 validation_0-rmse:131.998 validation_1-mae:70.2285 validation_1-rmse:128.818
[7376] validation_0-mae:71.8239 validation_0-rmse:131.997 validation_1-mae:70.2284 validation_1-rmse:128.818
[7377] validation_0-mae:71.8234 validation_0-rmse:131.997 validation_1-mae:70.2279 validation_1-rmse:128.818
[7378] validation_0-mae:71.8225 validation_0-rmse:131.996 validation_1-mae:70.227 validation_1-rmse:128.817
[7379] validation_0-mae:71.822 validation_0-rmse:131.995 validation_1-mae:70.227 validation_1-rmse:128.817
[7380] validation_0-mae:71.8211 validation_0-rmse:131.994 validation_1-mae:70.2261 validation_1-rmse:128.816
[7381] validation_0-mae:71.8209 validation_0-rmse:131.994 validation_1-mae:70.226 validation_1-rmse:128.816
[7382] validation_0-mae:71.8203 validation_0-rmse:131.993 validation_1-mae:70.2258 validation_1-rmse:128.816
[7383] validation_0-mae:71.8199 validation_0-rmse:131.992 validation_1-mae:70.2261 validation_1-rmse:128.817
[7384] validation_0-mae:71.819 validation_0-rmse:131.992 validation_1-mae:70.2261 validation_1-rmse:128.817
[7385] validation_0-mae:71.8182 validation_0-rmse:131.991 validation_1-mae:70.2255 validation_1-rmse:128.816
[7386] validation_0-mae:71.8175 validation_0-rmse:131.989 validation_1-mae:70.225 validation_1-rmse:128.816
[7387] validation_0-mae:71.8171 validation_0-rmse:131.988 validation_1-mae:70.2253 validation_1-rmse:128.817
[7388] validation_0-mae:71.8169 validation_0-rmse:131.988 validation_1-mae:70.2259 validation_1-rmse:128.818
[7389] validation_0-mae:71.8167 validation_0-rmse:131.987 validation_1-mae:70.2259 validation_1-rmse:128.818
[7390] validation_0-mae:71.8159 validation_0-rmse:131.987 validation_1-mae:70.2253 validation_1-rmse:128.817
[7391] validation_0-mae:71.8154 validation_0-rmse:131.986 validation_1-mae:70.2252 validation_1-rmse:128.818
[7392] validation_0-mae:71.8149 validation_0-rmse:131.985 validation_1-mae:70.2251 validation_1-rmse:128.817
[7393] validation_0-mae:71.8145 validation_0-rmse:131.984 validation_1-mae:70.2252 validation_1-rmse:128.818
[7394] validation_0-mae:71.8136 validation_0-rmse:131.984 validation_1-mae:70.2251 validation_1-rmse:128.818
[7395] validation_0-mae:71.8128 validation_0-rmse:131.983 validation_1-mae:70.2249 validation_1-rmse:128.818
[7396] validation_0-mae:71.8122 validation_0-rmse:131.982 validation_1-mae:70.2248 validation_1-rmse:128.817
[7397] validation_0-mae:71.8116 validation_0-rmse:131.98 validation_1-mae:70.2243 validation_1-rmse:128.817
[7398] validation_0-mae:71.811 validation_0-rmse:131.979 validation_1-mae:70.2241 validation_1-rmse:128.817
[7399] validation_0-mae:71.8106 validation_0-rmse:131.978 validation_1-mae:70.2245 validation_1-rmse:128.818
[7400] validation_0-mae:71.81 validation_0-rmse:131.978 validation_1-mae:70.2244 validation_1-rmse:128.818
[7401] validation_0-mae:71.8091 validation_0-rmse:131.977 validation_1-mae:70.2235 validation_1-rmse:128.817
[7402] validation_0-mae:71.8082 validation_0-rmse:131.976 validation_1-mae:70.2234 validation_1-rmse:128.817
[7403] validation_0-mae:71.8077 validation_0-rmse:131.976 validation_1-mae:70.223 validation_1-rmse:128.816
[7404] validation_0-mae:71.8073 validation_0-rmse:131.975 validation_1-mae:70.2233 validation_1-rmse:128.817
[7405] validation_0-mae:71.8064 validation_0-rmse:131.974 validation_1-mae:70.2225 validation_1-rmse:128.817
[7406] validation_0-mae:71.8059 validation_0-rmse:131.973 validation_1-mae:70.2223 validation_1-rmse:128.817
[7407] validation_0-mae:71.805 validation_0-rmse:131.972 validation_1-mae:70.2223 validation_1-rmse:128.817
[7408] validation_0-mae:71.8048 validation_0-rmse:131.972 validation_1-mae:70.2228 validation_1-rmse:128.818
[7409] validation_0-mae:71.8043 validation_0-rmse:131.971 validation_1-mae:70.2232 validation_1-rmse:128.819
[7410] validation_0-mae:71.8041 validation_0-rmse:131.971 validation_1-mae:70.2237 validation_1-rmse:128.82
[7411] validation_0-mae:71.8032 validation_0-rmse:131.97 validation_1-mae:70.2229 validation_1-rmse:128.819
[7412] validation_0-mae:71.8025 validation_0-rmse:131.969 validation_1-mae:70.2227 validation_1-rmse:128.819
[7413] validation_0-mae:71.802 validation_0-rmse:131.968 validation_1-mae:70.2226 validation_1-rmse:128.819
[7414] validation_0-mae:71.8015 validation_0-rmse:131.967 validation_1-mae:70.2229 validation_1-rmse:128.82
[7415] validation_0-mae:71.8008 validation_0-rmse:131.966 validation_1-mae:70.2224 validation_1-rmse:128.819
[7416] validation_0-mae:71.8 validation_0-rmse:131.966 validation_1-mae:70.2214 validation_1-rmse:128.818
[7417] validation_0-mae:71.7991 validation_0-rmse:131.965 validation_1-mae:70.2213 validation_1-rmse:128.818
[7418] validation_0-mae:71.7989 validation_0-rmse:131.965 validation_1-mae:70.2213 validation_1-rmse:128.818
[7419] validation_0-mae:71.7985 validation_0-rmse:131.964 validation_1-mae:70.2216 validation_1-rmse:128.819
[7420] validation_0-mae:71.7979 validation_0-rmse:131.962 validation_1-mae:70.221 validation_1-rmse:128.818
[7421] validation_0-mae:71.7977 validation_0-rmse:131.962 validation_1-mae:70.2213 validation_1-rmse:128.818
[7422] validation_0-mae:71.7974 validation_0-rmse:131.962 validation_1-mae:70.2215 validation_1-rmse:128.819
[7423] validation_0-mae:71.7969 validation_0-rmse:131.961 validation_1-mae:70.2213 validation_1-rmse:128.819
[7424] validation_0-mae:71.796 validation_0-rmse:131.96 validation_1-mae:70.2207 validation_1-rmse:128.818
[7425] validation_0-mae:71.7953 validation_0-rmse:131.959 validation_1-mae:70.2205 validation_1-rmse:128.818
[7426] validation_0-mae:71.7947 validation_0-rmse:131.958 validation_1-mae:70.2204 validation_1-rmse:128.818
[7427] validation_0-mae:71.7943 validation_0-rmse:131.957 validation_1-mae:70.2207 validation_1-rmse:128.819
[7428] validation_0-mae:71.7934 validation_0-rmse:131.957 validation_1-mae:70.2207 validation_1-rmse:128.819
[7429] validation_0-mae:71.7926 validation_0-rmse:131.956 validation_1-mae:70.2201 validation_1-rmse:128.818
[7430] validation_0-mae:71.7918 validation_0-rmse:131.955 validation_1-mae:70.2192 validation_1-rmse:128.818
[7431] validation_0-mae:71.7914 validation_0-rmse:131.954 validation_1-mae:70.2196 validation_1-rmse:128.819
[7432] validation_0-mae:71.7909 validation_0-rmse:131.954 validation_1-mae:70.2194 validation_1-rmse:128.819
[7433] validation_0-mae:71.79 validation_0-rmse:131.953 validation_1-mae:70.2193 validation_1-rmse:128.819
[7434] validation_0-mae:71.7898 validation_0-rmse:131.953 validation_1-mae:70.2192 validation_1-rmse:128.818
[7435] validation_0-mae:71.789 validation_0-rmse:131.952 validation_1-mae:70.2183 validation_1-rmse:128.818
[7436] validation_0-mae:71.7886 validation_0-rmse:131.951 validation_1-mae:70.2181 validation_1-rmse:128.817
[7437] validation_0-mae:71.7882 validation_0-rmse:131.95 validation_1-mae:70.2185 validation_1-rmse:128.818
[7438] validation_0-mae:71.788 validation_0-rmse:131.95 validation_1-mae:70.2184 validation_1-rmse:128.818
[7439] validation_0-mae:71.7872 validation_0-rmse:131.949 validation_1-mae:70.2175 validation_1-rmse:128.817
[7440] validation_0-mae:71.7866 validation_0-rmse:131.948 validation_1-mae:70.2174 validation_1-rmse:128.817
[7441] validation_0-mae:71.7864 validation_0-rmse:131.948 validation_1-mae:70.2175 validation_1-rmse:128.817
[7442] validation_0-mae:71.7857 validation_0-rmse:131.947 validation_1-mae:70.217 validation_1-rmse:128.817
[7443] validation_0-mae:71.7853 validation_0-rmse:131.947 validation_1-mae:70.2173 validation_1-rmse:128.818
[7444] validation_0-mae:71.7844 validation_0-rmse:131.946 validation_1-mae:70.2173 validation_1-rmse:128.818
[7445] validation_0-mae:71.7839 validation_0-rmse:131.945 validation_1-mae:70.2167 validation_1-rmse:128.817
[7446] validation_0-mae:71.7832 validation_0-rmse:131.944 validation_1-mae:70.2165 validation_1-rmse:128.817
[7447] validation_0-mae:71.7825 validation_0-rmse:131.943 validation_1-mae:70.2163 validation_1-rmse:128.817
[7448] validation_0-mae:71.7816 validation_0-rmse:131.942 validation_1-mae:70.2158 validation_1-rmse:128.816
[7449] validation_0-mae:71.7814 validation_0-rmse:131.941 validation_1-mae:70.2157 validation_1-rmse:128.816
[7450] validation_0-mae:71.7811 validation_0-rmse:131.941 validation_1-mae:70.2155 validation_1-rmse:128.816
[7451] validation_0-mae:71.7807 validation_0-rmse:131.94 validation_1-mae:70.2158 validation_1-rmse:128.817
[7452] validation_0-mae:71.7805 validation_0-rmse:131.94 validation_1-mae:70.2161 validation_1-rmse:128.817
[7453] validation_0-mae:71.7799 validation_0-rmse:131.939 validation_1-mae:70.216 validation_1-rmse:128.817
[7454] validation_0-mae:71.7792 validation_0-rmse:131.938 validation_1-mae:70.2155 validation_1-rmse:128.816
[7455] validation_0-mae:71.7789 validation_0-rmse:131.937 validation_1-mae:70.2155 validation_1-rmse:128.817
[7456] validation_0-mae:71.7784 validation_0-rmse:131.936 validation_1-mae:70.2158 validation_1-rmse:128.818
[7457] validation_0-mae:71.7777 validation_0-rmse:131.935 validation_1-mae:70.2156 validation_1-rmse:128.818
[7458] validation_0-mae:71.777 validation_0-rmse:131.935 validation_1-mae:70.2151 validation_1-rmse:128.817
[7459] validation_0-mae:71.7765 validation_0-rmse:131.933 validation_1-mae:70.2145 validation_1-rmse:128.817
[7460] validation_0-mae:71.7759 validation_0-rmse:131.932 validation_1-mae:70.2145 validation_1-rmse:128.817
[7461] validation_0-mae:71.7755 validation_0-rmse:131.931 validation_1-mae:70.2148 validation_1-rmse:128.818
[7462] validation_0-mae:71.7753 validation_0-rmse:131.931 validation_1-mae:70.2147 validation_1-rmse:128.817
[7463] validation_0-mae:71.7745 validation_0-rmse:131.93 validation_1-mae:70.2138 validation_1-rmse:128.816
[7464] validation_0-mae:71.7736 validation_0-rmse:131.93 validation_1-mae:70.2137 validation_1-rmse:128.816
[7465] validation_0-mae:71.7732 validation_0-rmse:131.929 validation_1-mae:70.214 validation_1-rmse:128.817
[7466] validation_0-mae:71.773 validation_0-rmse:131.929 validation_1-mae:70.2143 validation_1-rmse:128.818
[7467] validation_0-mae:71.7725 validation_0-rmse:131.928 validation_1-mae:70.2141 validation_1-rmse:128.818
[7468] validation_0-mae:71.7719 validation_0-rmse:131.927 validation_1-mae:70.2139 validation_1-rmse:128.818
[7469] validation_0-mae:71.7716 validation_0-rmse:131.926 validation_1-mae:70.214 validation_1-rmse:128.818
[7470] validation_0-mae:71.7713 validation_0-rmse:131.926 validation_1-mae:70.2141 validation_1-rmse:128.818
[7471] validation_0-mae:71.7707 validation_0-rmse:131.925 validation_1-mae:70.2135 validation_1-rmse:128.818
[7472] validation_0-mae:71.7702 validation_0-rmse:131.924 validation_1-mae:70.2137 validation_1-rmse:128.818
[7473] validation_0-mae:71.7697 validation_0-rmse:131.924 validation_1-mae:70.2136 validation_1-rmse:128.818
[7474] validation_0-mae:71.7688 validation_0-rmse:131.923 validation_1-mae:70.2135 validation_1-rmse:128.818
[7475] validation_0-mae:71.7683 validation_0-rmse:131.922 validation_1-mae:70.213 validation_1-rmse:128.818
[7476] validation_0-mae:71.7677 validation_0-rmse:131.921 validation_1-mae:70.2128 validation_1-rmse:128.818
[7477] validation_0-mae:71.7673 validation_0-rmse:131.92 validation_1-mae:70.2131 validation_1-rmse:128.819
[7478] validation_0-mae:71.7665 validation_0-rmse:131.919 validation_1-mae:70.2125 validation_1-rmse:128.818
[7479] validation_0-mae:71.7657 validation_0-rmse:131.918 validation_1-mae:70.2121 validation_1-rmse:128.818
[7480] validation_0-mae:71.7654 validation_0-rmse:131.918 validation_1-mae:70.2119 validation_1-rmse:128.817
[7481] validation_0-mae:71.7646 validation_0-rmse:131.917 validation_1-mae:70.2118 validation_1-rmse:128.817
[7482] validation_0-mae:71.7644 validation_0-rmse:131.916 validation_1-mae:70.2116 validation_1-rmse:128.817
[7483] validation_0-mae:71.7641 validation_0-rmse:131.915 validation_1-mae:70.2117 validation_1-rmse:128.817
[7484] validation_0-mae:71.7637 validation_0-rmse:131.915 validation_1-mae:70.2117 validation_1-rmse:128.818
[7485] validation_0-mae:71.7628 validation_0-rmse:131.914 validation_1-mae:70.2117 validation_1-rmse:128.818
[7486] validation_0-mae:71.7621 validation_0-rmse:131.913 validation_1-mae:70.2111 validation_1-rmse:128.817
[7487] validation_0-mae:71.7617 validation_0-rmse:131.913 validation_1-mae:70.2115 validation_1-rmse:128.818
[7488] validation_0-mae:71.7615 validation_0-rmse:131.912 validation_1-mae:70.2114 validation_1-rmse:128.818
[7489] validation_0-mae:71.7608 validation_0-rmse:131.911 validation_1-mae:70.2106 validation_1-rmse:128.817
[7490] validation_0-mae:71.7599 validation_0-rmse:131.911 validation_1-mae:70.2106 validation_1-rmse:128.817
[7491] validation_0-mae:71.7593 validation_0-rmse:131.91 validation_1-mae:70.2105 validation_1-rmse:128.817
[7492] validation_0-mae:71.7588 validation_0-rmse:131.909 validation_1-mae:70.2099 validation_1-rmse:128.817
[7493] validation_0-mae:71.7586 validation_0-rmse:131.908 validation_1-mae:70.2098 validation_1-rmse:128.816
[7494] validation_0-mae:71.7579 validation_0-rmse:131.907 validation_1-mae:70.2093 validation_1-rmse:128.816
[7495] validation_0-mae:71.7575 validation_0-rmse:131.907 validation_1-mae:70.2096 validation_1-rmse:128.817
[7496] validation_0-mae:71.7573 validation_0-rmse:131.906 validation_1-mae:70.2098 validation_1-rmse:128.817
[7497] validation_0-mae:71.7569 validation_0-rmse:131.906 validation_1-mae:70.2097 validation_1-rmse:128.817
[7498] validation_0-mae:71.7562 validation_0-rmse:131.905 validation_1-mae:70.2092 validation_1-rmse:128.817
[7499] validation_0-mae:71.7558 validation_0-rmse:131.904 validation_1-mae:70.2092 validation_1-rmse:128.817
[7500] validation_0-mae:71.7552 validation_0-rmse:131.903 validation_1-mae:70.209 validation_1-rmse:128.817
[7501] validation_0-mae:71.7544 validation_0-rmse:131.902 validation_1-mae:70.2089 validation_1-rmse:128.817
[7502] validation_0-mae:71.7538 validation_0-rmse:131.901 validation_1-mae:70.2087 validation_1-rmse:128.817
[7503] validation_0-mae:71.7532 validation_0-rmse:131.9 validation_1-mae:70.2081 validation_1-rmse:128.816
[7504] validation_0-mae:71.7527 validation_0-rmse:131.899 validation_1-mae:70.2084 validation_1-rmse:128.818
[7505] validation_0-mae:71.7522 validation_0-rmse:131.898 validation_1-mae:70.2084 validation_1-rmse:128.817
[7506] validation_0-mae:71.7514 validation_0-rmse:131.898 validation_1-mae:70.2083 validation_1-rmse:128.817
[7507] validation_0-mae:71.7506 validation_0-rmse:131.897 validation_1-mae:70.2075 validation_1-rmse:128.817
[7508] validation_0-mae:71.7501 validation_0-rmse:131.896 validation_1-mae:70.2071 validation_1-rmse:128.816
[7509] validation_0-mae:71.7498 validation_0-rmse:131.896 validation_1-mae:70.2071 validation_1-rmse:128.817
[7510] validation_0-mae:71.7494 validation_0-rmse:131.895 validation_1-mae:70.2075 validation_1-rmse:128.818
[7511] validation_0-mae:71.7492 validation_0-rmse:131.895 validation_1-mae:70.208 validation_1-rmse:128.819
[7512] validation_0-mae:71.7485 validation_0-rmse:131.894 validation_1-mae:70.2075 validation_1-rmse:128.818
[7513] validation_0-mae:71.7478 validation_0-rmse:131.893 validation_1-mae:70.207 validation_1-rmse:128.818
[7514] validation_0-mae:71.7475 validation_0-rmse:131.892 validation_1-mae:70.2073 validation_1-rmse:128.819
[7515] validation_0-mae:71.7466 validation_0-rmse:131.892 validation_1-mae:70.2072 validation_1-rmse:128.819
[7516] validation_0-mae:71.7461 validation_0-rmse:131.89 validation_1-mae:70.2067 validation_1-rmse:128.818
[7517] validation_0-mae:71.7459 validation_0-rmse:131.89 validation_1-mae:70.2066 validation_1-rmse:128.818
[7518] validation_0-mae:71.745 validation_0-rmse:131.889 validation_1-mae:70.2062 validation_1-rmse:128.817
[7519] validation_0-mae:71.7448 validation_0-rmse:131.889 validation_1-mae:70.2064 validation_1-rmse:128.818
[7520] validation_0-mae:71.7444 validation_0-rmse:131.888 validation_1-mae:70.2067 validation_1-rmse:128.819
[7521] validation_0-mae:71.7438 validation_0-rmse:131.887 validation_1-mae:70.2066 validation_1-rmse:128.818
[7522] validation_0-mae:71.7432 validation_0-rmse:131.886 validation_1-mae:70.206 validation_1-rmse:128.818
[7523] validation_0-mae:71.7427 validation_0-rmse:131.885 validation_1-mae:70.2055 validation_1-rmse:128.817
[7524] validation_0-mae:71.7419 validation_0-rmse:131.884 validation_1-mae:70.2053 validation_1-rmse:128.817
[7525] validation_0-mae:71.7411 validation_0-rmse:131.883 validation_1-mae:70.2053 validation_1-rmse:128.817
[7526] validation_0-mae:71.7407 validation_0-rmse:131.882 validation_1-mae:70.2056 validation_1-rmse:128.818
[7527] validation_0-mae:71.7401 validation_0-rmse:131.882 validation_1-mae:70.2054 validation_1-rmse:128.818
[7528] validation_0-mae:71.7397 validation_0-rmse:131.881 validation_1-mae:70.2053 validation_1-rmse:128.818
[7529] validation_0-mae:71.7393 validation_0-rmse:131.88 validation_1-mae:70.2051 validation_1-rmse:128.818
[7530] validation_0-mae:71.7387 validation_0-rmse:131.879 validation_1-mae:70.2051 validation_1-rmse:128.818
[7531] validation_0-mae:71.7381 validation_0-rmse:131.879 validation_1-mae:70.2045 validation_1-rmse:128.818
[7532] validation_0-mae:71.7377 validation_0-rmse:131.878 validation_1-mae:70.2048 validation_1-rmse:128.819
[7533] validation_0-mae:71.7375 validation_0-rmse:131.877 validation_1-mae:70.2047 validation_1-rmse:128.819
[7534] validation_0-mae:71.737 validation_0-rmse:131.876 validation_1-mae:70.2042 validation_1-rmse:128.818
[7535] validation_0-mae:71.7367 validation_0-rmse:131.876 validation_1-mae:70.2043 validation_1-rmse:128.818
[7536] validation_0-mae:71.7363 validation_0-rmse:131.875 validation_1-mae:70.2045 validation_1-rmse:128.819
[7537] validation_0-mae:71.7358 validation_0-rmse:131.874 validation_1-mae:70.2043 validation_1-rmse:128.819
[7538] validation_0-mae:71.7349 validation_0-rmse:131.874 validation_1-mae:70.2042 validation_1-rmse:128.819
[7539] validation_0-mae:71.7341 validation_0-rmse:131.873 validation_1-mae:70.2036 validation_1-rmse:128.818
[7540] validation_0-mae:71.7338 validation_0-rmse:131.872 validation_1-mae:70.2037 validation_1-rmse:128.819
[7541] validation_0-mae:71.7331 validation_0-rmse:131.871 validation_1-mae:70.2031 validation_1-rmse:128.818
[7542] validation_0-mae:71.7327 validation_0-rmse:131.87 validation_1-mae:70.2034 validation_1-rmse:128.819
[7543] validation_0-mae:71.7322 validation_0-rmse:131.869 validation_1-mae:70.2033 validation_1-rmse:128.819
[7544] validation_0-mae:71.7317 validation_0-rmse:131.868 validation_1-mae:70.2032 validation_1-rmse:128.819
[7545] validation_0-mae:71.731 validation_0-rmse:131.867 validation_1-mae:70.203 validation_1-rmse:128.819
[7546] validation_0-mae:71.7308 validation_0-rmse:131.867 validation_1-mae:70.2029 validation_1-rmse:128.818
[7547] validation_0-mae:71.7304 validation_0-rmse:131.866 validation_1-mae:70.2028 validation_1-rmse:128.819
[7548] validation_0-mae:71.73 validation_0-rmse:131.865 validation_1-mae:70.2029 validation_1-rmse:128.819
[7549] validation_0-mae:71.7291 validation_0-rmse:131.865 validation_1-mae:70.2029 validation_1-rmse:128.819
[7550] validation_0-mae:71.7284 validation_0-rmse:131.864 validation_1-mae:70.2023 validation_1-rmse:128.819
[7551] validation_0-mae:71.7278 validation_0-rmse:131.863 validation_1-mae:70.2018 validation_1-rmse:128.818
[7552] validation_0-mae:71.7273 validation_0-rmse:131.862 validation_1-mae:70.2022 validation_1-rmse:128.819
[7553] validation_0-mae:71.7269 validation_0-rmse:131.861 validation_1-mae:70.2016 validation_1-rmse:128.819
[7554] validation_0-mae:71.7267 validation_0-rmse:131.86 validation_1-mae:70.2015 validation_1-rmse:128.818
[7555] validation_0-mae:71.7261 validation_0-rmse:131.86 validation_1-mae:70.2013 validation_1-rmse:128.818
[7556] validation_0-mae:71.7253 validation_0-rmse:131.859 validation_1-mae:70.2006 validation_1-rmse:128.818
[7557] validation_0-mae:71.725 validation_0-rmse:131.858 validation_1-mae:70.2009 validation_1-rmse:128.819
[7558] validation_0-mae:71.7247 validation_0-rmse:131.858 validation_1-mae:70.201 validation_1-rmse:128.819
[7559] validation_0-mae:71.7241 validation_0-rmse:131.857 validation_1-mae:70.2005 validation_1-rmse:128.818
[7560] validation_0-mae:71.7235 validation_0-rmse:131.855 validation_1-mae:70.2003 validation_1-rmse:128.818
[7561] validation_0-mae:71.723 validation_0-rmse:131.855 validation_1-mae:70.2003 validation_1-rmse:128.818
[7562] validation_0-mae:71.7223 validation_0-rmse:131.854 validation_1-mae:70.2001 validation_1-rmse:128.818
[7563] validation_0-mae:71.7214 validation_0-rmse:131.853 validation_1-mae:70.2 validation_1-rmse:128.818
[7564] validation_0-mae:71.721 validation_0-rmse:131.852 validation_1-mae:70.2004 validation_1-rmse:128.819
[7565] validation_0-mae:71.7206 validation_0-rmse:131.852 validation_1-mae:70.1999 validation_1-rmse:128.819
[7566] validation_0-mae:71.7198 validation_0-rmse:131.851 validation_1-mae:70.1992 validation_1-rmse:128.818
[7567] validation_0-mae:71.7192 validation_0-rmse:131.85 validation_1-mae:70.1986 validation_1-rmse:128.817
[7568] validation_0-mae:71.7189 validation_0-rmse:131.85 validation_1-mae:70.1987 validation_1-rmse:128.818
[7569] validation_0-mae:71.7185 validation_0-rmse:131.849 validation_1-mae:70.1987 validation_1-rmse:128.818
[7570] validation_0-mae:71.7183 validation_0-rmse:131.848 validation_1-mae:70.1993 validation_1-rmse:128.819
[7571] validation_0-mae:71.7174 validation_0-rmse:131.848 validation_1-mae:70.1992 validation_1-rmse:128.819
[7572] validation_0-mae:71.717 validation_0-rmse:131.847 validation_1-mae:70.1991 validation_1-rmse:128.819
[7573] validation_0-mae:71.7164 validation_0-rmse:131.846 validation_1-mae:70.1989 validation_1-rmse:128.819
[7574] validation_0-mae:71.716 validation_0-rmse:131.845 validation_1-mae:70.1992 validation_1-rmse:128.82
[7575] validation_0-mae:71.7155 validation_0-rmse:131.845 validation_1-mae:70.1992 validation_1-rmse:128.82
[7576] validation_0-mae:71.715 validation_0-rmse:131.844 validation_1-mae:70.1991 validation_1-rmse:128.82
[7577] validation_0-mae:71.7145 validation_0-rmse:131.843 validation_1-mae:70.1986 validation_1-rmse:128.82
[7578] validation_0-mae:71.7138 validation_0-rmse:131.842 validation_1-mae:70.198 validation_1-rmse:128.819
[7579] validation_0-mae:71.7134 validation_0-rmse:131.841 validation_1-mae:70.1978 validation_1-rmse:128.819
[7580] validation_0-mae:71.7131 validation_0-rmse:131.841 validation_1-mae:70.198 validation_1-rmse:128.819
[7581] validation_0-mae:71.7128 validation_0-rmse:131.84 validation_1-mae:70.1983 validation_1-rmse:128.82
[7582] validation_0-mae:71.7122 validation_0-rmse:131.839 validation_1-mae:70.1981 validation_1-rmse:128.82
[7583] validation_0-mae:71.7113 validation_0-rmse:131.839 validation_1-mae:70.198 validation_1-rmse:128.82
[7584] validation_0-mae:71.7105 validation_0-rmse:131.838 validation_1-mae:70.1976 validation_1-rmse:128.82
[7585] validation_0-mae:71.71 validation_0-rmse:131.836 validation_1-mae:70.1971 validation_1-rmse:128.819
[7586] validation_0-mae:71.7097 validation_0-rmse:131.835 validation_1-mae:70.1971 validation_1-rmse:128.82
[7587] validation_0-mae:71.7092 validation_0-rmse:131.835 validation_1-mae:70.1971 validation_1-rmse:128.82
[7588] validation_0-mae:71.7087 validation_0-rmse:131.834 validation_1-mae:70.1972 validation_1-rmse:128.82
[7589] validation_0-mae:71.708 validation_0-rmse:131.833 validation_1-mae:70.1966 validation_1-rmse:128.82
[7590] validation_0-mae:71.7076 validation_0-rmse:131.833 validation_1-mae:70.1966 validation_1-rmse:128.82
[7591] validation_0-mae:71.7074 validation_0-rmse:131.832 validation_1-mae:70.1966 validation_1-rmse:128.82
[7592] validation_0-mae:71.707 validation_0-rmse:131.832 validation_1-mae:70.1968 validation_1-rmse:128.821
[7593] validation_0-mae:71.7065 validation_0-rmse:131.831 validation_1-mae:70.1967 validation_1-rmse:128.821
[7594] validation_0-mae:71.7058 validation_0-rmse:131.83 validation_1-mae:70.1965 validation_1-rmse:128.821
[7595] validation_0-mae:71.7053 validation_0-rmse:131.829 validation_1-mae:70.1965 validation_1-rmse:128.821
[7596] validation_0-mae:71.7048 validation_0-rmse:131.828 validation_1-mae:70.1966 validation_1-rmse:128.821
[7597] validation_0-mae:71.704 validation_0-rmse:131.828 validation_1-mae:70.1965 validation_1-rmse:128.821
[7598] validation_0-mae:71.7035 validation_0-rmse:131.826 validation_1-mae:70.196 validation_1-rmse:128.82
[7599] validation_0-mae:71.7032 validation_0-rmse:131.825 validation_1-mae:70.1958 validation_1-rmse:128.82
[7600] validation_0-mae:71.703 validation_0-rmse:131.825 validation_1-mae:70.1964 validation_1-rmse:128.821
[7601] validation_0-mae:71.7026 validation_0-rmse:131.824 validation_1-mae:70.1964 validation_1-rmse:128.821
[7602] validation_0-mae:71.7019 validation_0-rmse:131.823 validation_1-mae:70.1959 validation_1-rmse:128.821
[7603] validation_0-mae:71.7015 validation_0-rmse:131.823 validation_1-mae:70.1962 validation_1-rmse:128.822
[7604] validation_0-mae:71.701 validation_0-rmse:131.822 validation_1-mae:70.1962 validation_1-rmse:128.822
[7605] validation_0-mae:71.7006 validation_0-rmse:131.821 validation_1-mae:70.196 validation_1-rmse:128.822
[7606] validation_0-mae:71.7001 validation_0-rmse:131.82 validation_1-mae:70.1961 validation_1-rmse:128.822
[7607] validation_0-mae:71.6998 validation_0-rmse:131.82 validation_1-mae:70.1961 validation_1-rmse:128.823
[7608] validation_0-mae:71.6996 validation_0-rmse:131.819 validation_1-mae:70.1963 validation_1-rmse:128.823
[7609] validation_0-mae:71.6987 validation_0-rmse:131.819 validation_1-mae:70.1958 validation_1-rmse:128.823
Stopping. Best iteration:
[6609] validation_0-mae:72.3437 validation_0-rmse:132.738 validation_1-mae:70.3588 validation_1-rmse:128.8

@trivialfis trivialfis changed the title Feature Request: customizable early stopping tolerance Customizable early stopping tolerance Dec 19, 2019
@vfrossa
Copy link

vfrossa commented May 5, 2021

Hi @trivialfis,
Is there any update on the numerical tolerance for the xgb regressor?
Cheers!

@trivialfis trivialfis self-assigned this May 5, 2021
@trivialfis trivialfis mentioned this issue May 5, 2021
Merged
@trivialfis
Copy link
Member

@thifil Could you pls take a look into #6942 and see if that's what you want?

@MJimitater
Copy link

MJimitater commented Dec 13, 2021 •
edited
Loading

Is this a valid callback option for XGBoost in R?

@trivialfis
Copy link
Member

Unfortunately not supported for R at the moment.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Assignees

@trivialfis trivialfis

Labels
feature-request
Projects
None yet
Milestone
No milestone
Development

Successfully merging a pull request may close this issue.

Add tolerance to early stopping. trivialfis/xgboost
5 participants
@hcho3 @kryptonite0 @trivialfis @MJimitater @vfrossa