1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
|
import uuid
import boto3
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():
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)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_trials()
assert len(resp["TrialSummaries"]) == 1
assert resp["TrialSummaries"][0]["TrialName"] == trial_name
assert (
resp["TrialSummaries"][0]["TrialArn"]
== f"arn:aws:sagemaker:{TEST_REGION_NAME}:{ACCOUNT_ID}:experiment-trial/{trial_name}"
)
@mock_aws
def test_list_trials():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
resp = client.create_experiment(ExperimentName=experiment_name)
trial_names = [f"some-trial-name-{i}" for i in range(10)]
for trial_name in trial_names:
resp = client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
resp = client.list_trials(MaxResults=1)
assert len(resp["TrialSummaries"]) == 1
next_token = resp["NextToken"]
resp = client.list_trials(MaxResults=2, NextToken=next_token)
assert len(resp["TrialSummaries"]) == 2
next_token = resp["NextToken"]
resp = client.list_trials(NextToken=next_token)
assert len(resp["TrialSummaries"]) == 7
assert resp.get("NextToken") is None
@mock_aws
def test_list_trials_by_trial_component_name():
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.list_trials(TrialComponentName=trial_component_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
assert len(resp["TrialSummaries"]) == 0
@mock_aws
def test_delete_trial():
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)
resp = client.delete_trial(TrialName=trial_name)
assert resp["ResponseMetadata"]["HTTPStatusCode"] == 200
resp = client.list_trials()
assert len(resp["TrialSummaries"]) == 0
@mock_aws
def test_add_tags_to_trial():
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)
resp = client.describe_trial(TrialName=trial_name)
arn = resp["TrialArn"]
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():
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)
resp = client.describe_trial(TrialName=trial_name)
arn = resp["TrialArn"]
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_tags():
client = boto3.client("sagemaker", region_name=TEST_REGION_NAME)
experiment_name = "some-experiment-name"
client.create_experiment(ExperimentName=experiment_name)
trial_name = "some-trial-name"
client.create_trial(ExperimentName=experiment_name, TrialName=trial_name)
resp = client.describe_trial(TrialName=trial_name)
resource_arn = resp["TrialArn"]
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:]
|
