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Add AutoTS Multivariate Operator #332

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Merged
merged 9 commits into from
Sep 20, 2023
Merged

Add AutoTS Multivariate Operator #332

merged 9 commits into from
Sep 20, 2023

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@codeloop
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@codeloop codeloop commented Sep 14, 2023 •
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This PR adds following to the ADS forecast operator

  • added the AutoTS multivariate operator,
  • added the report and model output functions,
  • added/updated the AutoTS package requirement

Attached Model Outputs (report HTML as pdf as HTML is not supported on GH):

Internal JIRA id : AutoTS Forecasting Model

@oracle-contributor-agreement oracle-contributor-agreement bot added the OCA Verified All contributors have signed the Oracle Contributor Agreement. label Sep 14, 2023
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⚠️ This PR changed pyproject.toml file. ⚠️

  • PR Creator must update 📃 THIRD_PARTY_LICENSES.txt, if any 📚 library added/removed in pyproject.toml.
  • PR Approver must confirm 📃 THIRD_PARTY_LICENSES.txt updated, if any 📚 library added/removed in pyproject.toml.

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⚠️ This PR changed pyproject.toml file. ⚠️

  • PR Creator must update 📃 THIRD_PARTY_LICENSES.txt, if any 📚 library added/removed in pyproject.toml.
  • PR Approver must confirm 📃 THIRD_PARTY_LICENSES.txt updated, if any 📚 library added/removed in pyproject.toml.

@ahosler
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ahosler commented Sep 14, 2023

Awesome job, thank you!
I was able to run this locally for a different target dataset.

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⚠️ This PR changed pyproject.toml file. ⚠️

  • PR Creator must update 📃 THIRD_PARTY_LICENSES.txt, if any 📚 library added/removed in pyproject.toml.
  • PR Approver must confirm 📃 THIRD_PARTY_LICENSES.txt updated, if any 📚 library added/removed in pyproject.toml.

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⚠️ This PR changed pyproject.toml file. ⚠️

  • PR Creator must update 📃 THIRD_PARTY_LICENSES.txt, if any 📚 library added/removed in pyproject.toml.
  • PR Approver must confirm 📃 THIRD_PARTY_LICENSES.txt updated, if any 📚 library added/removed in pyproject.toml.

ahosler
ahosler approved these changes Sep 14, 2023
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Great work, excited to play with this more!

ads/opctl/operator/lowcode/forecast/model/autots.py Outdated
na_tolerance=1,
drop_most_recent=0,
drop_data_older_than_periods=None,
model_list="multivariate",
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Can we also allow "model_kwargs" passthrough for model_list and transformer_list?

mrDzurb
mrDzurb approved these changes Sep 17, 2023
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⚠️ This PR changed pyproject.toml file. ⚠️

  • PR Creator must update 📃 THIRD_PARTY_LICENSES.txt, if any 📚 library added/removed in pyproject.toml.
  • PR Approver must confirm 📃 THIRD_PARTY_LICENSES.txt updated, if any 📚 library added/removed in pyproject.toml.

@codeloop codeloop merged commit 0c3321f into feature/forecasting Sep 20, 2023
@ahosler ahosler deleted the feature/forecasting_autots branch March 18, 2024 15:28
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@mrDzurb mrDzurb mrDzurb approved these changes

@prasankh prasankh prasankh approved these changes

@ahosler ahosler ahosler approved these changes

@govarsha govarsha Awaiting requested review from govarsha

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@codeloop @ahosler @mrDzurb @prasankh