moto/tests/test_sagemaker/test_sagemaker_experiment.py

121 lines
3.2 KiB
Python

import boto3
from moto import mock_sagemaker
from moto.sts.models import ACCOUNT_ID
TEST_REGION_NAME = "us-east-1"
@mock_sagemaker
def test_create_experiment():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_experiments()
assert len(resp["ExperimentSummaries"]) == 1
assert resp["ExperimentSummaries"][0]["ExperimentName"] == experiment_name
assert (
resp["ExperimentSummaries"][0]["ExperimentArn"]
== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment/{experiment_name}"
)
@mock_sagemaker
def test_list_experiments():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_names = [f"some-experiment-name-{i}" for i in range(10)]
for experiment_name in experiment_names:
resp = client.create_experiment(ExperimentName=experiment_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_experiments(MaxResults=1)
assert len(resp["ExperimentSummaries"]) == 1
next_token = resp["NextToken"]
resp = client.list_experiments(MaxResults=2, NextToken=next_token)
assert len(resp["ExperimentSummaries"]) == 2
next_token = resp["NextToken"]
resp = client.list_experiments(NextToken=next_token)
assert len(resp["ExperimentSummaries"]) == 7
assert resp.get("NextToken") is None
@mock_sagemaker
def test_delete_experiment():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
resp = client.delete_experiment(ExperimentName=experiment_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_experiments()
assert len(resp["ExperimentSummaries"]) == 0
@mock_sagemaker
def test_add_tags_to_experiment():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
resp = client.describe_experiment(ExperimentName=experiment_name)
arn = resp["ExperimentArn"]
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_sagemaker
def test_delete_tags_to_experiment():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
resp = client.describe_experiment(ExperimentName=experiment_name)
arn = resp["ExperimentArn"]
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"] == []