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Merge pull request #11 from danabens/list-trial-components
add list trial components method on trial object and trial/experiment name filter params
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# Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"). You | ||
# may not use this file except in compliance with the License. A copy of | ||
# the License is located at | ||
# | ||
# http://aws.amazon.com/apache2.0/ | ||
# | ||
# or in the "license" file accompanying this file. This file is | ||
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF | ||
# ANY KIND, either express or implied. See the License for the specific | ||
# language governing permissions and limitations under the License. | ||
import pytest | ||
import unittest.mock | ||
import datetime | ||
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from smexperiments import trial, api_types | ||
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@pytest.fixture | ||
def sagemaker_boto_client(): | ||
return unittest.mock.Mock() | ||
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@pytest.fixture | ||
def datetime_obj(): | ||
return datetime.datetime(2017, 6, 16, 15, 55, 0) | ||
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def test_list_trial_components(sagemaker_boto_client, datetime_obj): | ||
sagemaker_boto_client.list_trial_components.return_value = { | ||
"TrialComponentSummaries": [ | ||
{ | ||
"TrialComponentName": "trial-component-1", | ||
"CreationTime": datetime_obj, | ||
"LastModifiedTime": datetime_obj, | ||
}, | ||
{ | ||
"TrialComponentName": "trial-component-2", | ||
"CreationTime": datetime_obj, | ||
"LastModifiedTime": datetime_obj, | ||
}, | ||
] | ||
} | ||
expected = [ | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-1", | ||
creation_time=datetime_obj, | ||
last_modified_time=datetime_obj, | ||
), | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-2", | ||
creation_time=datetime_obj, | ||
last_modified_time=datetime_obj, | ||
), | ||
] | ||
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trial_obj = trial.Trial(sagemaker_boto_client=sagemaker_boto_client) | ||
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assert expected == list(trial_obj.list_trial_components()) | ||
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def test_list_trial_components_empty(sagemaker_boto_client): | ||
sagemaker_boto_client.list_trial_components.return_value = {"TrialComponentSummaries": []} | ||
trial_obj = trial.Trial(sagemaker_boto_client=sagemaker_boto_client) | ||
assert list(trial_obj.list_trial_components()) == [] | ||
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def test_list_trial_components_single(sagemaker_boto_client, datetime_obj): | ||
trial_obj = trial.Trial(sagemaker_boto_client=sagemaker_boto_client) | ||
sagemaker_boto_client.list_trial_components.return_value = { | ||
"TrialComponentSummaries": [ | ||
{ | ||
"TrialComponentName": "trial-component-foo", | ||
"CreationTime": datetime_obj, | ||
"LastModifiedTime": datetime_obj | ||
} | ||
] | ||
} | ||
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assert list(trial_obj.list_trial_components()) == [ | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-foo", | ||
creation_time=datetime_obj, | ||
last_modified_time=datetime_obj | ||
) | ||
] | ||
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def test_list_trial_components_two_values(sagemaker_boto_client, datetime_obj): | ||
trial_obj = trial.Trial(sagemaker_boto_client=sagemaker_boto_client) | ||
sagemaker_boto_client.list_trial_components.return_value = { | ||
"TrialComponentSummaries": [ | ||
{"TrialComponentName": "trial-component-foo-1", "CreationTime": datetime_obj, "LastModifiedTime": datetime_obj}, | ||
{"TrialComponentName": "trial-component-foo-2", "CreationTime": datetime_obj, "LastModifiedTime": datetime_obj}, | ||
] | ||
} | ||
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assert list(trial_obj.list_trial_components()) == [ | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-foo-1", | ||
creation_time=datetime_obj, | ||
last_modified_time=datetime_obj | ||
), | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-foo-2", | ||
creation_time=datetime_obj, | ||
last_modified_time=datetime_obj | ||
), | ||
] | ||
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def test_next_token(sagemaker_boto_client, datetime_obj): | ||
trial_obj = trial.Trial(sagemaker_boto_client) | ||
sagemaker_boto_client.list_trial_components.side_effect = [ | ||
{ | ||
"TrialComponentSummaries": [ | ||
{ | ||
"TrialComponentName": "trial-component-foo-1", | ||
"CreationTime": datetime_obj, | ||
"LastModifiedTime": datetime_obj, | ||
}, | ||
{ | ||
"TrialComponentName": "trial-component-foo-2", | ||
"CreationTime": datetime_obj, | ||
"LastModifiedTime": datetime_obj, | ||
}, | ||
], | ||
"NextToken": "foo", | ||
}, | ||
{ | ||
"TrialComponentSummaries": [ | ||
{ | ||
"TrialComponentName": "trial-component-foo-3", | ||
"CreationTime": datetime_obj, | ||
"LastModifiedTime": datetime_obj, | ||
} | ||
] | ||
}, | ||
] | ||
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assert list(trial_obj.list_trial_components()) == [ | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-foo-1", creation_time=datetime_obj, last_modified_time=datetime_obj | ||
), | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-foo-2", creation_time=datetime_obj, last_modified_time=datetime_obj | ||
), | ||
api_types.TrialComponentSummary( | ||
trial_component_name="trial-component-foo-3", creation_time=datetime_obj, last_modified_time=datetime_obj | ||
), | ||
] | ||
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sagemaker_boto_client.list_trial_components.assert_any_call(**{}) | ||
sagemaker_boto_client.list_trial_components.assert_any_call(NextToken="foo") | ||
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def test_list_trial_components_call_args(sagemaker_boto_client): | ||
created_before = datetime.datetime(1999, 10, 12, 0, 0, 0) | ||
created_after = datetime.datetime(1990, 10, 12, 0, 0, 0) | ||
trial_name = 'foo-trial' | ||
next_token = 'thetoken' | ||
max_results = 99 | ||
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trial_obj = trial.Trial(sagemaker_boto_client=sagemaker_boto_client) | ||
trial_obj.trial_name=trial_name | ||
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sagemaker_boto_client.list_trial_components.return_value = {} | ||
assert [] == list( | ||
trial_obj.list_trial_components( | ||
created_after=created_after, | ||
created_before=created_before, | ||
next_token=next_token, | ||
max_results=max_results) | ||
) | ||
sagemaker_boto_client.list_trial_components.assert_called_with( | ||
CreatedBefore=created_before, | ||
CreatedAfter=created_after, | ||
TrialName=trial_name, | ||
NextToken=next_token, | ||
MaxResults=max_results, | ||
) |
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