237 lines
7.3 KiB
Python
237 lines
7.3 KiB
Python
import boto3
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import pytest
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from botocore.exceptions import ClientError
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from moto import mock_sagemaker
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from moto.sts.models import ACCOUNT_ID
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TEST_REGION_NAME = "us-east-1"
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@mock_sagemaker
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def test_create__trial_component():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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trial_component_name = "some-trial-component-name"
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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resp = client.list_trial_components()
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assert len(resp["TrialComponentSummaries"]) == 1
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assert (
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resp["TrialComponentSummaries"][0]["TrialComponentName"] == trial_component_name
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)
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assert (
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resp["TrialComponentSummaries"][0]["TrialComponentArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial-component/{trial_component_name}"
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)
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@mock_sagemaker
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def test_list_trial_components():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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trial_component_names = [f"some-trial-component-name-{i}" for i in range(10)]
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for trial_component_name in trial_component_names:
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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resp = client.list_trial_components(MaxResults=1)
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assert len(resp["TrialComponentSummaries"]) == 1
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next_token = resp["NextToken"]
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resp = client.list_trial_components(MaxResults=2, NextToken=next_token)
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assert len(resp["TrialComponentSummaries"]) == 2
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next_token = resp["NextToken"]
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resp = client.list_trial_components(NextToken=next_token)
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assert len(resp["TrialComponentSummaries"]) == 7
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assert resp.get("NextToken") is None
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@mock_sagemaker
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def test_delete__trial_component():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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trial_component_name = "some-trial-component-name"
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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resp = client.delete_trial_component(TrialComponentName=trial_component_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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resp = client.list_trial_components()
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assert len(resp["TrialComponentSummaries"]) == 0
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@mock_sagemaker
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def test_add_tags_to_trial_component():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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trial_component_name = "some-trial-component-name"
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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resp = client.describe_trial_component(TrialComponentName=trial_component_name)
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arn = resp["TrialComponentArn"]
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tags = [{"Key": "name", "Value": "value"}]
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client.add_tags(ResourceArn=arn, Tags=tags)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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resp = client.list_tags(ResourceArn=arn)
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assert resp["Tags"] == tags
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@mock_sagemaker
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def test_delete_tags_to_trial_component():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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trial_component_name = "some-trial-component-name"
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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resp = client.describe_trial_component(TrialComponentName=trial_component_name)
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arn = resp["TrialComponentArn"]
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tags = [{"Key": "name", "Value": "value"}]
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client.add_tags(ResourceArn=arn, Tags=tags)
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client.delete_tags(ResourceArn=arn, TagKeys=[i["Key"] for i in tags])
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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resp = client.list_tags(ResourceArn=arn)
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assert resp["Tags"] == []
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@mock_sagemaker
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def test_associate_trial_component():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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experiment_name = "some-experiment-name"
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resp = client.create_experiment(ExperimentName=experiment_name)
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trial_name = "some-trial-name"
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resp = client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
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trial_component_name = "some-trial-component-name"
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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resp = client.associate_trial_component(
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TrialComponentName=trial_component_name, TrialName=trial_name
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)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert (
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resp["TrialComponentArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial-component/{trial_component_name}"
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)
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assert (
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resp["TrialArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/{trial_name}"
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)
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resp = client.list_trial_components(TrialName=trial_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert (
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resp["TrialComponentSummaries"][0]["TrialComponentName"] == trial_component_name
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)
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resp = client.list_trials(TrialComponentName=trial_component_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert resp["TrialSummaries"][0]["TrialName"] == trial_name
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with pytest.raises(ClientError) as ex:
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resp = client.associate_trial_component(
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TrialComponentName="does-not-exist", TrialName="does-not-exist"
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)
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ex.value.response["Error"]["Code"].should.equal("ResourceNotFound")
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ex.value.response["Error"]["Message"].should.equal(
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f"Trial 'arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/does-not-exist' does not exist."
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)
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ex.value.response["ResponseMetadata"]["HTTPStatusCode"].should.equal(400)
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@mock_sagemaker
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def test_disassociate_trial_component():
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client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
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experiment_name = "some-experiment-name"
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resp = client.create_experiment(ExperimentName=experiment_name)
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trial_name = "some-trial-name"
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resp = client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
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trial_component_name = "some-trial-component-name"
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resp = client.create_trial_component(TrialComponentName=trial_component_name)
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client.associate_trial_component(
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TrialComponentName=trial_component_name, TrialName=trial_name
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)
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resp = client.disassociate_trial_component(
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TrialComponentName=trial_component_name, TrialName=trial_name
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)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert (
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resp["TrialComponentArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial-component/{trial_component_name}"
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)
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assert (
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resp["TrialArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/{trial_name}"
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)
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resp = client.list_trial_components(TrialName=trial_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert len(resp["TrialComponentSummaries"]) == 0
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resp = client.list_trials(TrialComponentName=trial_component_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert len(resp["TrialSummaries"]) == 0
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resp = client.disassociate_trial_component(
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TrialComponentName="does-not-exist", TrialName="does-not-exist"
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)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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assert (
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resp["TrialComponentArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial-component/does-not-exist"
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)
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assert (
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resp["TrialArn"]
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== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/does-not-exist"
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)
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