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@@ -7,4 +7,5 @@ PyHamcrest | |
requests_mock | ||
dataclasses-json | ||
python-dotenv | ||
pytest | ||
git+https://github.com/ucsd-ets/[email protected] |
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@@ -1,246 +1,71 @@ | ||
import inspect | ||
from operator import contains | ||
from dsmlp.app.types import ValidationFailure | ||
from dsmlp.app.validator import Validator | ||
from dsmlp.plugin.awsed import ListTeamsResponse, TeamJson, UserResponse | ||
from dsmlp.plugin.kube import Namespace | ||
from hamcrest import assert_that, contains_inanyorder, equal_to, has_item | ||
from tests.fakes import FakeAwsedClient, FakeLogger, FakeKubeClient | ||
from dsmlp.ext.kube import DefaultKubeClient | ||
from dsmlp.app.gpu_validator import GPUValidator | ||
from tests.app.utils import gen_request, try_val_with_component | ||
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||
class TestValidator: | ||
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||
class TestGPUValidator: | ||
def setup_method(self) -> None: | ||
self.logger = FakeLogger() | ||
self.awsed_client = FakeAwsedClient() | ||
self.kube_client = FakeKubeClient() | ||
|
||
self.awsed_client.add_user('user10', UserResponse(uid=10, enrollments=[])) | ||
self.awsed_client.add_user( | ||
'user10', UserResponse(uid=10, enrollments=[])) | ||
self.awsed_client.add_teams('user10', ListTeamsResponse( | ||
teams=[TeamJson(gid=1000)] | ||
)) | ||
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self.kube_client.add_namespace('user10', Namespace(name='user10', labels={'k8s-sync': 'true'}, gpu_quota=10)) | ||
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self.kube_client.add_namespace('user10', Namespace( | ||
name='user10', labels={'k8s-sync': 'true'}, gpu_quota=10)) | ||
self.kube_client.set_existing_gpus('user10', 0) | ||
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def test_no_gpus_requested(self): | ||
response = self.when_validate( | ||
{ | ||
"request": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"userInfo": { | ||
"username": "user10" | ||
}, | ||
"namespace": "user10", | ||
"object": { | ||
"metadata": { | ||
"labels": {} | ||
}, | ||
"kind": "Pod", | ||
"spec": { | ||
"containers": [{}] | ||
} | ||
} | ||
}} | ||
self.try_validate( | ||
gen_request(), expected=True, message="Allowed" | ||
) | ||
|
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assert_that(response, equal_to({ | ||
"apiVersion": "admission.k8s.io/v1", | ||
"kind": "AdmissionReview", | ||
"response": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"allowed": True, "status": { | ||
"message": "Allowed" | ||
}}})) | ||
|
||
def test_quota_not_reached(self): | ||
response = self.when_validate( | ||
{ | ||
"request": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"userInfo": { | ||
"username": "user10" | ||
}, | ||
"namespace": "user10", | ||
"object": { | ||
"metadata": { | ||
"labels": {} | ||
}, | ||
"kind": "Pod", | ||
"spec": { | ||
"containers": [{ | ||
"resources": { | ||
"requests": { | ||
"nvidia.com/gpu": 10 | ||
} | ||
} | ||
}] | ||
} | ||
} | ||
}} | ||
) | ||
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assert_that(response, equal_to({ | ||
"apiVersion": "admission.k8s.io/v1", | ||
"kind": "AdmissionReview", | ||
"response": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"allowed": True, "status": { | ||
"message": "Allowed" | ||
}}})) | ||
self.try_validate( | ||
gen_request(gpu_req=10), expected=True, message="Allowed" | ||
) | ||
|
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def test_quota_exceeded(self): | ||
response = self.when_validate( | ||
{ | ||
"request": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"userInfo": { | ||
"username": "user10" | ||
}, | ||
"namespace": "user10", | ||
"object": { | ||
"metadata": { | ||
"labels": {} | ||
}, | ||
"kind": "Pod", | ||
"spec": { | ||
"containers": [{ | ||
"resources": { | ||
"requests": { | ||
"nvidia.com/gpu": 11 | ||
} | ||
} | ||
}] | ||
} | ||
} | ||
}} | ||
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self.try_validate( | ||
gen_request(gpu_req=11), expected=False, message="GPU quota exceeded. Wanted 11 but with 0 already in use, the quota of 10 would be exceeded." | ||
) | ||
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assert_that(response, equal_to({ | ||
"apiVersion": "admission.k8s.io/v1", | ||
"kind": "AdmissionReview", | ||
"response": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"allowed": False, "status": { | ||
"message": "GPU quota exceeded. Wanted 11 but with 0 already in use, the quota of 10 would be exceeded." | ||
}}})) | ||
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def test_sum_exceeded(self): | ||
self.kube_client.set_existing_gpus('user10', 5) | ||
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response = self.when_validate( | ||
{ | ||
"request": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"userInfo": { | ||
"username": "user10" | ||
}, | ||
"namespace": "user10", | ||
"object": { | ||
"metadata": { | ||
"labels": {} | ||
}, | ||
"kind": "Pod", | ||
"spec": { | ||
"containers": [{ | ||
"resources": { | ||
"requests": { | ||
"nvidia.com/gpu": 6 | ||
} | ||
} | ||
}] | ||
} | ||
} | ||
}} | ||
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self.try_validate( | ||
gen_request(gpu_req=6), expected=False, message="GPU quota exceeded. Wanted 6 but with 5 already in use, the quota of 10 would be exceeded." | ||
) | ||
|
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assert_that(response, equal_to({ | ||
"apiVersion": "admission.k8s.io/v1", | ||
"kind": "AdmissionReview", | ||
"response": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"allowed": False, "status": { | ||
"message": "GPU quota exceeded. Wanted 6 but with 5 already in use, the quota of 10 would be exceeded." | ||
}}})) | ||
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def test_low_priority(self): | ||
self.kube_client.set_existing_gpus('user10', 5) | ||
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response = self.when_validate( | ||
{ | ||
"request": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"userInfo": { | ||
"username": "user10" | ||
}, | ||
"namespace": "user10", | ||
"object": { | ||
"metadata": { | ||
"labels": {} | ||
}, | ||
"kind": "Pod", | ||
"spec": { | ||
"containers": [{ | ||
"resources": { | ||
"requests": { | ||
"nvidia.com/gpu": 6 | ||
} | ||
} | ||
}], | ||
"priorityClassName": "low" | ||
} | ||
} | ||
}} | ||
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self.try_validate( | ||
gen_request(gpu_req=6, low_priority=True), expected=True | ||
) | ||
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assert_that(response, equal_to({ | ||
"apiVersion": "admission.k8s.io/v1", | ||
"kind": "AdmissionReview", | ||
"response": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"allowed": True, "status": { | ||
"message": "Allowed" | ||
}}})) | ||
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# Should respond to limit as well as request | ||
def test_limit_exceeded(self): | ||
self.kube_client.set_existing_gpus('user10', 5) | ||
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response = self.when_validate( | ||
{ | ||
"request": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"userInfo": { | ||
"username": "user10" | ||
}, | ||
"namespace": "user10", | ||
"object": { | ||
"metadata": { | ||
"labels": {} | ||
}, | ||
"kind": "Pod", | ||
"spec": { | ||
"containers": [{ | ||
"resources": { | ||
"limits": { | ||
"nvidia.com/gpu": 6 | ||
} | ||
} | ||
}] | ||
} | ||
} | ||
}} | ||
) | ||
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assert_that(response, equal_to({ | ||
"apiVersion": "admission.k8s.io/v1", | ||
"kind": "AdmissionReview", | ||
"response": { | ||
"uid": "705ab4f5-6393-11e8-b7cc-42010a800002", | ||
"allowed": False, "status": { | ||
"message": "GPU quota exceeded. Wanted 6 but with 5 already in use, the quota of 10 would be exceeded." | ||
}}})) | ||
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def when_validate(self, json): | ||
validator = Validator(self.awsed_client, self.kube_client, self.logger) | ||
response = validator.validate_request(json) | ||
self.try_validate( | ||
gen_request(gpu_lim=6), expected=False, message="GPU quota exceeded. Wanted 6 but with 5 already in use, the quota of 10 would be exceeded." | ||
) | ||
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return response | ||
def try_validate(self, json, expected: bool, message: str = None): | ||
try_val_with_component(GPUValidator( | ||
self.kube_client, self.logger), json, expected, message) |
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