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cartography-cncf#1302: Refactor EC2 LaunchTemplate to use data model (c…
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…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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achantavy authored and chandanchowdhury committed Nov 27, 2024
1 parent 693e38d commit fb875a5
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175 changes: 97 additions & 78 deletions cartography/intel/aws/ec2/launch_templates.py
Original file line number Diff line number Diff line change
@@ -1,115 +1,134 @@
import logging
from typing import Dict
from typing import List
from typing import Any

import boto3
import neo4j

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

logger = logging.getLogger(__name__)


@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


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


@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()))

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,
)


@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


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()

# Reformat some fields
current['Id'] = f"{version['LaunchTemplateId']}-{version['VersionNumber']}"
current['CreateTime'] = str(int(version['CreateTime'].timestamp()))

# 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


@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,
)


@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)

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)
81 changes: 81 additions & 0 deletions cartography/models/aws/ec2/launch_template_versions.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,81 @@
from dataclasses import dataclass

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


@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)


@dataclass(frozen=True)
class LaunchTemplateVersionToAwsAccountRelProperties(CartographyRelProperties):
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)


@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()


@dataclass(frozen=True)
class LaunchTemplateVersionToLTRelProperties(CartographyRelProperties):
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)


@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()


@dataclass(frozen=True)
class LaunchTemplateVersionSchema(CartographyNodeSchema):
label: str = 'LaunchTemplateVersion'
properties: LaunchTemplateVersionNodeProperties = LaunchTemplateVersionNodeProperties()
sub_resource_relationship: LaunchTemplateVersionToAWSAccount = LaunchTemplateVersionToAWSAccount()
other_relationships: OtherRelationships = OtherRelationships(
[
LaunchTemplateVersionToLT(),
],
)
46 changes: 46 additions & 0 deletions cartography/models/aws/ec2/launch_templates.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,46 @@
from dataclasses import dataclass

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


@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)


@dataclass(frozen=True)
class LaunchTemplateToAwsAccountRelProperties(CartographyRelProperties):
lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)


@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()


@dataclass(frozen=True)
class LaunchTemplateSchema(CartographyNodeSchema):
label: str = 'LaunchTemplate'
properties: LaunchTemplateNodeProperties = LaunchTemplateNodeProperties()
sub_resource_relationship: LaunchTemplateToAWSAccount = LaunchTemplateToAWSAccount()
6 changes: 6 additions & 0 deletions docs/root/modules/aws/schema.md
Original file line number Diff line number Diff line change
Expand Up @@ -2875,6 +2875,12 @@ Representation of an AWS [Launch Template Version](https://docs.aws.amazon.com/A
(AWSAccount)-[RESOURCE]->(LaunchTemplateVersion)
```
- Launch templates have Launch Template Versions
```
(LaunchTemplate)-[VERSION]->(LaunchTemplateVersion)
```
### ElasticIPAddress
Representation of an AWS EC2 [Elastic IP address](https://docs.aws.amazon.com/AWSEC2/latest/APIReference/API_Address.html)
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