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[FIX] Electricity short #555

Merged
merged 7 commits into from
Dec 5, 2024
Merged

[FIX] Electricity short #555

merged 7 commits into from
Dec 5, 2024

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elephaint
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  • Rerun notebooks with electricity short (the previous was ran with the long version, a faux pas)

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Check out this pull request on  ReviewNB

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github-actions bot commented Dec 5, 2024

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 0.8772 0.9219 0.0046 0.0035

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 0.7775 0.8052 0.0039 0.0035

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 178.293 268.13 269.23 1331.02
mape 0.0234 0.0311 0.0304 0.1692
mse 121589 219485 213677 4.68961e+06
total_time 1.0236 1.6455 0.0046 0.0043

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 1.1566 0.9814 0.005 0.0044

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 558.673 459.757 602.926 1340.95
mape 0.0697 0.0565 0.0787 0.17
mse 1.22723e+06 739114 1.61572e+06 6.04619e+06
total_time 1.0105 0.9833 0.0051 0.0045

Plot:

@elephaint elephaint requested a review from tracykteal December 5, 2024 12:52
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@tracykteal tracykteal left a comment

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Thanks, good idea. This will be easier for others to work with.

@tracykteal tracykteal merged commit d9290bc into main Dec 5, 2024
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@tracykteal tracykteal deleted the fix/electricity_short branch December 5, 2024 14:14
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3 participants