141 lines
4.6 KiB
Python
141 lines
4.6 KiB
Python
import re
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import boto3
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from botocore.exceptions import ClientError
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import pytest
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from moto import mock_sagemaker
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from moto.sagemaker.models import VpcConfig
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TEST_REGION_NAME = "us-east-1"
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TEST_ARN = "arn:aws:sagemaker:eu-west-1:000000000000:x-x/foobar"
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TEST_MODEL_NAME = "MyModelName"
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@pytest.fixture(name="sagemaker_client")
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def fixture_sagemaker_client():
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with mock_sagemaker():
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yield boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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class MySageMakerModel:
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def __init__(self, name=None, arn=None, container=None, vpc_config=None):
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self.name = name or TEST_MODEL_NAME
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self.arn = arn or TEST_ARN
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self.container = container or {}
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self.vpc_config = vpc_config or {"sg-groups": ["sg-123"], "subnets": ["123"]}
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def save(self, sagemaker_client):
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vpc_config = VpcConfig(
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self.vpc_config.get("sg-groups"), self.vpc_config.get("subnets")
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)
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resp = sagemaker_client.create_model(
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ModelName=self.name,
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ExecutionRoleArn=self.arn,
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VpcConfig=vpc_config.response_object,
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)
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return resp
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def test_describe_model(sagemaker_client):
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test_model = MySageMakerModel()
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test_model.save(sagemaker_client)
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model = sagemaker_client.describe_model(ModelName=TEST_MODEL_NAME)
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assert model.get("ModelName") == TEST_MODEL_NAME
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def test_describe_model_not_found(sagemaker_client):
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with pytest.raises(ClientError) as err:
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sagemaker_client.describe_model(ModelName="unknown")
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assert "Could not find model" in err.value.response["Error"]["Message"]
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def test_create_model(sagemaker_client):
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vpc_config = VpcConfig(["sg-foobar"], ["subnet-xxx"])
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model = sagemaker_client.create_model(
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ModelName=TEST_MODEL_NAME,
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ExecutionRoleArn=TEST_ARN,
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VpcConfig=vpc_config.response_object,
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)
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assert re.match(
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rf"^arn:aws:sagemaker:.*:.*:model/{TEST_MODEL_NAME}$", model["ModelArn"]
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)
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def test_delete_model(sagemaker_client):
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test_model = MySageMakerModel()
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test_model.save(sagemaker_client)
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assert len(sagemaker_client.list_models()["Models"]) == 1
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sagemaker_client.delete_model(ModelName=TEST_MODEL_NAME)
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assert len(sagemaker_client.list_models()["Models"]) == 0
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def test_delete_model_not_found(sagemaker_client):
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with pytest.raises(ClientError) as err:
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sagemaker_client.delete_model(ModelName="blah")
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assert err.value.response["Error"]["Code"] == "404"
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def test_list_models(sagemaker_client):
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test_model = MySageMakerModel()
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test_model.save(sagemaker_client)
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models = sagemaker_client.list_models()
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assert len(models["Models"]) == 1
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assert models["Models"][0]["ModelName"] == TEST_MODEL_NAME
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assert re.match(
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rf"^arn:aws:sagemaker:.*:.*:model/{TEST_MODEL_NAME}$",
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models["Models"][0]["ModelArn"],
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)
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def test_list_models_multiple(sagemaker_client):
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name_model_1 = "blah"
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arn_model_1 = "arn:aws:sagemaker:eu-west-1:000000000000:x-x/foobar"
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test_model_1 = MySageMakerModel(name=name_model_1, arn=arn_model_1)
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test_model_1.save(sagemaker_client)
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name_model_2 = "blah2"
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arn_model_2 = "arn:aws:sagemaker:eu-west-1:000000000000:x-x/foobar2"
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test_model_2 = MySageMakerModel(name=name_model_2, arn=arn_model_2)
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test_model_2.save(sagemaker_client)
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models = sagemaker_client.list_models()
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assert len(models["Models"]) == 2
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def test_list_models_none(sagemaker_client):
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models = sagemaker_client.list_models()
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assert len(models["Models"]) == 0
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def test_add_tags_to_model(sagemaker_client):
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model = MySageMakerModel().save(sagemaker_client)
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resource_arn = model["ModelArn"]
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tags = [
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{"Key": "myKey", "Value": "myValue"},
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]
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response = sagemaker_client.add_tags(ResourceArn=resource_arn, Tags=tags)
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assert response["ResponseMetadata"]["HTTPStatusCode"] == 200
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response = sagemaker_client.list_tags(ResourceArn=resource_arn)
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assert response["Tags"] == tags
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def test_delete_tags_from_model(sagemaker_client):
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model = MySageMakerModel().save(sagemaker_client)
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resource_arn = model["ModelArn"]
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tags = [
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{"Key": "myKey", "Value": "myValue"},
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]
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response = sagemaker_client.add_tags(ResourceArn=resource_arn, Tags=tags)
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assert response["ResponseMetadata"]["HTTPStatusCode"] == 200
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tag_keys = [tag["Key"] for tag in tags]
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response = sagemaker_client.delete_tags(ResourceArn=resource_arn, TagKeys=tag_keys)
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assert response["ResponseMetadata"]["HTTPStatusCode"] == 200
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response = sagemaker_client.list_tags(ResourceArn=resource_arn)
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assert response["Tags"] == []
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