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[CHORE] Solves dependabot alerts#746

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nasaul merged 4 commits intomainfrom
chore/dependabot_alerts
Feb 12, 2026
Merged

[CHORE] Solves dependabot alerts#746
nasaul merged 4 commits intomainfrom
chore/dependabot_alerts

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@nasaul nasaul commented Feb 12, 2026

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Changes made by this pull request:

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github-actions bot commented Feb 12, 2026

Experiment Results

Experiment 1: air-passengers

Description:

variable experiment
h 12
season_length 12
freq MS
level None
n_windows 1

Results:

metric timegpt-1 timegpt-1-long-horizon SeasonalNaive Naive
mae 12.6793 11.0623 47.8333 76
mape 0.027 0.0232 0.0999 0.1425
mse 213.936 199.132 2571.33 10604.2
total_time 0.6357 1.405 0.0055 0.0032

Plot:

Experiment 2: air-passengers

Description:

variable experiment
h 24
season_length 12
freq MS
level None
n_windows 1

Results:

metric timegpt-1 timegpt-1-long-horizon SeasonalNaive Naive
mae 58.1031 58.4587 71.25 115.25
mape 0.1257 0.1267 0.1552 0.2358
mse 4040.21 4110.79 5928.17 18859.2
total_time 0.8099 0.6888 0.0035 0.0032

Plot:

Experiment 3: electricity-multiple-series

Description:

variable experiment
h 24
season_length 24
freq H
level None
n_windows 1

Results:

metric timegpt-1 timegpt-1-long-horizon SeasonalNaive Naive
mae 178.293 268.137 269.23 1331.02
mape 0.0234 0.0311 0.0304 0.1692
mse 121589 219496 213677 4.68961e+06
total_time 0.5959 1.0081 0.0044 0.0041

Plot:

Experiment 4: electricity-multiple-series

Description:

variable experiment
h 168
season_length 24
freq H
level None
n_windows 1

Results:

metric timegpt-1 timegpt-1-long-horizon SeasonalNaive Naive
mae 465.497 346.972 398.956 1119.26
mape 0.062 0.0436 0.0512 0.1583
mse 835021 403760 656723 3.17316e+06
total_time 0.711 1.504 0.0045 0.004

Plot:

Experiment 5: electricity-multiple-series

Description:

variable experiment
h 336
season_length 24
freq H
level None
n_windows 1

Results:

metric timegpt-1 timegpt-1-long-horizon SeasonalNaive Naive
mae 558.702 459.757 602.926 1340.95
mape 0.0697 0.0565 0.0787 0.17
mse 1.22728e+06 739114 1.61572e+06 6.04619e+06
total_time 0.9087 0.7423 0.005 0.0044

Plot:

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Fixes issues.

@nasaul nasaul merged commit 13c615b into main Feb 12, 2026
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@nasaul nasaul deleted the chore/dependabot_alerts branch February 12, 2026 19:03
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2 participants