Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

feat: add holiday regions for vertex forecasting #1253

Merged
merged 7 commits into from
May 27, 2022
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
32 changes: 31 additions & 1 deletion google/cloud/aiplatform/training_jobs.py
Original file line number Diff line number Diff line change
Expand Up @@ -4044,6 +4044,7 @@ def run(
window_column: Optional[str] = None,
window_stride_length: Optional[int] = None,
window_max_count: Optional[int] = None,
holiday_regions: Optional[List[str]] = None,
sync: bool = True,
create_request_timeout: Optional[float] = None,
) -> models.Model:
Expand Down Expand Up @@ -4238,10 +4239,23 @@ def run(
Optional. Number of rows that should be used to generate input
examples. If the total row count is larger than this number, the
input data will be randomly sampled to hit the count.
holiday_regions (List[str]):
Optional. The geographical regions to use when creating holiday
features. This option is only allowed when data_granularity_unit
is ``day``. Acceptable values can come from any of the following
levels:
Top level: GLOBAL
Second level: continental regions
NA: North America
JAPAC: Japan and Asia Pacific
EMEA: Europe, the Middle East and Africa
LAC: Latin America and the Caribbean
Third level: countries from ISO 3166-1 Country codes.
sync (bool):
Whether to execute this method synchronously. If False, this method
Optional. Whether to execute this method synchronously. If False, this method
TheMichaelHu marked this conversation as resolved.
Show resolved Hide resolved
will be executed in concurrent Future and any downstream object will
be immediately returned and synced when the Future has completed.

Returns:
model: The trained Vertex AI Model resource or None if training did not
produce a Vertex AI Model.
Expand Down Expand Up @@ -4299,6 +4313,7 @@ def run(
window_column=window_column,
window_stride_length=window_stride_length,
window_max_count=window_max_count,
holiday_regions=holiday_regions,
sync=sync,
create_request_timeout=create_request_timeout,
)
Expand Down Expand Up @@ -4338,6 +4353,7 @@ def _run(
window_column: Optional[str] = None,
window_stride_length: Optional[int] = None,
window_max_count: Optional[int] = None,
holiday_regions: Optional[List[str]] = None,
sync: bool = True,
create_request_timeout: Optional[float] = None,
) -> models.Model:
Expand Down Expand Up @@ -4536,12 +4552,25 @@ def _run(
Optional. Number of rows that should be used to generate input
examples. If the total row count is larger than this number, the
input data will be randomly sampled to hit the count.
holiday_regions (List[str]):
Optional. The geographical regions to use when creating holiday
features. This option is only allowed when data_granularity_unit
is ``day``. Acceptable values can come from any of the following
levels:
Top level: GLOBAL
Second level: continental regions
NA: North America
JAPAC: Japan and Asia Pacific
EMEA: Europe, the Middle East and Africa
LAC: Latin America and the Caribbean
Third level: countries from ISO 3166-1 Country codes.
sync (bool):
Whether to execute this method synchronously. If False, this method
will be executed in concurrent Future and any downstream object will
be immediately returned and synced when the Future has completed.
create_request_timeout (float):
Optional. The timeout for the create request in seconds.

Returns:
model: The trained Vertex AI Model resource or None if training did not
produce a Vertex AI Model.
Expand Down Expand Up @@ -4592,6 +4621,7 @@ def _run(
"quantiles": quantiles,
"validationOptions": validation_options,
"optimizationObjective": self._optimization_objective,
"holidayRegions": holiday_regions,
}

# TODO(TheMichaelHu): Remove the ifs once the API supports these inputs.
Expand Down
13 changes: 13 additions & 0 deletions tests/unit/aiplatform/test_automl_forecasting_training_jobs.py
Original file line number Diff line number Diff line change
Expand Up @@ -88,6 +88,7 @@
_TEST_WINDOW_COLUMN = None
_TEST_WINDOW_STRIDE_LENGTH = 1
_TEST_WINDOW_MAX_COUNT = None
_TEST_TRAINING_HOLIDAY_REGIONS = ["GLOBAL"]
_TEST_TRAINING_TASK_INPUTS_DICT = {
# required inputs
"targetColumn": _TEST_TRAINING_TARGET_COLUMN,
Expand Down Expand Up @@ -122,6 +123,7 @@
"windowConfig": {
"strideLength": _TEST_WINDOW_STRIDE_LENGTH,
},
"holidayRegions": _TEST_TRAINING_HOLIDAY_REGIONS,
}

_TEST_TRAINING_TASK_INPUTS_WITH_ADDITIONAL_EXPERIMENTS = json_format.ParseDict(
Expand Down Expand Up @@ -322,6 +324,7 @@ def test_run_call_pipeline_service_create(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -417,6 +420,7 @@ def test_run_call_pipeline_service_create_with_timeout(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=180.0,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -494,6 +498,7 @@ def test_run_call_pipeline_if_no_model_display_name_nor_model_labels(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -571,6 +576,7 @@ def test_run_call_pipeline_if_set_additional_experiments(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -644,6 +650,7 @@ def test_run_called_twice_raises(
window_stride_length=_TEST_WINDOW_STRIDE_LENGTH,
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

with pytest.raises(RuntimeError):
Expand Down Expand Up @@ -675,6 +682,7 @@ def test_run_called_twice_raises(
window_stride_length=_TEST_WINDOW_STRIDE_LENGTH,
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

@pytest.mark.parametrize("sync", [True, False])
Expand Down Expand Up @@ -722,6 +730,7 @@ def test_run_raises_if_pipeline_fails(
window_stride_length=_TEST_WINDOW_STRIDE_LENGTH,
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -805,6 +814,7 @@ def test_splits_fraction(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -900,6 +910,7 @@ def test_splits_timestamp(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -993,6 +1004,7 @@ def test_splits_predefined(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down Expand Up @@ -1081,6 +1093,7 @@ def test_splits_default(
window_max_count=_TEST_WINDOW_MAX_COUNT,
sync=sync,
create_request_timeout=None,
holiday_regions=_TEST_TRAINING_HOLIDAY_REGIONS,
)

if not sync:
Expand Down