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test_ssm_manager.py
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test_ssm_manager.py
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import logging
from mock.mock import Mock
from sagemaker_ssh_helper.ide import IDEAppStatus
from sagemaker_ssh_helper.interactive_sagemaker import InteractiveSageMaker, SageMaker, SageMakerStudioApp
from sagemaker_ssh_helper.manager import SSMManager
logger = logging.getLogger('sagemaker-ssh-helper')
def test_can_fetch_instance_by_name():
manager = SSMManager(redo_attempts=0)
manager.list_all_instances_and_fetch_tags = Mock(return_value={
"mi-01234567890abcd00": {},
"mi-01234567890abcd01": {
"SSHResourceName": "ssh-job",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:training-job/ssh-job",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677072061
},
"mi-01234567890abcd02": {
"SSHResourceName": "ssh-job",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:training-job/ssh-job",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677072061
},
"mi-01234567890abcd03": {
"SSHResourceName": "ssh-job",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:processing-job/ssh-job",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677071209
},
"mi-01234567890abcd04": {
"SSHResourceName": "ssh-job",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:transform-job/ssh-job",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677069966
},
"mi-01234567890abcd05": {
"SSHResourceName": "",
"SSHResourceArn": "",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677073892
},
"mi-01234567890abcd06": {
"SSHResourceName": "ssh-training",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:training-job/ssh-training",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677077641
},
"mi-01234567890abcd07": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677077641
}
})
ids = manager.get_training_instance_ids("ssh-job", expected_count=2)
assert len(ids) == 2
assert ids[0] == "mi-01234567890abcd01"
assert ids[1] == "mi-01234567890abcd02"
ids = manager.get_processing_instance_ids("ssh-job")
assert len(ids) == 1
assert ids[0] == "mi-01234567890abcd03"
ids = manager.get_transformer_instance_ids("ssh-job")
assert len(ids) == 1
assert ids[0] == "mi-01234567890abcd04"
ids = manager.get_studio_kgw_instance_ids("sagemaker-data-science-ml-m5-large-1234567890abcdef0")
assert len(ids) == 1
assert ids[0] == "mi-01234567890abcd07"
ids = manager.get_training_instance_ids("sagemaker-data-science-ml-m5-large-1234567890abcdef0")
assert len(ids) == 0
ids = manager.get_studio_kgw_instance_ids("ssh-job")
assert len(ids) == 0
def test_instances_sorted_by_lru():
manager = SSMManager(redo_attempts=0)
manager.list_all_instances_and_fetch_tags = Mock(return_value={
"mi-01234567890abcd07": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 2
},
"mi-01234567890abcd08": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 3
},
"mi-01234567890abcd09": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1
},
})
ids = manager.get_studio_kgw_instance_ids("sagemaker-data-science-ml-m5-large-1234567890abcdef0")
assert len(ids) == 3
assert ids[0] == "mi-01234567890abcd08"
assert ids[1] == "mi-01234567890abcd07"
assert ids[2] == "mi-01234567890abcd09"
def test_can_fetch_instances_from_default_region():
manager = SSMManager(redo_attempts=0)
_ = manager.list_all_instances_and_fetch_tags()
def test_can_fetch_instances_from_another_region():
manager = SSMManager(region_name="eu-west-2", redo_attempts=0)
_ = manager.list_all_instances_and_fetch_tags()
def test_can_filter_instances_by_timestamp():
manager = SSMManager(redo_attempts=0, clock_timestamp_override=1677158462)
manager.list_all_instances_and_fetch_tags = Mock(return_value={
"mi-01234567890abcd00": {},
"mi-01234567890abcd01": {
"SSHOwner": "",
"$__SSMManager__.PingStatus": "ConnectionLost"
},
"mi-01234567890abcd02": {
"SSHOwner": "",
"$__SSMManager__.PingStatus": "Online"
},
"mi-01234567890abcd03": {
"SSHOwner": "",
"$__SSMManager__.PingStatus": "ConnectionLost"
},
"mi-01234567890abcd04": {
"SSHResourceName": "ssh-job-1",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:training-job/ssh-job-1",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677072061,
"$__SSMManager__.PingStatus": "ConnectionLost"
},
"mi-01234567890abcd05": {
"SSHResourceName": "ssh-job-2",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:training-job/ssh-job-2",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1677158461,
"$__SSMManager__.PingStatus": "ConnectionLost"
},
})
ids = manager.list_expired_ssh_instances(expiration_days=1)
assert len(ids) == 3
assert "mi-01234567890abcd01" in ids
assert "mi-01234567890abcd03" in ids
assert "mi-01234567890abcd04" in ids
# noinspection DuplicatedCode
def test_can_filter_by_domain_and_user():
manager = SSMManager(redo_attempts=0)
manager.list_all_instances_and_fetch_tags = Mock(return_value={
"mi-01234567890abcd07": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 2
},
"mi-01234567890abcd08": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789bc/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 3
},
"mi-01234567890abcd09": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-5555555555555/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1
},
})
ids = manager.get_studio_user_kgw_instance_ids(
"d-0123456789bc", "default-1111111111111",
"sagemaker-data-science-ml-m5-large-1234567890abcdef0"
)
assert len(ids) == 1
assert ids[0] == "mi-01234567890abcd08"
# noinspection DuplicatedCode
def test_can_filter_by_user_with_latest_domain():
manager = SSMManager(redo_attempts=0)
manager.list_all_instances_and_fetch_tags = Mock(return_value={
"mi-01234567890abcd07": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 2
},
"mi-01234567890abcd08": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789bc/default-1111111111111/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 3
},
"mi-01234567890abcd09": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/default-5555555555555/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": 1
},
})
ids = manager.get_studio_user_kgw_instance_ids(
"", "default-1111111111111",
"sagemaker-data-science-ml-m5-large-1234567890abcdef0"
)
assert len(ids) == 2
assert ids[0] == "mi-01234567890abcd08"
assert ids[1] == "mi-01234567890abcd07"
def test_can_list_ssh_and_non_ssh_instances():
manager = SSMManager(redo_attempts=0)
manager.list_all_instances_and_fetch_tags = Mock(return_value={
"mi-01234567890abcd00": {
"Cost Center": "78925",
"Owner": "DbAdmin",
},
"mi-01234567890abcd01": {
"SSHResourceName": "ssh-job",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:training-job/ssh-job",
"SSHCreator": "",
"SSHOwner": "",
"SSHTimestamp": "1677072061",
SSMManager.PING_STATUS: "Online"
},
"mi-01234567890000000": {
"SSHResourceName": "default",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-000000000000/janedoe/JupyterServer/default",
"SSHCreator": "",
"SSHOwner": "AIDACKCEVSQ6C2EXAMPLE",
"SSHTimestamp": "42",
SSMManager.PING_STATUS: "Online"
},
"mi-01234567890abcd04": {
"SSHResourceName": "default",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789bc/janedoe/JupyterServer/default",
"SSHCreator": "",
"SSHOwner": "AIDACKCEVSQ6C2EXAMPLE:janedoe@SSO",
"SSHTimestamp": "0",
SSMManager.PING_STATUS: "Online"
},
"mi-01234567890abcd05": {
"SSHResourceName": "default",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789bc/janedoe/JupyterServer/default",
"SSHCreator": "",
"SSHOwner": "AIDACKCEVSQ6C2EXAMPLE:janedoe@SSO",
"SSHTimestamp": "1",
SSMManager.PING_STATUS: "Online"
},
"mi-01234567890abcd07": {
"SSHResourceName": "ssh-test-kgw",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789bc/janedoe/KernelGateway/ssh-test-kgw",
"SSHCreator": "",
"SSHOwner": "AIDACKCEVSQ6C2EXAMPLE:janedoe@SSO",
"SSHTimestamp": "2",
SSMManager.PING_STATUS: "Online"
},
"mi-01234567890abcd08": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789bc/terry/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "AIDACKCEVSQ6C2EXAMPLE:terry@SSO",
"SSHTimestamp": "1",
SSMManager.PING_STATUS: "Online"
},
"mi-01234567890abcd09": {
"SSHResourceName": "sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHResourceArn": "arn:aws:sagemaker:eu-west-1:555555555555:app/d-0123456789ab/terry/KernelGateway/sagemaker-data-science-ml-m5-large-1234567890abcdef0",
"SSHCreator": "",
"SSHOwner": "AIDACKCEVSQ6C2EXAMPLE:terry@SSO",
"SSHTimestamp": "3",
SSMManager.PING_STATUS: "Online"
},
})
sagemaker = SageMaker('eu-west-1')
sagemaker.list_ide_apps = Mock(return_value=[
SageMakerStudioApp(
"d-0123456789bc", "janedoe", "default", "JupyterServer", IDEAppStatus("InService")
),
SageMakerStudioApp(
"d-0123456789bc", "janedoe", "ssh-test-kgw", "KernelGateway", IDEAppStatus("InService")
),
SageMakerStudioApp(
"d-0123456789bc", "janedoe", "data-science-m5-no-ssh", "KernelGateway", IDEAppStatus("InService")
),
SageMakerStudioApp(
"d-0123456789bc", "janedoe", "data-science-g4-no-ssh", "KernelGateway", IDEAppStatus("Offline")
),
SageMakerStudioApp(
"d-0123456789bc", "terry", "sagemaker-data-science-ml-m5-large-1234567890abcdef0", "KernelGateway", IDEAppStatus("Offline")
),
SageMakerStudioApp(
"d-0123456789bc", "terry", "data-science-m5-no-ssh", "KernelGateway", IDEAppStatus("Offline")
),
SageMakerStudioApp(
"d-0123456789ab", "terry", "sagemaker-data-science-ml-m5-large-1234567890abcdef0", "KernelGateway", IDEAppStatus("Offline")
),
SageMakerStudioApp(
"d-0123456789ab", "terry", "data-science-m5-no-ssh", "KernelGateway", IDEAppStatus("Offline")
),
# LocalApp("janedoe", "AIDACKCEVSQ6C2EXAMPLE:janedoe@SSO", "macOS 13.5.1"),
# LocalApp("terry", "AIDACKCEVSQ6C2EXAMPLE:terry@SSO", "Windows 10 Pro"),
])
interactive_sagemaker = InteractiveSageMaker(sagemaker, manager)
apps = interactive_sagemaker.list_studio_ide_apps_for_user_and_domain(
"d-0123456789bc", "janedoe",
)
assert len(apps) == 4
assert apps[0].app_name == "default"
assert apps[0].app_type == "JupyterServer"
assert apps[0].ssm_instance_id == "mi-01234567890abcd05"
assert apps[0].ssh_owner == "AIDACKCEVSQ6C2EXAMPLE:janedoe@SSO"
apps = interactive_sagemaker.list_studio_ide_apps_for_user_and_domain(
"d-0123456789bc", "terry",
)
assert len(apps) == 2
apps = interactive_sagemaker.list_studio_ide_apps_for_user(
"terry",
)
assert len(apps) == 4
apps = interactive_sagemaker.list_studio_ide_apps()
assert len(apps) == 8