Adds e2e test for AutoML Forecasting and unit test for `TimeSeriesDataset`. Also adds `create_request_timeout` to `TimeSeriesDataset`, which #1099 seems to have missed.

---

Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:
- [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/python-aiplatform/issues/new/choose) before writing your code!  That way we can discuss the change, evaluate designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)

Fixes #<issue_number_goes_here> 🦕

… job (#1255)

Adds support for hierarchical forecasting and window filtering.

---

Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:
- [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/python-aiplatform/issues/new/choose) before writing your code!  That way we can discuss the change, evaluate designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)

Fixes b/229907889 b/228499154 🦕

* chore: release 1.13.1

Release-As: 1.13.1

* Changed test to use list_models() correctly

* feat: Changed system test to use list_models() correctly

Co-authored-by: Sam Goodman <[email protected]>

Add holiday regions for Vertex Forecasting.

---

Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:
- [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/python-aiplatform/issues/new/choose) before writing your code!  That way we can discuss the change, evaluate designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)

Fixes b/232964228 🦕

#1210)

* Added dataset snippets

* Fixed typehint and missing parameter bugs as well as added new samples

* Fixed lint issues

* Added bq batch_prediction bq snippets

* Removed unneeded fixture

* Renamed bq_source to bigquery_source

* Added back explain_tabular_sample.py for now

* Fixed tests

* Fixed lint issues

Co-authored-by: Rosie Zou <[email protected]>

* chore(ruby): Initial generation of google-iam-v1

PiperOrigin-RevId: 448073008

Source-Link: googleapis/googleapis@d664bc5

Source-Link: googleapis/googleapis-gen@73f6abc
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiNzNmNmFiYzE0MWQyYmI3MjZjMDdjODExZmQ4MWRlMDY3Zjk3ZjY0ZSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: add display_name and metadata to ModelEvaluation in aiplatform model_evaluation.proto

PiperOrigin-RevId: 448160148

Source-Link: googleapis/googleapis@936ab35

Source-Link: googleapis/googleapis-gen@f841b8e
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiZjg0MWI4ZTIzZDgxNmU5OThmOWU4ZTZjMGUwNGJhOTJiN2Y2YjgzNSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: refreshes Bigtable Admin API(s) protos

PiperOrigin-RevId: 448988001

Source-Link: googleapis/googleapis@b6fa58e

Source-Link: googleapis/googleapis-gen@fc8b8db
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiZmM4YjhkYmM3ZGExYTc4NDVkNTcxMzRmNDExMzAyZDEwNmVhMmVmMiJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* Synchronize new proto/yaml changes.

PiperOrigin-RevId: 449052112

Source-Link: googleapis/googleapis@3150afa

Source-Link: googleapis/googleapis-gen@9945a36
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiOTk0NWEzNjZlNGE1ZWZiMDBmYzQwOTg1ZjAzYzEwN2JkZWU4OWRmMiJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* docs: fix docstring formatting

Committer: parthea
PiperOrigin-RevId: 449545643

Source-Link: googleapis/googleapis@1bed8a0

Source-Link: googleapis/googleapis-gen@d4ccc5f
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiZDRjY2M1ZmM2MTJjMjYwNTQ2YmNlY2VmMjg3MzU3NTY4OGEwMmQ4YiJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: add Examples to Explanation related messages in aiplatform v1beta1 explanation.proto

PiperOrigin-RevId: 449620845

Source-Link: googleapis/googleapis@117f86b

Source-Link: googleapis/googleapis-gen@1d670db
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiMWQ2NzBkYmIxYTlmZjE1NWNmNjg2ZTk1NDRmZWZmYjc1MDIxYTJmNSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: update protos to include InvalidateApprovalRequest and GetAccessApprovalServiceAccount APIs

PiperOrigin-RevId: 449820922

Source-Link: googleapis/googleapis@9682584

Source-Link: googleapis/googleapis-gen@09360c9
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiMDkzNjBjOTVjYTEyYWZmMDBiY2QyY2ZhMmY3NjE0YmJiM2UyOWJmMyJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* chore: remove unused imports

PiperOrigin-RevId: 450372109

Source-Link: googleapis/googleapis@942691f

Source-Link: googleapis/googleapis-gen@609a369
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiNjA5YTM2OTY2YzQwZjcyNmZkMGRjNzFlOTUzZGM4M2Y4ZTUyZmVmMSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: add latent_space_source to ExplanationMetadata in aiplatform v1 explanation_metadata.proto
feat: add scaling to OnlineServingConfig in aiplatform v1 featurestore.proto
feat: add template_metadata to PipelineJob in aiplatform v1 pipeline_job.proto

PiperOrigin-RevId: 450687287

Source-Link: googleapis/googleapis@058bff3

Source-Link: googleapis/googleapis-gen@f072bfe
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiZjA3MmJmZTc3MDRkOTk2YzQxZDc0YWMzYWExZDg1MTRmNDY0YzRmZiJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: add failure_policy to PipelineJob in aiplatform v1 & v1beta1 pipeline_job.proto

PiperOrigin-RevId: 450704795

Source-Link: googleapis/googleapis@c875f2b

Source-Link: googleapis/googleapis-gen@e606d62
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiZTYwNmQ2MmFiMzJiODU0MzQ2OTc2NzhiMzAwNGYyMjA2ZDVjMDJhZSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: add IAM policy to aiplatform_v1beta1.yaml
feat: add preset configuration for example-based explanations in aiplatform v1beta1 explanation.proto
feat: add latent_space_source to ExplanationMetadata in aiplatform v1beta1 explanation_metadata.proto
feat: add successful_forecast_point_count to CompletionStats in completion_stats.proto

PiperOrigin-RevId: 450727462

Source-Link: googleapis/googleapis@665682d

Source-Link: googleapis/googleapis-gen@34cddbe
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiMzRjZGRiZWYzOWMxN2M1OGY5NmY1ZmZlYmY2MDY1MTM2YjZkNTcxOSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* chore: use gapic-generator-python 1.0.0

PiperOrigin-RevId: 451250442

Source-Link: googleapis/googleapis@cca5e81

Source-Link: googleapis/googleapis-gen@0b219da
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiMGIyMTlkYTE2MWE4YmRjYzNjNmY3YjJlZmNkODIxMDUxODJhMzBjYSJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

* feat: Client libraries for the Dataform API

This is the first release of the Public Dataform API client libraries.

PiperOrigin-RevId: 451825930

Source-Link: googleapis/googleapis@34c6901

Source-Link: googleapis/googleapis-gen@68f6624
Copy-Tag: eyJwIjoiLmdpdGh1Yi8uT3dsQm90LnlhbWwiLCJoIjoiNjhmNjYyNDgyOTdhMjJiNmJlYjY0Njc3ZDEyNmFkMDAwNDczMmU1NyJ9

* 🦉 Updates from OwlBot post-processor

See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md

Co-authored-by: Owl Bot <gcf-owl-bot[bot]@users.noreply.github.com>
Co-authored-by: gcf-merge-on-green[bot] <60162190+gcf-merge-on-green[bot]@users.noreply.github.com>
Co-authored-by: Yu-Han Liu <[email protected]>

* Add batch_size kwarg for batch prediction jobs

* Fix errors

Update the copyright year. Change the order of the argument. Fix the syntax error.

* fix: change description layout

* feat: add clone method to PipelineJob

* fix: blacken and lint

* Update pipeline_jobs.py

* fix: update library names

* fix: formatting error

Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:
- [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/python-aiplatform/issues/new/choose) before writing your code!  That way we can discuss the change, evaluate designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)

Fixes b/229909845 🦕

---

Adds a `SequenceToSequencePlusForecastingTrainingJob` to training jobs. This job has the exact same signature as `AutoMLForecastingTrainingJob`, but we are creating a separate job in case the two models diverge in the future.

The logic for `AutoMLForecastingTrainingJob` has been moved to a new abstract base class `_ForecastingTrainingJob`. The only things that differ between the seq2seq and automl training jobs that extend it are the `model_type` and `training_task_definition`.

* fix: change endpoint update method to return resource

* fix: update unit tests for endpoint.update

* Pinned protobuf to prevent issues with pb files.

Currently, we rely on dependencies like proto-plus-python to select a protobuf library version.

However, if they select an incompatible version, it can lead to issues like #1257

* fix: Added upper limits for proto-plus + packaging

* Added testing constraint

Co-authored-by: Anthonios Partheniou <[email protected]>
Co-authored-by: Sam Goodman <[email protected]>

* resolve merge conflict

* fix: update unit tests for endpoint.update

* chore: minor fix to uploader test import

* resolve merge conflict

* fix: update unit tests for endpoint.update

* chore: update mock to use tf.__version__ directly

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>