in source/lambdas/pipeline_orchestration/lambda_helpers.py [0:0]
def get_template_parameters(event: Dict[str, Any], is_multi_account: bool, stage: str = None) -> List[Tuple[str, str]]:
pipeline_type = event.get("pipeline_type")
region = os.environ["REGION"]
kms_key_arn = get_stage_param(event, "kms_key_arn", stage)
common_params = [
("AssetsBucket", os.environ["ASSETS_BUCKET"]),
("KmsKeyArn", kms_key_arn),
("BlueprintBucket", os.environ["BLUEPRINT_BUCKET"]),
]
# realtime params
realtime_params = (
[
*common_params,
*get_common_realtime_batch_params(event, region, stage),
*get_realtime_specific_params(event, stage),
]
if pipeline_type in ["byom_realtime_builtin", "byom_realtime_custom"]
else None
)
# batch params
batch_params = (
[
*common_params,
*get_common_realtime_batch_params(event, region, stage),
*get_batch_specific_params(event, stage),
]
if pipeline_type in ["byom_batch_builtin", "byom_batch_custom"]
else None
)
# create pipeline_type -> parameters map
pipelines_params = {
"byom_realtime_builtin": realtime_params,
"byom_realtime_custom": realtime_params,
"byom_batch_builtin": batch_params,
"byom_batch_custom": batch_params,
"byom_data_quality_monitor": [*common_params, *get_model_monitor_params(event, region, stage)]
if pipeline_type == "byom_data_quality_monitor"
else None,
"byom_model_quality_monitor": [
*common_params,
*get_model_monitor_params(event, region, stage, monitoring_type="ModelQuality"),
]
if pipeline_type == "byom_model_quality_monitor"
else None,
"byom_model_bias_monitor": [
*common_params,
*get_model_monitor_params(event, region, stage, monitoring_type="ModelBias"),
]
if pipeline_type == "byom_model_bias_monitor"
else None,
"byom_model_explainability_monitor": [
*common_params,
*get_model_monitor_params(event, region, stage, monitoring_type="ModelExplainability"),
]
if pipeline_type == "byom_model_explainability_monitor"
else None,
"byom_image_builder": [*get_image_builder_params(event)] if pipeline_type == "byom_image_builder" else None,
}
# get the pipeline's paramaters
pipeline_params = pipelines_params.get(pipeline_type)
# return the params if not NOne, otherwise throw a BadRequest exception
if pipeline_params:
return pipeline_params
else:
raise BadRequest("Bad request format. Please provide a supported pipeline")