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Adding Azure getting started doc #474

Merged
merged 4 commits into from
Oct 1, 2024
Merged

Adding Azure getting started doc #474

merged 4 commits into from
Oct 1, 2024

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tracykteal
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@tracykteal tracykteal commented Sep 19, 2024

Adding a Getting Started guide for working starting with TimeGEN-1 on Azure

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Check out this pull request on  ReviewNB

See visual diffs & provide feedback on Jupyter Notebooks.


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github-actions bot commented Sep 20, 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 12.0764 2.6399 0.0057 0.0041

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 1.9069 1.4244 0.0044 0.004

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 178.293 268.121 269.23 1331.02
mape 0.0234 0.0311 0.0304 0.1692
mse 121588 219457 213677 4.68961e+06
total_time 0.7591 2.2135 0.0056 0.0049

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 465.532 346.984 398.956 1119.26
mape 0.062 0.0437 0.0512 0.1583
mse 835120 403787 656723 3.17316e+06
total_time 1.3465 1.4242 0.0057 0.0051

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 558.649 459.769 602.926 1340.95
mape 0.0697 0.0566 0.0787 0.17
mse 1.22721e+06 739135 1.61572e+06 6.04619e+06
total_time 0.9363 1.0063 0.0058 0.0052

Plot:

@AzulGarza AzulGarza self-requested a review September 25, 2024 18:22
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@AzulGarza AzulGarza left a comment

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thank you so much @tracykteal! we definitely needed a tutorial on azure.:)

i noticed that the images are not being displayed

image

@@ -0,0 +1,660 @@
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@AzulGarza AzulGarza Sep 25, 2024

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we can remove fixing the version. msft deployed v2, and @jmoralez is working on adapting the sdk. 🎉


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Thanks! I updated the install instructions to remove the version information.

I moved the images to a more relevant location in the instructions, but still figuring out how they can appear in the preview correctly.

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@jmoralez jmoralez Sep 26, 2024

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Why are we not using markdown everywhere? That works in PRs, the main branch and the mintlify docs, does it not work with readme.com? html tags with absolute links seems to be just asking for trouble

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Agree on markdown! I thought it was an issue with readme.com though?

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The images do work for me locally. Since we need to put in the full path for the images, but the images aren't in that path yet, because they're a part of the PR, is there a way to get them to render correctly for the preview? Or do I not have the paths correct for when they're on the site?

Thanks so much!

@jmoralez jmoralez merged commit 650b0c9 into main Oct 1, 2024
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@jmoralez jmoralez deleted the azure-start branch October 1, 2024 01:35
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3 participants