feature: Allow selecting inference response content for automl generated models - #1566

Merged
nadiaya merged 10 commits into
aws:masterfrom
pdasamzn:master
Jun 12, 2020
Merged

feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
aws:masterfrom
pdasamzn:master

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@pdasamzn

@pdasamznpdasamzn commented Jun 10, 2020•
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Description of changes:
Allow selecting inference response content for Autopilot generated models

  1. Added attach() method to AutoML to allow attaching an AutoML object
    to an existing SageMaker AutoMLJob

  2. Added create_model() method to AutoML class that returns a PipelineModel
    that can be used to deploy or transform.

  3. Added a utility function validate_and_update_inference_response() to AutoML
    class to update the inference container list based on the requested inference
    response keys.

  4. Updated and added unit tests and integ tests

Testing done:

Merge Checklist

Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.

General

  • I have read the CONTRIBUTING doc
  • I used the commit message format described in CONTRIBUTING
  • I have passed the region in to any/all clients that I've initialized as part of this change.
  • I have updated any necessary documentation, including READMEs and API docs (if appropriate)

Tests

  • I have added tests that prove my fix is effective or that my feature works (if appropriate)
  • I have checked that my tests are not configured for a specific region or account (if appropriate)
  • I have used unique_name_from_base to create resource names in integ tests (if appropriate)

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.

pialidas added 2 commits June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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wiltonwu
wiltonwu reviewed Jun 12, 2020
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Comment threadsrc/sagemaker/automl/automl.py
return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

def deploy(
def create_model(

@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?

@pdasamznpdasamznJun 12, 2020

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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.

see the test for an example usecase

wiltonwu
wiltonwu approved these changes Jun 12, 2020
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Looks good overall to me, just a minor comment about the workflow.

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@nadiaya
nadiaya merged commit 150e7e6 into aws:masterJun 12, 2020
metrizable pushed a commit to metrizable/sagemaker-python-sdk that referenced this pull request Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@wiltonwuwiltonwuwiltonwu approved these changes
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya
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feature: Allow selecting inference response content for automl generated models - #1566
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Merged
feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
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Jun 10, 2020•

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
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Looks good overall to me, just a minor comment about the workflow.
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@nadiaya
nadiaya
merged commit 150e7e6
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya

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feature: Allow selecting inference response content for automl generated models - #1566
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feature: Allow selecting inference response content for automl generated models#1566
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Jun 10, 2020•

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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wiltonwu
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Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
@pdasamznpdasamznJun 12, 2020

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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
wiltonwu
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Looks good overall to me, just a minor comment about the workflow.
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@nadiaya
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merged commit 150e7e6
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya

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feature: Allow selecting inference response content for automl generated models - #1566
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Jun 12, 2020
Merged
feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
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@pdasamzn
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Jun 10, 2020•

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
@pdasamznpdasamznJun 12, 2020

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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
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Looks good overall to me, just a minor comment about the workflow.
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@nadiaya
nadiaya
merged commit 150e7e6
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

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feature: Allow selecting inference response content for automl generated models - #1566
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nadiaya merged 10 commits into
aws:masterfrom 
pdasamzn:master
Jun 12, 2020
Merged
feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
aws:masterfrom 
pdasamzn:master
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@pdasamzn
@pdasamznpdasamzn
commented
Jun 10, 2020•

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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  • CodeBuild project: sagemaker-python-sdk-unit-tests
  • Commit ID: 6965758
  • Result: FAILED
  • Build Logs (available for 30 days)
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  • CodeBuild project: sagemaker-python-sdk-unit-tests
  • Commit ID: 333cdbf
  • Result: FAILED
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  • CodeBuild project: sagemaker-python-sdk-notebook-tests
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  • CodeBuild project: sagemaker-python-sdk-pr
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  • CodeBuild project: sagemaker-python-sdk-local-mode-tests
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  • CodeBuild project: sagemaker-python-sdk-unit-tests
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Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
@pdasamznpdasamznJun 12, 2020

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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
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Looks good overall to me, just a minor comment about the workflow.
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@nadiaya
nadiaya
merged commit 150e7e6
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya

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(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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feature: Allow selecting inference response content for automl generated models - #1566
Merged
nadiaya merged 10 commits into
aws:masterfrom 
pdasamzn:master
Jun 12, 2020
Merged
feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
aws:masterfrom 
pdasamzn:master
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@pdasamzn
@pdasamznpdasamzn
commented
Jun 10, 2020•

edited

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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wiltonwu
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Jun 12, 2020
View reviewed changes
Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
@pdasamznpdasamznJun 12, 2020

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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
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Looks good overall to me, just a minor comment about the workflow.
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@nadiaya
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merged commit 150e7e6
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya

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feature: Allow selecting inference response content for automl generated models - #1566
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Jun 12, 2020
Merged
feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
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Jun 10, 2020•

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
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Looks good overall to me, just a minor comment about the workflow.
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@nadiaya
nadiaya
merged commit 150e7e6
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@wiltonwuwiltonwuwiltonwu approved these changes
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya

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feature: Allow selecting inference response content for automl generated models - #1566
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Merged
feature: Allow selecting inference response content for automl generated models#1566
nadiaya merged 10 commits into
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@pdasamzn
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Jun 10, 2020•

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Description of changes:

Allow selecting inference response content for Autopilot generated models
  1. Added attach() method to AutoML to allow attaching an AutoML object
    
to an existing SageMaker AutoMLJob
  2. Added create_model() method to AutoML class that returns a PipelineModel
    
that can be used to deploy or transform.
  3. Added a utility function validate_and_update_inference_response() to AutoML
    
class to update the inference container list based on the requested inference
    
response keys.
  4. Updated and added unit tests and integ tests
Testing done:
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
pialidas
added 2 commits
June 10, 2020 11:59
pialidas
Adding selectable inference for automl generated model
6965758
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
pialidas
Allow selecting inference response for Autopilot generated models
333cdbf
1. Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
2. Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
3. Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
4. Updated and added unit tests
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Comment threadsrc/sagemaker/automl/automl.py
 return self.sagemaker_session.list_candidates(**list_candidates_args)["Candidates"]

 def deploy(
 def create_model(
@wiltonwuwiltonwuJun 12, 2020

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Should this actually be private? I don't see a way to deploy an already created model here, maybe it exists outside of automl.py?
@pdasamznpdasamznJun 12, 2020

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no. I purposefully introduced the method create_model as public facing APIs. This does not really create the sagemaker model, but it allows to use the generated PipelineModel to perform batch transform as well.
see the test for an example usecase
wiltonwu
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Looks good overall to me, just a minor comment about the workflow.
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aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@pdasamzn@metrizable
feature: Allow selecting inference response content for automl genera…
974b734
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
30dfdca
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
74d6b7c
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
fdf2e9a
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
3bce287
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Remove default values for fields in recipe_overrides and fix recipe p…
c3d1384
…ath. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Update URIs to public for training recipes (#1621)
a8a812b
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Neuron URIs update (#1626)
36a8f0f
Resolve recipes correctly before launching (#1529)
fixes. (#1532)
fix recipe path. (#1566)
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@schinmayee@pintaoz-aws
Usage docs for training recipes (#1630)
efc9aa8
* Feature: Support GPU training recipes with Sagemaker Python SDK (#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (#1526)
* Feature: Resolve recipes correctly before launching (#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (#1547)
* Update MANIFEST.in so that wheel builds correctly (#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
feature: Allow selecting inference response content for automl genera…
87398e4
…ted models (aws#1566)
* Added attach() method to AutoML to allow attaching an AutoML object
to an existing AutoMLJob
* Added create_model() method to AutoML that returns a PipelineModel
that can be used by the
* Added a util function validate_and_update_inference_response() to
update the inference container list based on the requested
inference response keys
* Updated and added unit tests
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Remove default values for fields in recipe_overrides and fix recipe p…
2bf99da
…ath. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Update URIs to public for training recipes (aws#1621)
bb25e5d
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Neuron URIs update (aws#1626)
2fd6f66
Resolve recipes correctly before launching (aws#1529)
fixes. (aws#1532)
fix recipe path. (aws#1566)
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Usage docs for training recipes (aws#1630)
6a64501
* Feature: Support GPU training recipes with Sagemaker Python SDK (aws#1516)
* v0 estimator for launching kandinksy training
* code cleanup
* option to over-ride git repos for kandinsky for testing purposes
* update dependencies
* update comment
* formatting fixes
* style fixes
* code cleanup
* Add warning messages for ingored arguments
* cleanup, address comments
* fix
* clone launcher repo only if necessary
* add a cleanup method to call after fit
* fix docstring
* fix warning
* cleanup update
* fix
* code style fix
* rename cleanup method for clarity
* missed change
* move cleanup to when object is destroyed
* add unit tests
* formatting fix
* removing tests which don't work as recipe repos are private
* removing tests which don't work as recipe repos are private
* resolve comments
* resolve comments
* Feature: Support Neuron training recipes. (aws#1526)
* Feature: Resolve recipes correctly before launching (aws#1529)
* fix to work with launcher recipes
* fix suffix for temp file
* fix path and error message
* fix for recipes from launcher
* resolve recipes correctly
* fix imports
* reformat message to avoid code-doc test issue
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* code style fix
* doc formatting
* check if resolver exists before registering
* Feature: Add unit tests for recipes and minor bug fixes. (aws#1532)
* basic checks and unit test for recipes
* More testing for recipes. Move recipe overrides to top before accessing any recipe fields.
* check that we use customer provided image uri if it is set
* reformat
* test fixes
* update git urls for recipes
* revert to ssh git urls for recipes
* Feature: Move image uris and git repos for training recipes to json (aws#1547)
* Update MANIFEST.in so that wheel builds correctly (aws#1563)
* Remove default values for fields in recipe_overrides and fix recipe path. (aws#1566)
* add optional source dir for recipes, copy training code and requirements to source dir
* diff names for recipe file and local script option
* format and add unit test
* make entry point script and recipe file temp files that can be gced
* formatting and fix
* test fix
* test fixes
* format fix
* break function up because it is too long
* fixes
* fix
* fix
* remove references to launcher and adapter dir as we copy out everything needed into source dir
* reformat
* copy all directory contents for trainium as there is more than one source file
* fix
* fix
* remove debugging message
* Change default source directory to current, add option to specify source dir (aws#1593)
* update to public uris for hyperpod recipe repos and smp image
* fixes
* remove debug copies
* change caps for env vars
* skip some tests for now
* format
* neuron json for retrieving images
* update training_recipes.json
* add unit test
* reformat
* fix long line
* add source dir check when using training recipe
* adding more regions
* reformat
* doc update
* doc update
* doc update
* doc update
* fix capitalization issues
* fix capitalization issues
* doc check issue
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@wiltonwuwiltonwuwiltonwu approved these changes
@nadiayanadiayanadiaya approved these changes
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@pdasamzn@sagemaker-bot@wiltonwu@nadiaya