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|
import datetime
import uuid
import boto3
import pytest
from botocore.exceptions import ClientError
from moto import mock_aws
from moto.core import DEFAULT_ACCOUNT_ID as ACCOUNT_ID
TEST_REGION_NAME = "us-east-1"
@mock_aws
def test_create_trial_component():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
resp = client.create_trial_component(TrialComponentName=trial_component_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.describe_trial_component(TrialComponentName=trial_component_name)
assert resp["TrialComponentName"] == trial_component_name
assert resp["TrialComponentArn"] == (
f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}"
f":experiment-trial-component/{trial_component_name}"
)
assert resp["DisplayName"] == trial_component_name
assert resp.get("Status") is None
assert resp.get("StartTime") is None
assert resp.get("EndTime") is None
assert resp.get("LastModifiedBy") == {}
assert resp.get("CreatedBy") == {}
assert resp.get("Parameters") == {}
assert resp.get("InputArtifacts") == {}
assert resp.get("OutputArtifacts") == {}
assert resp.get("Metrics") == []
assert resp.get("Sources") == []
@mock_aws
def test_list_trial_components():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_names = [f"some-trial-component-name-{i}" for i in range(10)]
for trial_component_name in trial_component_names:
resp = client.create_trial_component(TrialComponentName=trial_component_name)
resp = client.list_trial_components(MaxResults=1)
assert len(resp["TrialComponentSummaries"]) == 1
next_token = resp["NextToken"]
resp = client.list_trial_components(MaxResults=2, NextToken=next_token)
assert len(resp["TrialComponentSummaries"]) == 2
next_token = resp["NextToken"]
resp = client.list_trial_components(NextToken=next_token)
assert len(resp["TrialComponentSummaries"]) == 7
assert resp.get("NextToken") is None
@mock_aws
def test_delete__trial_component():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
resp = client.create_trial_component(TrialComponentName=trial_component_name)
resp = client.delete_trial_component(TrialComponentName=trial_component_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_trial_components()
assert len(resp["TrialComponentSummaries"]) == 0
@mock_aws
def test_add_tags_to_trial_component():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
resp = client.create_trial_component(TrialComponentName=trial_component_name)
resp = client.describe_trial_component(TrialComponentName=trial_component_name)
arn = resp["TrialComponentArn"]
tags = [{"Key": "name", "Value": "value"}]
client.add_tags(ResourceArn=arn, Tags=tags)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_tags(ResourceArn=arn)
assert resp["Tags"] == tags
@mock_aws
def test_delete_tags_to_trial_component():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
resp = client.create_trial_component(TrialComponentName=trial_component_name)
resp = client.describe_trial_component(TrialComponentName=trial_component_name)
arn = resp["TrialComponentArn"]
tags = [{"Key": "name", "Value": "value"}]
client.add_tags(ResourceArn=arn, Tags=tags)
client.delete_tags(ResourceArn=arn, TagKeys=[i["Key"] for i in tags])
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_tags(ResourceArn=arn)
assert resp["Tags"] == []
@mock_aws
def test_list_trial_component_tags():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
client.create_trial_component(TrialComponentName=trial_component_name)
resp = client.describe_trial_component(TrialComponentName=trial_component_name)
resource_arn = resp["TrialComponentArn"]
tags = []
for _ in range(80):
tags.append({"Key": str(uuid.uuid4()), "Value": "myValue"})
response = client.add_tags(ResourceArn=resource_arn, Tags=tags)
assert response["ResponseMetadata"]["HTTPStatusCode"] == 200
response = client.list_tags(ResourceArn=resource_arn)
assert len(response["Tags"]) == 50
assert response["Tags"] == tags[:50]
response = client.list_tags(
ResourceArn=resource_arn, NextToken=response["NextToken"]
)
assert len(response["Tags"]) == 30
assert response["Tags"] == tags[50:]
@mock_aws
def test_associate_trial_component():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
trial_name = "some-trial-name"
resp = client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
trial_component_name = "some-trial-component-name"
resp = client.create_trial_component(TrialComponentName=trial_component_name)
resp = client.associate_trial_component(
TrialComponentName=trial_component_name, TrialName=trial_name
)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert resp["TrialComponentArn"] == (
f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}"
f":experiment-trial-component/{trial_component_name}"
)
assert (
resp["TrialArn"]
== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/{trial_name}"
)
resp = client.list_trial_components(TrialName=trial_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert (
resp["TrialComponentSummaries"][0]["TrialComponentName"] == trial_component_name
)
resp = client.list_trials(TrialComponentName=trial_component_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert resp["TrialSummaries"][0]["TrialName"] == trial_name
with pytest.raises(ClientError) as ex:
resp = client.associate_trial_component(
TrialComponentName="does-not-exist", TrialName="does-not-exist"
)
assert ex.value.response["Error"]["Code"] == "ResourceNotFound"
assert ex.value.response["Error"]["Message"] == (
f"Trial 'arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}"
":experiment-trial/does-not-exist' does not exist."
)
assert ex.value.response["ResponseMetadata"]["HTTPStatusCode"] == 400
@mock_aws
def test_disassociate_trial_component():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
trial_name = "some-trial-name"
resp = client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
trial_component_name = "some-trial-component-name"
resp = client.create_trial_component(TrialComponentName=trial_component_name)
client.associate_trial_component(
TrialComponentName=trial_component_name, TrialName=trial_name
)
resp = client.disassociate_trial_component(
TrialComponentName=trial_component_name, TrialName=trial_name
)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert resp["TrialComponentArn"] == (
f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}"
f":experiment-trial-component/{trial_component_name}"
)
assert (
resp["TrialArn"]
== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/{trial_name}"
)
resp = client.list_trial_components(TrialName=trial_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert len(resp["TrialComponentSummaries"]) == 0
resp = client.list_trials(TrialComponentName=trial_component_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert len(resp["TrialSummaries"]) == 0
resp = client.disassociate_trial_component(
TrialComponentName="does-not-exist", TrialName="does-not-exist"
)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert resp["TrialComponentArn"] == (
f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:"
"experiment-trial-component/does-not-exist"
)
assert (
resp["TrialArn"]
== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/does-not-exist"
)
@mock_aws
def test_update_trial_component() -> None:
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
client.create_trial_component(
TrialComponentName=trial_component_name,
)
given_status = {"PrimaryStatus": "InProgress", "Message": "a-message"}
given_display_name = "new-display-name"
given_parameters = {
"param1": {"StringValue": "param1-value", "NumberValue": 123.0},
"param2": {"StringValue": "param2-value", "NumberValue": 456.0},
}
given_input_artifacts = {
"artifact1": {"MediaType": "text/plain", "Value": "artifact1-value"}
}
given_output_artifacts = {
"artifact2": {"MediaType": "text/plain", "Value": "artifact2-value"}
}
given_start_date = datetime.datetime(2021, 1, 1, tzinfo=datetime.timezone.utc)
given_end_date = datetime.datetime(2021, 1, 2, tzinfo=datetime.timezone.utc)
resp_created = client.describe_trial_component(
TrialComponentName=trial_component_name
)
resp_update = client.update_trial_component(
TrialComponentName=trial_component_name,
DisplayName=given_display_name,
Status=given_status,
StartTime=given_start_date,
EndTime=given_end_date,
Parameters=given_parameters,
InputArtifacts=given_input_artifacts,
OutputArtifacts=given_output_artifacts,
)
resp_updated = client.describe_trial_component(
TrialComponentName=trial_component_name
)
assert (
resp_update["TrialComponentArn"]
== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial-component/some-trial-component-name"
)
assert resp_updated["DisplayName"] == given_display_name
assert resp_updated["Status"] == given_status
assert resp_updated["StartTime"] == given_start_date
assert resp_updated["EndTime"] == given_end_date
assert resp_updated["Parameters"] == given_parameters
assert resp_updated["InputArtifacts"] == given_input_artifacts
assert resp_updated["OutputArtifacts"] == given_output_artifacts
assert resp_updated["LastModifiedTime"] >= resp_created["LastModifiedTime"]
@mock_aws
def test_update_trial_component_with_to_remove_options() -> None:
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
trial_component_name = "some-trial-component-name"
client.create_trial_component(
TrialComponentName=trial_component_name,
Parameters={
"param1": {"StringValue": "param1-value", "NumberValue": 123.0},
"param2": {"StringValue": "param2-value", "NumberValue": 456.0},
},
InputArtifacts={
"artifact1": {"MediaType": "text/plain", "Value": "artifact1-value"}
},
OutputArtifacts={
"artifact2": {"MediaType": "text/plain", "Value": "artifact2-value"}
},
)
client.update_trial_component(
TrialComponentName=trial_component_name,
ParametersToRemove=["param1"],
InputArtifactsToRemove=["artifact1"],
OutputArtifactsToRemove=["artifact2"],
)
resp_updated = client.describe_trial_component(
TrialComponentName=trial_component_name
)
assert resp_updated["Parameters"].keys() == {"param2"}
assert resp_updated["InputArtifacts"] == {}
assert resp_updated["OutputArtifacts"] == {}
@mock_aws
def test_update_trial_component_should_return_an_error_if_trial_component_not_found() -> (
None
):
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
with pytest.raises(ClientError) as ex:
client.update_trial_component(
TrialComponentName="not-found",
DisplayName="new-display-name",
)
assert ex.value.response["Error"]["Code"] == "ValidationException"
assert ex.value.response["Error"]["Message"] == (
"Could not find trial component 'arn:aws:sagemaker:us-east-1:123456789012:experiment-trial-component/not-found'"
)
assert ex.value.response["ResponseMetadata"]["HTTPStatusCode"] == 400
|
