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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: Apache-2.0
import os
from typing import Any, Dict, List, Optional, Tuple, cast
import cdk_nag
from aws_cdk import BundlingOptions, BundlingOutput, DockerImage, Stack
from aws_cdk import aws_s3_assets as s3_assets
from constructs import Construct
from settings import ProjectTemplateType, RepositoryType
from templates.batch_inference.product_stack import BatchInferenceProject
from templates.finetune_llm_evaluation.product_stack import FinetuneLlmEvaluationProject
from templates.hf_import_models.product_stack import HfImportModelsProject
from templates.model_deploy.product_stack import ModelDeployProject
from templates.xgboost_abalone.product_stack import XGBoostAbaloneProject
class ProjectStack(Stack):
def __init__(
self,
scope: Construct,
id: str,
project_template_type: ProjectTemplateType,
sagemaker_domain_id: str,
sagemaker_domain_arn: str,
sagemaker_project_name: str,
sagemaker_project_id: str,
dev_account_id: str,
dev_vpc_id: str,
dev_subnet_ids: List[str],
dev_security_group_ids: List[str],
pre_prod_account_id: str,
pre_prod_region: str,
pre_prod_vpc_id: str,
pre_prod_subnet_ids: List[str],
pre_prod_security_group_ids: List[str],
prod_account_id: str,
prod_region: str,
prod_vpc_id: str,
prod_subnet_ids: List[str],
prod_security_group_ids: List[str],
repository_type: RepositoryType,
access_token_secret_name: Optional[str] = None,
aws_codeconnection_arn: Optional[str] = None,
repository_owner: Optional[str] = None,
xgboost_abalone_project_settings: Any = None,
model_deploy_project_settings: Any = None,
hf_import_models_project_settings: Any = None,
batch_inference_project_settings: Any = None,
permissions_boundary_name: Optional[str] = None,
s3_access_logs_bucket_arn: Optional[str] = None,
cross_account_external_id: Optional[str] = None,
custom_tags: Optional[Dict[str, str]] = None,
**kwargs: Any,
) -> None:
super().__init__(scope, id, **kwargs)
# Apply permissions boundary to all roles in this stack if provided
if permissions_boundary_name:
from aws_cdk import aws_iam as iam
permissions_boundary_policy = iam.ManagedPolicy.from_managed_policy_name(
self, "PermBoundary", permissions_boundary_name
)
iam.PermissionsBoundary.of(self).apply(permissions_boundary_policy)
build_app_asset, deploy_app_asset = self.upload_assets(
template_name=project_template_type.value,
)
if project_template_type == ProjectTemplateType.XGBOOST_ABALONE:
XGBoostAbaloneProject(
self,
"XGBoostAbaloneProject",
build_app_asset=cast(s3_assets.Asset, build_app_asset),
dev_account_id=dev_account_id,
pre_prod_account_id=pre_prod_account_id,
prod_account_id=prod_account_id,
sagemaker_domain_id=sagemaker_domain_id,
sagemaker_domain_arn=sagemaker_domain_arn,
sagemaker_project_name=sagemaker_project_name,
sagemaker_project_id=sagemaker_project_id,
dev_vpc_id=dev_vpc_id,
dev_subnet_ids=dev_subnet_ids,
enable_network_isolation=xgboost_abalone_project_settings.enable_network_isolation,
encrypt_inter_container_traffic=xgboost_abalone_project_settings.encrypt_inter_container_traffic,
repository_type=repository_type,
access_token_secret_name=access_token_secret_name,
aws_codeconnection_arn=aws_codeconnection_arn,
repository_owner=repository_owner,
s3_access_logs_bucket_arn=s3_access_logs_bucket_arn,
)
elif project_template_type == ProjectTemplateType.BATCH_INFERENCE:
BatchInferenceProject(
self,
"BatchInferenceProject",
build_app_asset=cast(s3_assets.Asset, build_app_asset),
sagemaker_project_name=sagemaker_project_name,
sagemaker_project_id=sagemaker_project_id,
sagemaker_domain_id=sagemaker_domain_id,
sagemaker_domain_arn=sagemaker_domain_arn,
model_package_group_name=batch_inference_project_settings.model_package_group_name,
model_bucket_name=batch_inference_project_settings.model_bucket_name,
base_job_prefix=batch_inference_project_settings.base_job_prefix,
repository_type=repository_type,
access_token_secret_name=access_token_secret_name,
aws_codeconnection_arn=aws_codeconnection_arn,
repository_owner=repository_owner,
s3_access_logs_bucket_arn=s3_access_logs_bucket_arn,
)
elif project_template_type == ProjectTemplateType.FINETUNE_LLM_EVALUATION:
FinetuneLlmEvaluationProject(
self,
"FinetuneLlmEvaluationProject",
build_app_asset=cast(s3_assets.Asset, build_app_asset),
sagemaker_project_name=sagemaker_project_name,
sagemaker_project_id=sagemaker_project_id,
dev_account_id=dev_account_id,
pre_prod_account_id=pre_prod_account_id,
prod_account_id=prod_account_id,
sagemaker_domain_id=sagemaker_domain_id,
sagemaker_domain_arn=sagemaker_domain_arn,
repository_type=repository_type,
access_token_secret_name=access_token_secret_name,
aws_codeconnection_arn=aws_codeconnection_arn,
repository_owner=repository_owner,
)
elif project_template_type == ProjectTemplateType.HF_IMPORT_MODELS:
HfImportModelsProject(
self,
"HfImportModelsProject",
build_app_asset=cast(s3_assets.Asset, build_app_asset),
sagemaker_domain_id=sagemaker_domain_id,
sagemaker_domain_arn=sagemaker_domain_arn,
sagemaker_project_name=sagemaker_project_name,
sagemaker_project_id=sagemaker_project_id,
dev_account_id=dev_account_id,
pre_prod_account_id=pre_prod_account_id,
prod_account_id=prod_account_id,
hf_access_token_secret=hf_import_models_project_settings.hf_access_token_secret,
hf_model_id=hf_import_models_project_settings.hf_model_id,
repository_type=repository_type,
access_token_secret_name=access_token_secret_name,
aws_codeconnection_arn=aws_codeconnection_arn,
repository_owner=repository_owner,
)
elif project_template_type == ProjectTemplateType.MODEL_DEPLOY:
ModelDeployProject(
self,
"ModelDeployProject",
deploy_app_asset=cast(s3_assets.Asset, deploy_app_asset),
sagemaker_project_name=sagemaker_project_name,
sagemaker_project_id=sagemaker_project_id,
model_package_group_name=model_deploy_project_settings.model_package_group_name,
model_bucket_name=model_deploy_project_settings.model_bucket_name,
enable_network_isolation=model_deploy_project_settings.enable_network_isolation,
enable_manual_approval=model_deploy_project_settings.enable_manual_approval,
enable_eventbridge_trigger=model_deploy_project_settings.enable_eventbridge_trigger,
enable_data_capture=model_deploy_project_settings.enable_data_capture,
dev_vpc_id=dev_vpc_id,
dev_subnet_ids=dev_subnet_ids,
dev_security_group_ids=dev_security_group_ids,
pre_prod_account_id=pre_prod_account_id,
pre_prod_region=pre_prod_region,
pre_prod_vpc_id=pre_prod_vpc_id,
pre_prod_subnet_ids=pre_prod_subnet_ids,
pre_prod_security_group_ids=pre_prod_security_group_ids,
prod_account_id=prod_account_id,
prod_region=prod_region,
prod_vpc_id=prod_vpc_id,
prod_subnet_ids=prod_subnet_ids,
prod_security_group_ids=prod_security_group_ids,
sagemaker_domain_id=sagemaker_domain_id,
sagemaker_domain_arn=sagemaker_domain_arn,
repository_type=repository_type,
access_token_secret_name=access_token_secret_name,
aws_codeconnection_arn=aws_codeconnection_arn,
repository_owner=repository_owner,
cross_account_external_id=cross_account_external_id,
)
else:
raise ValueError(f"Unsupported project template type: {project_template_type}")
def upload_assets(
self,
template_name: str,
) -> Tuple[Optional[s3_assets.Asset], Optional[s3_assets.Asset]]:
module_dir = os.path.dirname(os.path.abspath(__file__))
zip_image = DockerImage.from_build(os.path.join(module_dir, "images/zip-image"))
build_path = os.path.join(module_dir, f"templates/{template_name}/seed_code/build_app/")
deploy_path = os.path.join(module_dir, f"templates/{template_name}/seed_code/deploy_app/")
build_app_asset = None
deploy_app_asset = None
if os.path.isdir(build_path):
build_app_asset = s3_assets.Asset(
self,
f"{template_name}BuildAsset",
path=build_path,
bundling=BundlingOptions(
image=zip_image,
command=[
"sh",
"-c",
"""zip -r /asset-output/build_app.zip .""",
],
output_type=BundlingOutput.ARCHIVED,
),
)
if os.path.isdir(deploy_path):
deploy_app_asset = s3_assets.Asset(
self,
f"{template_name}DeployAsset",
path=deploy_path,
bundling=BundlingOptions(
image=zip_image,
command=[
"sh",
"-c",
"""zip -r /asset-output/deploy_app.zip .""",
],
output_type=BundlingOutput.ARCHIVED,
),
)
if build_app_asset:
cdk_nag.NagSuppressions.add_resource_suppressions(
build_app_asset.bucket,
[
{
"id": "AwsSolutions-S1",
"reason": (
"S3 access logs are not required for CDK asset buckets as"
"they are managed by CDK and used for deployment artifacts only."
),
}
],
)
if deploy_app_asset:
cdk_nag.NagSuppressions.add_resource_suppressions(
deploy_app_asset.bucket,
[
{
"id": "AwsSolutions-S1",
"reason": (
"S3 access logs are not required for CDK asset buckets as"
"they are managed by CDK and used for deployment artifacts only."
),
}
],
)
return build_app_asset, deploy_app_asset