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cartography-cncf#1302: Refactor EC2 LaunchTemplate to use data model (c…
…artography-cncf#1312) Fixes cartography-cncf#1302: refactors EC2 launch template sync to use data model. This way, writes to the graph are automatically batched and write failures are retried. Signed-off-by: chandanchowdhury <[email protected]>
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cartography/data/jobs/cleanup/aws_import_ec2_launch_templates_cleanup.json
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import logging | ||
from typing import Dict | ||
from typing import List | ||
from typing import Any | ||
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import boto3 | ||
import neo4j | ||
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from .util import get_botocore_config | ||
from cartography.client.core.tx import load | ||
from cartography.models.aws.ec2.launch_template_versions import LaunchTemplateVersionSchema | ||
from cartography.models.aws.ec2.launch_templates import LaunchTemplateSchema | ||
from cartography.util import aws_handle_regions | ||
from cartography.util import run_cleanup_job | ||
from cartography.util import timeit | ||
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logger = logging.getLogger(__name__) | ||
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@timeit | ||
@aws_handle_regions | ||
def get_launch_templates(boto3_session: boto3.session.Session, region: str) -> List[Dict]: | ||
def get_launch_templates(boto3_session: boto3.session.Session, region: str) -> list[dict[str, Any]]: | ||
client = boto3_session.client('ec2', region_name=region, config=get_botocore_config()) | ||
paginator = client.get_paginator('describe_launch_templates') | ||
templates: List[Dict] = [] | ||
templates: list[dict[str, Any]] = [] | ||
for page in paginator.paginate(): | ||
templates.extend(page['LaunchTemplates']) | ||
for template in templates: | ||
template_versions: List[Dict] = [] | ||
v_paginator = client.get_paginator('describe_launch_template_versions') | ||
for versions in v_paginator.paginate(LaunchTemplateId=template['LaunchTemplateId']): | ||
template_versions.extend(versions["LaunchTemplateVersions"]) | ||
template["_template_versions"] = template_versions | ||
return templates | ||
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def transform_launch_templates(templates: list[dict[str, Any]]) -> list[dict[str, Any]]: | ||
result: list[dict[str, Any]] = [] | ||
for template in templates: | ||
current = template.copy() | ||
current['CreateTime'] = str(int(current['CreateTime'].timestamp())) | ||
result.append(current) | ||
return result | ||
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@timeit | ||
def load_launch_templates( | ||
neo4j_session: neo4j.Session, data: List[Dict], region: str, current_aws_account_id: str, update_tag: int, | ||
neo4j_session: neo4j.Session, | ||
data: list[dict[str, Any]], | ||
region: str, | ||
current_aws_account_id: str, | ||
update_tag: int, | ||
) -> None: | ||
ingest_lt = """ | ||
UNWIND $launch_templates as lt | ||
MERGE (template:LaunchTemplate{id: lt.LaunchTemplateId}) | ||
ON CREATE SET template.firstseen = timestamp(), | ||
template.name = lt.LaunchTemplateName, | ||
template.create_time = lt.CreateTime, | ||
template.created_by = lt.CreatedBy | ||
SET template.default_version_number = lt.DefaultVersionNumber, | ||
template.latest_version_number = lt.LatestVersionNumber, | ||
template.lastupdated = $update_tag, | ||
template.region=$Region | ||
WITH template, lt._template_versions as versions | ||
MATCH (aa:AWSAccount{id: $AWS_ACCOUNT_ID}) | ||
MERGE (aa)-[r:RESOURCE]->(template) | ||
ON CREATE SET r.firstseen = timestamp() | ||
SET r.lastupdated = $update_tag | ||
WITH template, versions | ||
UNWIND versions as tv | ||
MERGE (version:LaunchTemplateVersion{id: tv.LaunchTemplateId + '-' + tv.VersionNumber}) | ||
ON CREATE SET version.firstseen = timestamp(), | ||
version.name = tv.LaunchTemplateName, | ||
version.create_time = tv.CreateTime, | ||
version.created_by = tv.CreatedBy, | ||
version.default_version = tv.DefaultVersion, | ||
version.version_number = tv.VersionNumber, | ||
version.version_description = tv.VersionDescription, | ||
version.kernel_id = tv.LaunchTemplateData.KernelId, | ||
version.ebs_optimized = tv.LaunchTemplateData.EbsOptimized, | ||
version.iam_instance_profile_arn = tv.LaunchTemplateData.IamInstanceProfile.Arn, | ||
version.iam_instance_profile_name = tv.LaunchTemplateData.IamInstanceProfile.Name, | ||
version.image_id = tv.LaunchTemplateData.ImageId, | ||
version.instance_type = tv.LaunchTemplateData.InstanceType, | ||
version.key_name = tv.LaunchTemplateData.KeyName, | ||
version.monitoring_enabled = tv.LaunchTemplateData.Monitoring.Enabled, | ||
version.ramdisk_id = tv.LaunchTemplateData.RamdiskId, | ||
version.disable_api_termination = tv.LaunchTemplateData.DisableApiTermination, | ||
version.instance_initiated_shutdown_behavior = tv.LaunchTemplateData.InstanceInitiatedShutdownBehavior, | ||
version.security_group_ids = tv.LaunchTemplateData.SecurityGroupIds, | ||
version.security_groups = tv.LaunchTemplateData.SecurityGroups | ||
SET version.lastupdated = $update_tag, | ||
version.region=$Region | ||
WITH template, version | ||
MERGE (template)-[r:VERSION]->(version) | ||
ON CREATE SET r.firstseen = timestamp() | ||
SET r.lastupdated = $update_tag | ||
""" | ||
for lt in data: | ||
lt['CreateTime'] = str(int(lt['CreateTime'].timestamp())) | ||
for tv in lt["_template_versions"]: | ||
tv['CreateTime'] = str(int(tv['CreateTime'].timestamp())) | ||
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neo4j_session.run( | ||
ingest_lt, | ||
launch_templates=data, | ||
AWS_ACCOUNT_ID=current_aws_account_id, | ||
load( | ||
neo4j_session, | ||
LaunchTemplateSchema(), | ||
data, | ||
Region=region, | ||
update_tag=update_tag, | ||
AWS_ID=current_aws_account_id, | ||
lastupdated=update_tag, | ||
) | ||
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@timeit | ||
def cleanup_ec2_launch_templates(neo4j_session: neo4j.Session, common_job_parameters: Dict) -> None: | ||
run_cleanup_job( | ||
'aws_import_ec2_launch_templates_cleanup.json', | ||
@aws_handle_regions | ||
def get_launch_template_versions( | ||
boto3_session: boto3.session.Session, | ||
templates: list[dict[str, Any]], | ||
region: str, | ||
) -> list[dict[str, Any]]: | ||
client = boto3_session.client('ec2', region_name=region, config=get_botocore_config()) | ||
v_paginator = client.get_paginator('describe_launch_template_versions') | ||
template_versions = [] | ||
for template in templates: | ||
for versions in v_paginator.paginate(LaunchTemplateId=template['LaunchTemplateId']): | ||
template_versions.extend(versions['LaunchTemplateVersions']) | ||
return template_versions | ||
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def transform_launch_template_versions(versions: list[dict[str, Any]]) -> list[dict[str, Any]]: | ||
result: list[dict[str, Any]] = [] | ||
for version in versions: | ||
current = version.copy() | ||
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# Reformat some fields | ||
current['Id'] = f"{version['LaunchTemplateId']}-{version['VersionNumber']}" | ||
current['CreateTime'] = str(int(version['CreateTime'].timestamp())) | ||
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# Handle the nested object returned from boto | ||
ltd = version['LaunchTemplateData'] | ||
current['KernelId'] = ltd.get('KernelId') | ||
current['EbsOptimized'] = ltd.get('EbsOptimized') | ||
current['IamInstanceProfileArn'] = ltd.get('IamInstanceProfileArn') | ||
current['IamInstanceProfileName'] = ltd.get('IamInstanceProfileName') | ||
current['ImageId'] = ltd.get('ImageId') | ||
current['InstanceType'] = ltd.get('InstanceType') | ||
current['KeyName'] = ltd.get('KeyName') | ||
current['MonitoringEnabled'] = ltd.get('MonitoringEnabled') | ||
current['RamdiskId'] = ltd.get('RamdiskId') | ||
current['DisableApiTermination'] = ltd.get('DisableApiTermination') | ||
current['InstanceInitiatedShutDownBehavior'] = ltd.get('InstanceInitiatedShutDownBehavior') | ||
current['SecurityGroupIds'] = ltd.get('SecurityGroupIds') | ||
current['SecurityGroups'] = ltd.get('SecurityGroups') | ||
result.append(current) | ||
return result | ||
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@timeit | ||
def load_launch_template_versions( | ||
neo4j_session: neo4j.Session, | ||
data: list[dict[str, Any]], | ||
region: str, | ||
current_aws_account_id: str, | ||
update_tag: int, | ||
) -> None: | ||
load( | ||
neo4j_session, | ||
common_job_parameters, | ||
LaunchTemplateVersionSchema(), | ||
data, | ||
Region=region, | ||
AWS_ID=current_aws_account_id, | ||
lastupdated=update_tag, | ||
) | ||
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@timeit | ||
def sync_ec2_launch_templates( | ||
neo4j_session: neo4j.Session, boto3_session: boto3.session.Session, regions: List[str], | ||
current_aws_account_id: str, update_tag: int, common_job_parameters: Dict, | ||
neo4j_session: neo4j.Session, | ||
boto3_session: boto3.session.Session, | ||
regions: list[str], | ||
current_aws_account_id: str, | ||
update_tag: int, | ||
common_job_parameters: dict[str, Any], | ||
) -> None: | ||
for region in regions: | ||
logger.debug("Syncing launch templates for region '%s' in account '%s'.", region, current_aws_account_id) | ||
data = get_launch_templates(boto3_session, region) | ||
load_launch_templates(neo4j_session, data, region, current_aws_account_id, update_tag) | ||
cleanup_ec2_launch_templates(neo4j_session, common_job_parameters) | ||
logger.info(f"Syncing launch templates for region '{region}' in account '{current_aws_account_id}'.") | ||
templates = get_launch_templates(boto3_session, region) | ||
templates = transform_launch_templates(templates) | ||
load_launch_templates(neo4j_session, templates, region, current_aws_account_id, update_tag) | ||
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versions = get_launch_template_versions(boto3_session, templates, region) | ||
versions = transform_launch_template_versions(versions) | ||
load_launch_template_versions(neo4j_session, versions, region, current_aws_account_id, update_tag) |
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from dataclasses import dataclass | ||
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from cartography.models.core.common import PropertyRef | ||
from cartography.models.core.nodes import CartographyNodeProperties | ||
from cartography.models.core.nodes import CartographyNodeSchema | ||
from cartography.models.core.relationships import CartographyRelProperties | ||
from cartography.models.core.relationships import CartographyRelSchema | ||
from cartography.models.core.relationships import LinkDirection | ||
from cartography.models.core.relationships import make_target_node_matcher | ||
from cartography.models.core.relationships import OtherRelationships | ||
from cartography.models.core.relationships import TargetNodeMatcher | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateVersionNodeProperties(CartographyNodeProperties): | ||
id: PropertyRef = PropertyRef('Id') | ||
name: PropertyRef = PropertyRef('LaunchTemplateName') | ||
create_time: PropertyRef = PropertyRef('CreateTime') | ||
created_by: PropertyRef = PropertyRef('CreatedBy') | ||
default_version: PropertyRef = PropertyRef('DefaultVersion') | ||
version_number: PropertyRef = PropertyRef('VersionNumber') | ||
version_description: PropertyRef = PropertyRef('VersionDescription') | ||
kernel_id: PropertyRef = PropertyRef('KernelId') | ||
ebs_optimized: PropertyRef = PropertyRef('EbsOptimized') | ||
iam_instance_profile_arn: PropertyRef = PropertyRef('IamInstanceProfileArn') | ||
iam_instance_profile_name: PropertyRef = PropertyRef('IamInstanceProfileName') | ||
image_id: PropertyRef = PropertyRef('ImageId') | ||
instance_type: PropertyRef = PropertyRef('InstanceType') | ||
key_name: PropertyRef = PropertyRef('KeyName') | ||
monitoring_enabled: PropertyRef = PropertyRef('MonitoringEnabled') | ||
ramdisk_id: PropertyRef = PropertyRef('RamdiskId') | ||
disable_api_termination: PropertyRef = PropertyRef('DisableApiTermination') | ||
instance_initiated_shutdown_behavior: PropertyRef = PropertyRef('InstanceInitiatedShutdownBehavior') | ||
security_group_ids: PropertyRef = PropertyRef('SecurityGroupIds') | ||
security_groups: PropertyRef = PropertyRef('SecurityGroups') | ||
region: PropertyRef = PropertyRef('Region', set_in_kwargs=True) | ||
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True) | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateVersionToAwsAccountRelProperties(CartographyRelProperties): | ||
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True) | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateVersionToAWSAccount(CartographyRelSchema): | ||
target_node_label: str = 'AWSAccount' | ||
target_node_matcher: TargetNodeMatcher = make_target_node_matcher( | ||
{'id': PropertyRef('AWS_ID', set_in_kwargs=True)}, | ||
) | ||
direction: LinkDirection = LinkDirection.INWARD | ||
rel_label: str = "RESOURCE" | ||
properties: LaunchTemplateVersionToAwsAccountRelProperties = LaunchTemplateVersionToAwsAccountRelProperties() | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateVersionToLTRelProperties(CartographyRelProperties): | ||
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True) | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateVersionToLT(CartographyRelSchema): | ||
target_node_label: str = 'LaunchTemplate' | ||
target_node_matcher: TargetNodeMatcher = make_target_node_matcher( | ||
{'id': PropertyRef('LaunchTemplateId')}, | ||
) | ||
direction: LinkDirection = LinkDirection.INWARD | ||
rel_label: str = "VERSION" | ||
properties: LaunchTemplateVersionToLTRelProperties = LaunchTemplateVersionToLTRelProperties() | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateVersionSchema(CartographyNodeSchema): | ||
label: str = 'LaunchTemplateVersion' | ||
properties: LaunchTemplateVersionNodeProperties = LaunchTemplateVersionNodeProperties() | ||
sub_resource_relationship: LaunchTemplateVersionToAWSAccount = LaunchTemplateVersionToAWSAccount() | ||
other_relationships: OtherRelationships = OtherRelationships( | ||
[ | ||
LaunchTemplateVersionToLT(), | ||
], | ||
) |
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from dataclasses import dataclass | ||
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from cartography.models.core.common import PropertyRef | ||
from cartography.models.core.nodes import CartographyNodeProperties | ||
from cartography.models.core.nodes import CartographyNodeSchema | ||
from cartography.models.core.relationships import CartographyRelProperties | ||
from cartography.models.core.relationships import CartographyRelSchema | ||
from cartography.models.core.relationships import LinkDirection | ||
from cartography.models.core.relationships import make_target_node_matcher | ||
from cartography.models.core.relationships import TargetNodeMatcher | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateNodeProperties(CartographyNodeProperties): | ||
id: PropertyRef = PropertyRef('LaunchTemplateId') | ||
launch_template_id: PropertyRef = PropertyRef('LaunchTemplateId') | ||
name: PropertyRef = PropertyRef('LaunchTemplateName') | ||
create_time: PropertyRef = PropertyRef('CreateTime') | ||
created_by: PropertyRef = PropertyRef('CreatedBy') | ||
default_version_number: PropertyRef = PropertyRef('DefaultVersionNumber') | ||
latest_version_number: PropertyRef = PropertyRef('LatestVersionNumber') | ||
region: PropertyRef = PropertyRef('Region', set_in_kwargs=True) | ||
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True) | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateToAwsAccountRelProperties(CartographyRelProperties): | ||
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True) | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateToAWSAccount(CartographyRelSchema): | ||
target_node_label: str = 'AWSAccount' | ||
target_node_matcher: TargetNodeMatcher = make_target_node_matcher( | ||
{'id': PropertyRef('AWS_ID', set_in_kwargs=True)}, | ||
) | ||
direction: LinkDirection = LinkDirection.INWARD | ||
rel_label: str = "RESOURCE" | ||
properties: LaunchTemplateToAwsAccountRelProperties = LaunchTemplateToAwsAccountRelProperties() | ||
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@dataclass(frozen=True) | ||
class LaunchTemplateSchema(CartographyNodeSchema): | ||
label: str = 'LaunchTemplate' | ||
properties: LaunchTemplateNodeProperties = LaunchTemplateNodeProperties() | ||
sub_resource_relationship: LaunchTemplateToAWSAccount = LaunchTemplateToAWSAccount() |
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