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Sandy4321 opened this issue Mar 19, 2019 · 2 comments
Closed

where to find example for write_spmatrix_to_sparse_tensor #707

Sandy4321 opened this issue Mar 19, 2019 · 2 comments

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@Sandy4321
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where to find example for write_spmatrix_to_sparse_tensor
from
https://github.com/aws/sagemaker-python-sdk/blob/master/src/sagemaker/amazon/common.py#L113

Please fill out the form below.

System Information

  • Framework (e.g. TensorFlow) / Algorithm (e.g. KMeans):
  • Framework Version:
  • Python Version:
  • CPU or GPU:
  • Python SDK Version:
  • Are you using a custom image:

Describe the problem

Describe the problem or feature request clearly here.

Minimal repro / logs

Please provide any logs and a bare minimum reproducible test case, as this will be helpful to diagnose the problem. If including tracebacks, please include the full traceback. Large logs and files should be attached.

  • Exact command to reproduce:
@yangaws
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yangaws commented Mar 21, 2019

Hi @Sandy4321 ,

We have unit tests for this function here:
https://github.com/aws/sagemaker-python-sdk/blob/master/tests/unit/test_common.py#L66

These tests will illustrate basic usage of this function. Feel free to reply if you have further questions.

@laurenyu
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closing due to inactivity. Feel free to reopen if necessary.

qidewenwhen added a commit to qidewenwhen/sagemaker-python-sdk that referenced this issue Dec 13, 2022
* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>
qidewenwhen added a commit to qidewenwhen/sagemaker-python-sdk that referenced this issue Dec 14, 2022
* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>
qidewenwhen added a commit to qidewenwhen/sagemaker-python-sdk that referenced this issue Dec 14, 2022
* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>
qidewenwhen added a commit to qidewenwhen/sagemaker-python-sdk that referenced this issue Dec 14, 2022
* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>
qidewenwhen added a commit to qidewenwhen/sagemaker-python-sdk that referenced this issue Dec 14, 2022
* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>
navinsoni pushed a commit that referenced this issue Dec 14, 2022
* feature: Add experiment plus Run class (#691)

* feature: Add Experiment helper classes (#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (#696)

* change: Update Run init and add Run load and _RunContext (#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (#754)

* fix flaky metrics test (#753)

* change: Change Run.init and Run.load to constructor and module method respectively (#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (#767)

* Change: Minimize use of lower case tc name (#769)

* change: Clean up test resources to remove model files (#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
claytonparnell pushed a commit to claytonparnell/sagemaker-python-sdk that referenced this issue Dec 16, 2022
* feature: Add experiment plus Run class (aws#691)

* feature: Add Experiment helper classes (aws#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (aws#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (aws#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (aws#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (aws#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (aws#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (aws#696)

* change: Update Run init and add Run load and _RunContext (aws#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (aws#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (aws#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (aws#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (aws#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (aws#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (aws#754)

* fix flaky metrics test (aws#753)

* change: Change Run.init and Run.load to constructor and module method respectively (aws#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (aws#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (aws#767)

* Change: Minimize use of lower case tc name (aws#769)

* change: Clean up test resources to remove model files (aws#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (aws#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
mufaddal-rohawala pushed a commit to mufaddal-rohawala/sagemaker-python-sdk that referenced this issue Dec 19, 2022
* feature: Add experiment plus Run class (aws#691)

* feature: Add Experiment helper classes (aws#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (aws#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (aws#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (aws#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (aws#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (aws#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (aws#696)

* change: Update Run init and add Run load and _RunContext (aws#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (aws#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (aws#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (aws#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (aws#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (aws#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (aws#754)

* fix flaky metrics test (aws#753)

* change: Change Run.init and Run.load to constructor and module method respectively (aws#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (aws#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (aws#767)

* Change: Minimize use of lower case tc name (aws#769)

* change: Clean up test resources to remove model files (aws#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (aws#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
mufaddal-rohawala pushed a commit that referenced this issue Dec 20, 2022
* feature: Add experiment plus Run class (#691)

* feature: Add Experiment helper classes (#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (#696)

* change: Update Run init and add Run load and _RunContext (#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (#754)

* fix flaky metrics test (#753)

* change: Change Run.init and Run.load to constructor and module method respectively (#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (#767)

* Change: Minimize use of lower case tc name (#769)

* change: Clean up test resources to remove model files (#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
JoseJuan98 pushed a commit to JoseJuan98/sagemaker-python-sdk that referenced this issue Mar 4, 2023
* feature: Add experiment plus Run class (aws#691)

* feature: Add Experiment helper classes (aws#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (aws#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (aws#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (aws#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (aws#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (aws#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (aws#696)

* change: Update Run init and add Run load and _RunContext (aws#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (aws#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (aws#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (aws#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (aws#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (aws#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (aws#754)

* fix flaky metrics test (aws#753)

* change: Change Run.init and Run.load to constructor and module method respectively (aws#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (aws#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (aws#767)

* Change: Minimize use of lower case tc name (aws#769)

* change: Clean up test resources to remove model files (aws#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (aws#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
JoseJuan98 pushed a commit to JoseJuan98/sagemaker-python-sdk that referenced this issue Mar 4, 2023
* feature: Add experiment plus Run class (aws#691)

* feature: Add Experiment helper classes (aws#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (aws#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (aws#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (aws#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (aws#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (aws#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (aws#696)

* change: Update Run init and add Run load and _RunContext (aws#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (aws#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (aws#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (aws#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (aws#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (aws#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (aws#754)

* fix flaky metrics test (aws#753)

* change: Change Run.init and Run.load to constructor and module method respectively (aws#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (aws#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (aws#767)

* Change: Minimize use of lower case tc name (aws#769)

* change: Clean up test resources to remove model files (aws#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (aws#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
nmadan pushed a commit to nmadan/sagemaker-python-sdk that referenced this issue Apr 18, 2023
* feature: Add experiment plus Run class (aws#691)

* feature: Add Experiment helper classes (aws#646)

* feature: Add Experiment helper classes

feature: Add helper class _RunEnvironment

* change: Change sleep retry to backoff retry for get TC

* minor fixes in backoff retry

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add helper classes and methods for Run class (aws#660)

* feature: Add helper classes and methods for Run class

* Add Parent class to address comment

* fix docstyle check

* Add arg docstrings in _helper

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add Experiment Run class (aws#651)

Co-authored-by: Dewen Qi <[email protected]>

* change: Add integ tests for Run (aws#673)

Co-authored-by: Dewen Qi <[email protected]>

* Update run log metric to use MetricsManager (aws#678)

* Update run.log_metric to use _MetricsManager

* fix several metrics issues

* Add doc strings to metrics.py

Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dewen Qi <[email protected]>

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>

* change: Simplify exp plus integ test configuration (aws#694)

Co-authored-by: Dewen Qi <[email protected]>

* feature: add RunName to expeirment_config (aws#696)

* change: Update Run init and add Run load and _RunContext (aws#707)

* change: Update Run init and add Run load

Add exp name and run group name to load and address comments

* Address nit comments

Co-authored-by: Dewen Qi <[email protected]>

* fix: Fix run name uniqueness issue (aws#730)

Co-authored-by: Dewen Qi <[email protected]>

* change: Update integ tests for Exp Plus M1 changes (aws#741)

Co-authored-by: Dewen Qi <[email protected]>

* add metrics client to session object (aws#745)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* change: Add integ test for using Run in Transform Job (aws#749)

Co-authored-by: Dewen Qi <[email protected]>

* Add async metrics sink (aws#739)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* use metrics client provided by session (aws#754)

* fix flaky metrics test (aws#753)

* change: Change Run.init and Run.load to constructor and module method respectively (aws#752)

Co-authored-by: Dewen Qi <[email protected]>

* feature: Add latest metric service model (aws#757)

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: qidewenwhen <[email protected]>

* fix: lowercase run name (aws#767)

* Change: Minimize use of lower case tc name (aws#769)

* change: Clean up test resources to remove model files (aws#756)

* change: Clean up test resources to remove model files

* fix: Change experiment enums to upper case

* change: Upgrade boto3 and update test to validate mixed case name

* fix: Update as per latest botocore release and backend change

Co-authored-by: Dewen Qi <[email protected]>

* lowercase trial component name (aws#776)

* change: Expose sagemaker experiment doc strings

* fix: Fix exp name mixed case in issue

Co-authored-by: Dewen Qi <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Dana Benson <[email protected]>
Co-authored-by: Yifei Zhu <[email protected]>
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