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The forecasting components let you compose
tabular data forecasting pipelines with AutoML.
Forecasting models predict a sequence of values.
For more information, seeForecasting with AutoML.
The Google Cloud SDK includes the following operators related to tabular data forecasting pipelines:
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-09-04 UTC."],[],[],null,["# Forecasting components\n\nThe forecasting components let you compose\ntabular data forecasting pipelines with AutoML.\nForecasting models predict a sequence of values.\nFor more information, see [Forecasting with AutoML](/vertex-ai/docs/tabular-data/tabular-workflows/forecasting).\n\nThe Google Cloud SDK includes the following operators related to tabular data forecasting pipelines:\n\n\n- [`ForecastingPrepareDataForTrainOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/forecasting.html#v1.forecasting.ForecastingPrepareDataForTrainOp)\n- [`ForecastingPreprocessingOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/forecasting.html#v1.forecasting.ForecastingPreprocessingOp)\n- [`ForecastingValidationOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/forecasting.html#v1.forecasting.ForecastingValidationOp)\n\n\u003cbr /\u003e\n\nAPI reference\n-------------\n\nFor component reference, see the\n[Google Cloud SDK reference page for Forecasting components](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/forecasting.html).\n\n\n- [`VertexNotificationEmailOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/vertex_notification_email.html#v1.vertex_notification_email.VertexNotificationEmailOp)\n\n\u003cbr /\u003e\n\nVersion history and release notes\n---------------------------------\n\nTo learn more about the version history and changes to the Google Cloud Pipeline Components SDK, see the [Google Cloud Pipeline Components SDK Release Notes](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/release.html)."]]
