fix: add jupyter lab to dev deps
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mergenthaler
opened this issue 9 months ago
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1 comments
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 |
2.1819 |
2.1276 |
0.0081 |
0.0044 |
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 |
1.9089 |
3.1028 |
0.0054 |
0.0046 |
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 |
196.363 |
269.23 |
1331.02 |
mape |
0.0234 |
0.0234 |
0.0304 |
0.1692 |
mse |
121588 |
123119 |
213677 |
4.68961e+06 |
total_time |
1.8324 |
7.9577 |
0.0075 |
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 |
465.532 |
353.528 |
398.956 |
1119.26 |
mape |
0.062 |
0.0454 |
0.0512 |
0.1583 |
mse |
835120 |
422332 |
656723 |
3.17316e+06 |
total_time |
3.1435 |
2.5873 |
0.007 |
0.0064 |
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 |
558.649 |
361.033 |
602.926 |
1340.95 |
mape |
0.0697 |
0.046 |
0.0787 |
0.17 |
mse |
1.22721e+06 |
441118 |
1.61572e+06 |
6.04619e+06 |
total_time |
4.339 |
3.9802 |
0.0071 |
0.0064 |
Plot:
