66# 
77# http://www.apache.org/licenses/LICENSE-2.0 
88# 
9- # or in the "license" file accompanying this file. This file is distributed   
10- # on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either   
11- # express or implied. See the License for the specific language governing   
9+ # or in the "license" file accompanying this file. This file is distributed 
10+ # on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either 
11+ # express or implied. See the License for the specific language governing 
1212# permissions and limitations under the License. 
1313from  __future__ import  absolute_import 
1414
1515import  pytest 
1616import  json 
1717
1818from  sagemaker .utils  import  unique_name_from_base 
19- from  sagemaker .image_uris  import  retrieve   
19+ from  sagemaker .image_uris  import  retrieve 
2020from  stepfunctions  import  steps 
2121from  stepfunctions .workflow  import  Workflow 
2222from  stepfunctions .steps .utils  import  get_aws_partition 
2525
2626@pytest .fixture (scope = "module" ) 
2727def  training_job_parameters (sagemaker_session , sagemaker_role_arn , record_set_fixture ):
28-  parameters  =  {  
29-  "AlgorithmSpecification" : {  
28+  parameters  =  {
29+  "AlgorithmSpecification" : {
3030 "TrainingImage" : retrieve (region = sagemaker_session .boto_session .region_name , framework = 'pca' ),
3131 "TrainingInputMode" : "File" 
3232 },
33-  "OutputDataConfig" : {  
33+  "OutputDataConfig" : {
3434 "S3OutputPath" : "s3://{}/" .format (sagemaker_session .default_bucket ())
3535 },
36-  "StoppingCondition" : {  
36+  "StoppingCondition" : {
3737 "MaxRuntimeInSeconds" : 86400 
3838 },
39-  "ResourceConfig" : {  
39+  "ResourceConfig" : {
4040 "InstanceCount" : 1 ,
4141 "InstanceType" : "ml.m5.large" ,
4242 "VolumeSizeInGB" : 30 
4343 },
4444 "RoleArn" : sagemaker_role_arn ,
45-  "InputDataConfig" :[  
46-  {  
47-  "DataSource" : {  
48-  "S3DataSource" : {  
45+  "InputDataConfig" :[
46+  {
47+  "DataSource" : {
48+  "S3DataSource" : {
4949 "S3DataDistributionType" : "ShardedByS3Key" ,
5050 "S3DataType" : "ManifestFile" ,
5151 "S3Uri" : record_set_fixture .s3_data 
@@ -54,7 +54,7 @@ def training_job_parameters(sagemaker_session, sagemaker_role_arn, record_set_fi
5454 "ChannelName" : "train" 
5555 }
5656 ],
57-  "HyperParameters" : {  
57+  "HyperParameters" : {
5858 "num_components" : "48" ,
5959 "feature_dim" : "784" ,
6060 "mini_batch_size" : "200" 
@@ -93,7 +93,7 @@ def test_pass_state_machine_creation(sfn_client, sfn_role_arn):
9393
9494 definition  =  steps .Pass (pass_state_name , result = pass_state_result )
9595 workflow  =  Workflow (
96-  'Test_Pass_Workflow' ,
96+  unique_name_from_base ( 'Test_Pass_Workflow' ) ,
9797 definition = definition ,
9898 role = sfn_role_arn 
9999 )
@@ -164,7 +164,7 @@ def test_wait_state_machine_creation(sfn_client, sfn_role_arn):
164164 ])
165165
166166 workflow  =  Workflow (
167-  'Test_Wait_Workflow' ,
167+  unique_name_from_base ( 'Test_Wait_Workflow' ) ,
168168 definition = definition ,
169169 role = sfn_role_arn 
170170 )
@@ -223,7 +223,7 @@ def test_parallel_state_machine_creation(sfn_client, sfn_role_arn):
223223 ])
224224
225225 workflow  =  Workflow (
226-  'Test_Parallel_Workflow' ,
226+  unique_name_from_base ( 'Test_Parallel_Workflow' ) ,
227227 definition = definition ,
228228 role = sfn_role_arn 
229229 )
@@ -269,9 +269,9 @@ def test_map_state_machine_creation(sfn_client, sfn_role_arn):
269269 }
270270
271271 map_state  =  steps .Map (
272-  map_state_name ,  
272+  map_state_name ,
273273 items_path = items_path ,
274-  iterator = steps .Pass (iterated_state_name ),  
274+  iterator = steps .Pass (iterated_state_name ),
275275 max_concurrency = max_concurrency )
276276
277277 definition  =  steps .Chain ([
@@ -280,7 +280,7 @@ def test_map_state_machine_creation(sfn_client, sfn_role_arn):
280280 ])
281281
282282 workflow  =  Workflow (
283-  'Test_Map_Workflow' ,
283+  unique_name_from_base ( 'Test_Map_Workflow' ) ,
284284 definition = definition ,
285285 role = sfn_role_arn 
286286 )
@@ -345,8 +345,8 @@ def test_choice_state_machine_creation(sfn_client, sfn_role_arn):
345345
346346 definition .default_choice (
347347 steps .Fail (
348-  default_state_name ,  
349-  error = default_error ,  
348+  default_state_name ,
349+  error = default_error ,
350350 cause = default_cause 
351351 )
352352 )
@@ -356,23 +356,23 @@ def test_choice_state_machine_creation(sfn_client, sfn_role_arn):
356356 value = first_choice_value 
357357 ),
358358 steps .Pass (
359-  first_match_name ,  
359+  first_match_name ,
360360 result = first_choice_state_result 
361361 )
362362 )
363363 definition .add_choice (
364364 steps .ChoiceRule .NumericEquals (
365-  variable = variable ,  
365+  variable = variable ,
366366 value = second_choice_value 
367-  ),  
367+  ),
368368 steps .Pass (
369-  second_match_name ,  
369+  second_match_name ,
370370 result = second_choice_state_result 
371371 )
372372 )
373373
374374 workflow  =  Workflow (
375-  'Test_Choice_Workflow' ,
375+  unique_name_from_base ( 'Test_Choice_Workflow' ) ,
376376 definition = definition ,
377377 role = sfn_role_arn 
378378 )
@@ -385,10 +385,10 @@ def test_task_state_machine_creation(sfn_client, sfn_role_arn, training_job_para
385385 final_state_name  =  "FinalState" 
386386 resource  =  f"arn:{ get_aws_partition ()}  
387387 task_state_result  =  "Task State Result" 
388-  asl_state_machine_definition  =  {  
388+  asl_state_machine_definition  =  {
389389 "StartAt" : task_state_name ,
390-  "States" : {  
391-  task_state_name : {  
390+  "States" : {
391+  task_state_name : {
392392 "Resource" : resource ,
393393 "Parameters" : training_job_parameters ,
394394 "Type" : "Task" ,
@@ -410,9 +410,9 @@ def test_task_state_machine_creation(sfn_client, sfn_role_arn, training_job_para
410410 ),
411411 steps .Pass (final_state_name , result = task_state_result )
412412 ])
413-   
413+ 
414414 workflow  =  Workflow (
415-  'Test_Task_Workflow' ,
415+  unique_name_from_base ( 'Test_Task_Workflow' ) ,
416416 definition = definition ,
417417 role = sfn_role_arn 
418418 )
@@ -465,13 +465,13 @@ def test_catch_state_machine_creation(sfn_client, sfn_role_arn, training_job_par
465465 )
466466 task .add_catch (
467467 steps .Catch (
468-  error_equals = [all_fail_error ],  
468+  error_equals = [all_fail_error ],
469469 next_step = steps .Pass (all_error_state_name , result = catch_state_result )
470470 )
471471 )
472472
473473 workflow  =  Workflow (
474-  'Test_Catch_Workflow' ,
474+  unique_name_from_base ( 'Test_Catch_Workflow' ) ,
475475 definition = task ,
476476 role = sfn_role_arn 
477477 )
@@ -518,15 +518,15 @@ def test_retry_state_machine_creation(sfn_client, sfn_role_arn, training_job_par
518518
519519 task .add_retry (
520520 steps .Retry (
521-  error_equals = [all_fail_error ],  
522-  interval_seconds = interval_seconds ,  
523-  max_attempts = max_attempts ,  
521+  error_equals = [all_fail_error ],
522+  interval_seconds = interval_seconds ,
523+  max_attempts = max_attempts ,
524524 backoff_rate = backoff_rate 
525525 )
526526 )
527527
528528 workflow  =  Workflow (
529-  'Test_Retry_Workflow' ,
529+  unique_name_from_base ( 'Test_Retry_Workflow' ) ,
530530 definition = task ,
531531 role = sfn_role_arn 
532532 )
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