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set upper bound on pandas #225

Merged
merged 1 commit into from
Feb 15, 2024
Merged

set upper bound on pandas #225

merged 1 commit into from
Feb 15, 2024

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jmoralez
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@jmoralez jmoralez commented Feb 15, 2024

Sets an upper bound on pandas while ray-project/ray#42842 is fixed.

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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 3.0062 2.9043 0.0095 0.0056

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 4.0574 4.7696 0.0066 0.0059

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 142.394 196.363 269.23 1331.02
mape 0.0203 0.0234 0.0304 0.1692
mse 63464.7 123119 213677 4.68961e+06
total_time 4.2411 4.6281 0.0086 0.0077

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 522.427 353.528 398.956 1119.26
mape 0.069 0.0454 0.0512 0.1583
mse 966294 422332 656723 3.17316e+06
total_time 6.7566 5.2396 0.0084 0.0077

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 478.362 361.033 602.926 1340.95
mape 0.0622 0.046 0.0787 0.17
mse 805039 441118 1.61572e+06 6.04619e+06
total_time 5.9705 4.829 0.0085 0.0079

Plot:

@jmoralez jmoralez marked this pull request as ready for review February 15, 2024 17:11
@jmoralez jmoralez requested a review from AzulGarza February 15, 2024 17:11
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awesome @jmoralez!🎉 thank you

@AzulGarza AzulGarza merged commit b2d95d2 into main Feb 15, 2024
12 checks passed
@AzulGarza AzulGarza deleted the pandas-cap branch February 15, 2024 19:32
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2 participants