193 lines
5.2 KiB
Python
193 lines
5.2 KiB
Python
import uuid
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import boto3
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from moto import mock_sagemaker
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from moto.core import DEFAULT_ACCOUNT_ID as 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():
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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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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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resp = client.list_trials()
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assert len(resp["TrialSummaries"]) == 1
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assert resp["TrialSummaries"][0]["TrialName"] == trial_name
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assert (
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resp["TrialSummaries"][0]["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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@mock_sagemaker
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def test_list_trials():
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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_names = [f"some-trial-name-{i}" for i in range(10)]
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for trial_name in trial_names:
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resp = client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
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resp = client.list_trials(MaxResults=1)
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assert len(resp["TrialSummaries"]) == 1
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next_token = resp["NextToken"]
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resp = client.list_trials(MaxResults=2, NextToken=next_token)
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assert len(resp["TrialSummaries"]) == 2
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next_token = resp["NextToken"]
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resp = client.list_trials(NextToken=next_token)
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assert len(resp["TrialSummaries"]) == 7
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assert resp.get("NextToken") is None
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@mock_sagemaker
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def test_list_trials_by_trial_component_name():
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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.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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@mock_sagemaker
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def test_delete_trial():
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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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resp = client.delete_trial(TrialName=trial_name)
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assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
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resp = client.list_trials()
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assert len(resp["TrialSummaries"]) == 0
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@mock_sagemaker
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def test_add_tags_to_trial():
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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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resp = client.describe_trial(TrialName=trial_name)
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arn = resp["TrialArn"]
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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():
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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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resp = client.describe_trial(TrialName=trial_name)
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arn = resp["TrialArn"]
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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_list_trial_tags():
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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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client.create_experiment(ExperimentName=experiment_name)
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trial_name = "some-trial-name"
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client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
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resp = client.describe_trial(TrialName=trial_name)
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resource_arn = resp["TrialArn"]
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tags = []
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for _ in range(80):
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tags.append({"Key": str(uuid.uuid4()), "Value": "myValue"})
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response = client.add_tags(ResourceArn=resource_arn, Tags=tags)
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assert response["ResponseMetadata"]["HTTPStatusCode"] == 200
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response = client.list_tags(ResourceArn=resource_arn)
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assert len(response["Tags"]) == 50
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assert response["Tags"] == tags[:50]
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response = client.list_tags(
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ResourceArn=resource_arn, NextToken=response["NextToken"]
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)
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assert len(response["Tags"]) == 30
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assert response["Tags"] == tags[50:]
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