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Merged
merged 18 commits into from
Mar 5, 2025

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Narrohag
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@Narrohag Narrohag commented Mar 3, 2025

Issue #, if available:
N/A
Description of changes:

  1. As part of the JumpStart Curated Hub Training Integration, changes have been made to add access configs to the CreateTrainingJob request for JumpStart model references. All model reference training channels will now include a HubAccessConfig field that includes the HubContentArn of the model reference. Gated model references will also include a ModelAccessConfig in the model channel that contains AcceptEula. The accept_eula field will be passed in through the .fit() method as a parameter. To ensure backwards compatibility, the user can continue to pass in accept_eula as an environment variable when initializing an Estimator. In either scenario, the CreateTrainingJob request will be built accordingly and all eula validation will happen in the training control plane.
  2. Additionally, to handle a new field added to HubContentDocument called TrainingArtifactUri for training instance type variants, logic has been added to parse this and convert to/from TrainingArtifactKey from the model specs. This field provides instance type specific training artifact uris/keys to be used in place of the default training artifact if an instance type is specified.

Testing done:
The above changes have been tested with unit tests.

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 certify that the changes I am introducing will be backward compatible, and I have discussed concerns about this, if any, with the Python SDK team
  • I used the commit message format described in CONTRIBUTING
  • I have passed the region in to all S3 and STS 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 added unit and/or integration tests as appropriate to ensure backward compatibility of the changes
  • 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)
  • If adding any dependency in requirements.txt files, I have spell checked and ensured they exist in PyPi

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

sagemaker-bot and others added 13 commits January 29, 2025 19:27
* fix: skip TF tests for unsupported versions

* flake8
* feat: add pytorch-tgi-inference 2.4.0

* add tgi 3.0.1 image

* skip faulty test

* formatting

* formatting

* add hf pytorch training 4.46

* update version alias

* add py311 to training version

* update tests with pyversion 311

* formatting

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>
* Fix ssh host policy

* Filter policy by algo-

* Add docstring

* Fix pylint

* Fix docstyle summary

* Unit test

* Fix unit test

* Change to unit test

* Fix unit tests

* Test comment out flaky tests

* Readd the flaky tests

* Remove flaky asserts

* Remove flaky asserts

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>
* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

---------

Co-authored-by: Roja Reddy Sareddy <[email protected]>
* implemented multi-node distribution with @Remote function

* completed unit tests

* added distributed training with CPU and torchrun

* backwards compatibility nproc_per_node

* fixing code: permissions for non-root users, integration tests

* fixed docstyle

* refactor nproc_per_node for backwards compatibility

* refactor nproc_per_node for backwards compatibility

* pylint fix, newlines

* added unit tests for bootstrap_environment remote

* added  mpirun protocol for distributed training with @Remote decorator

* aligned mpi_utils_remote.py to mpi_utils.py for estimator

* updated docstring for sagemaker sdk doc

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>
* feat: Add support for deeepseek recipes

* pylint

* add unit test
…nts artifact uri handling for Curated Hub Phase 2 training integration (aws#1653)

* Add access config to training input for Curated Hub Training Integration

* Add support to retrieve instance specific training artifact keys

* Fix some typos and naming issues

* Fix more typos

* fix formatting issues with black

* modify access config logic so accept_eula is passed into fit

* update black formatting

* Add more unit tests for passing access configs

* fix style errors

* fix for failing integ test

* fix styles and integ test error

* skip blocking integ test

* fix formatting

* remove env vars when access configs are being used

* fix docstyle issue

* update usage of access configs, remove conversion of training artifact key to uri

* fix styling issues

* fix styling issues

* fix unit tests

* fix adding hubaccessconfig only if hubcontentarn exists

* move logic to JumpStartEstimator from Job

* Fix styling issues

* Remove unused code

* fix styling issues

* fix unit test failure

* fix some formatting, add comments

* remove typing for estimator in get_access_configs function

* fix circular import dependency

* fix styling issues

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>
@Narrohag Narrohag requested a review from a team as a code owner March 3, 2025 18:14
@Narrohag Narrohag requested a review from knikure March 3, 2025 18:14
@Narrohag Narrohag changed the title Master curated hub 2 Curated Hub Phase 2 Staging Repo merge Mar 3, 2025
@Narrohag Narrohag changed the title Curated Hub Phase 2 Staging Repo merge feature: support training for JumpStart model references as part of Curated Hub Phase 2 Mar 4, 2025
@pintaoz-aws pintaoz-aws merged commit 3822454 into aws:master Mar 5, 2025
14 checks passed
mollyheamazon pushed a commit to mollyheamazon/sagemaker-python-sdk that referenced this pull request Mar 14, 2025
…urated Hub Phase 2 (aws#5070)

* change: update image_uri_configs  01-27-2025 06:18:13 PST

* fix: skip TF tests for unsupported versions (aws#5007)

* fix: skip TF tests for unsupported versions

* flake8

* change: update image_uri_configs  01-29-2025 06:18:08 PST

* chore: add new images for HF TGI (aws#5005)

* feat: add pytorch-tgi-inference 2.4.0

* add tgi 3.0.1 image

* skip faulty test

* formatting

* formatting

* add hf pytorch training 4.46

* update version alias

* add py311 to training version

* update tests with pyversion 311

* formatting

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: use jumpstart deployment config image as default optimization image (aws#4992)

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* prepare release v2.238.0

* update development version to v2.238.1.dev0

* Fix ssh host policy (aws#4966)

* Fix ssh host policy

* Filter policy by algo-

* Add docstring

* Fix pylint

* Fix docstyle summary

* Unit test

* Fix unit test

* Change to unit test

* Fix unit tests

* Test comment out flaky tests

* Readd the flaky tests

* Remove flaky asserts

* Remove flaky asserts

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* change: Allow telemetry only in supported regions (aws#5009)

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

---------

Co-authored-by: Roja Reddy Sareddy <[email protected]>

* mpirun protocol - distributed training with @Remote decorator (aws#4998)

* implemented multi-node distribution with @Remote function

* completed unit tests

* added distributed training with CPU and torchrun

* backwards compatibility nproc_per_node

* fixing code: permissions for non-root users, integration tests

* fixed docstyle

* refactor nproc_per_node for backwards compatibility

* refactor nproc_per_node for backwards compatibility

* pylint fix, newlines

* added unit tests for bootstrap_environment remote

* added  mpirun protocol for distributed training with @Remote decorator

* aligned mpi_utils_remote.py to mpi_utils.py for estimator

* updated docstring for sagemaker sdk doc

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: Add support for deepseek recipes (aws#5011)

* feat: Add support for deeepseek recipes

* pylint

* add unit test

* feat: [JumpStart] Add access configs and training instance type variants artifact uri handling for Curated Hub Phase 2 training integration (aws#1653)

* Add access config to training input for Curated Hub Training Integration

* Add support to retrieve instance specific training artifact keys

* Fix some typos and naming issues

* Fix more typos

* fix formatting issues with black

* modify access config logic so accept_eula is passed into fit

* update black formatting

* Add more unit tests for passing access configs

* fix style errors

* fix for failing integ test

* fix styles and integ test error

* skip blocking integ test

* fix formatting

* remove env vars when access configs are being used

* fix docstyle issue

* update usage of access configs, remove conversion of training artifact key to uri

* fix styling issues

* fix styling issues

* fix unit tests

* fix adding hubaccessconfig only if hubcontentarn exists

* move logic to JumpStartEstimator from Job

* Fix styling issues

* Remove unused code

* fix styling issues

* fix unit test failure

* fix some formatting, add comments

* remove typing for estimator in get_access_configs function

* fix circular import dependency

* fix styling issues

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* Always add code channel, regardless of network isolation (aws#1657)

* fix formatting issue

* fix formatting issue

* fix formatting issue

* fix tensorflow file

---------

Co-authored-by: sagemaker-bot <[email protected]>
Co-authored-by: Erick Benitez-Ramos <[email protected]>
Co-authored-by: varunmoris <[email protected]>
Co-authored-by: Gary Wang <[email protected]>
Co-authored-by: ci <ci>
Co-authored-by: parknate@ <[email protected]>
Co-authored-by: rsareddy0329 <[email protected]>
Co-authored-by: Roja Reddy Sareddy <[email protected]>
Co-authored-by: Bruno Pistone <[email protected]>
evakravi pushed a commit to evakravi/sagemaker-python-sdk that referenced this pull request Mar 20, 2025
…urated Hub Phase 2 (aws#5070)

* change: update image_uri_configs  01-27-2025 06:18:13 PST

* fix: skip TF tests for unsupported versions (aws#5007)

* fix: skip TF tests for unsupported versions

* flake8

* change: update image_uri_configs  01-29-2025 06:18:08 PST

* chore: add new images for HF TGI (aws#5005)

* feat: add pytorch-tgi-inference 2.4.0

* add tgi 3.0.1 image

* skip faulty test

* formatting

* formatting

* add hf pytorch training 4.46

* update version alias

* add py311 to training version

* update tests with pyversion 311

* formatting

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: use jumpstart deployment config image as default optimization image (aws#4992)

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* prepare release v2.238.0

* update development version to v2.238.1.dev0

* Fix ssh host policy (aws#4966)

* Fix ssh host policy

* Filter policy by algo-

* Add docstring

* Fix pylint

* Fix docstyle summary

* Unit test

* Fix unit test

* Change to unit test

* Fix unit tests

* Test comment out flaky tests

* Readd the flaky tests

* Remove flaky asserts

* Remove flaky asserts

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* change: Allow telemetry only in supported regions (aws#5009)

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

---------

Co-authored-by: Roja Reddy Sareddy <[email protected]>

* mpirun protocol - distributed training with @Remote decorator (aws#4998)

* implemented multi-node distribution with @Remote function

* completed unit tests

* added distributed training with CPU and torchrun

* backwards compatibility nproc_per_node

* fixing code: permissions for non-root users, integration tests

* fixed docstyle

* refactor nproc_per_node for backwards compatibility

* refactor nproc_per_node for backwards compatibility

* pylint fix, newlines

* added unit tests for bootstrap_environment remote

* added  mpirun protocol for distributed training with @Remote decorator

* aligned mpi_utils_remote.py to mpi_utils.py for estimator

* updated docstring for sagemaker sdk doc

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: Add support for deepseek recipes (aws#5011)

* feat: Add support for deeepseek recipes

* pylint

* add unit test

* feat: [JumpStart] Add access configs and training instance type variants artifact uri handling for Curated Hub Phase 2 training integration (aws#1653)

* Add access config to training input for Curated Hub Training Integration

* Add support to retrieve instance specific training artifact keys

* Fix some typos and naming issues

* Fix more typos

* fix formatting issues with black

* modify access config logic so accept_eula is passed into fit

* update black formatting

* Add more unit tests for passing access configs

* fix style errors

* fix for failing integ test

* fix styles and integ test error

* skip blocking integ test

* fix formatting

* remove env vars when access configs are being used

* fix docstyle issue

* update usage of access configs, remove conversion of training artifact key to uri

* fix styling issues

* fix styling issues

* fix unit tests

* fix adding hubaccessconfig only if hubcontentarn exists

* move logic to JumpStartEstimator from Job

* Fix styling issues

* Remove unused code

* fix styling issues

* fix unit test failure

* fix some formatting, add comments

* remove typing for estimator in get_access_configs function

* fix circular import dependency

* fix styling issues

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* Always add code channel, regardless of network isolation (aws#1657)

* fix formatting issue

* fix formatting issue

* fix formatting issue

* fix tensorflow file

---------

Co-authored-by: sagemaker-bot <[email protected]>
Co-authored-by: Erick Benitez-Ramos <[email protected]>
Co-authored-by: varunmoris <[email protected]>
Co-authored-by: Gary Wang <[email protected]>
Co-authored-by: ci <ci>
Co-authored-by: parknate@ <[email protected]>
Co-authored-by: rsareddy0329 <[email protected]>
Co-authored-by: Roja Reddy Sareddy <[email protected]>
Co-authored-by: Bruno Pistone <[email protected]>
mollyheamazon pushed a commit to mollyheamazon/sagemaker-python-sdk that referenced this pull request Apr 8, 2025
…urated Hub Phase 2 (aws#5070)

* change: update image_uri_configs  01-27-2025 06:18:13 PST

* fix: skip TF tests for unsupported versions (aws#5007)

* fix: skip TF tests for unsupported versions

* flake8

* change: update image_uri_configs  01-29-2025 06:18:08 PST

* chore: add new images for HF TGI (aws#5005)

* feat: add pytorch-tgi-inference 2.4.0

* add tgi 3.0.1 image

* skip faulty test

* formatting

* formatting

* add hf pytorch training 4.46

* update version alias

* add py311 to training version

* update tests with pyversion 311

* formatting

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: use jumpstart deployment config image as default optimization image (aws#4992)

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* prepare release v2.238.0

* update development version to v2.238.1.dev0

* Fix ssh host policy (aws#4966)

* Fix ssh host policy

* Filter policy by algo-

* Add docstring

* Fix pylint

* Fix docstyle summary

* Unit test

* Fix unit test

* Change to unit test

* Fix unit tests

* Test comment out flaky tests

* Readd the flaky tests

* Remove flaky asserts

* Remove flaky asserts

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* change: Allow telemetry only in supported regions (aws#5009)

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

---------

Co-authored-by: Roja Reddy Sareddy <[email protected]>

* mpirun protocol - distributed training with @Remote decorator (aws#4998)

* implemented multi-node distribution with @Remote function

* completed unit tests

* added distributed training with CPU and torchrun

* backwards compatibility nproc_per_node

* fixing code: permissions for non-root users, integration tests

* fixed docstyle

* refactor nproc_per_node for backwards compatibility

* refactor nproc_per_node for backwards compatibility

* pylint fix, newlines

* added unit tests for bootstrap_environment remote

* added  mpirun protocol for distributed training with @Remote decorator

* aligned mpi_utils_remote.py to mpi_utils.py for estimator

* updated docstring for sagemaker sdk doc

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: Add support for deepseek recipes (aws#5011)

* feat: Add support for deeepseek recipes

* pylint

* add unit test

* feat: [JumpStart] Add access configs and training instance type variants artifact uri handling for Curated Hub Phase 2 training integration (aws#1653)

* Add access config to training input for Curated Hub Training Integration

* Add support to retrieve instance specific training artifact keys

* Fix some typos and naming issues

* Fix more typos

* fix formatting issues with black

* modify access config logic so accept_eula is passed into fit

* update black formatting

* Add more unit tests for passing access configs

* fix style errors

* fix for failing integ test

* fix styles and integ test error

* skip blocking integ test

* fix formatting

* remove env vars when access configs are being used

* fix docstyle issue

* update usage of access configs, remove conversion of training artifact key to uri

* fix styling issues

* fix styling issues

* fix unit tests

* fix adding hubaccessconfig only if hubcontentarn exists

* move logic to JumpStartEstimator from Job

* Fix styling issues

* Remove unused code

* fix styling issues

* fix unit test failure

* fix some formatting, add comments

* remove typing for estimator in get_access_configs function

* fix circular import dependency

* fix styling issues

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* Always add code channel, regardless of network isolation (aws#1657)

* fix formatting issue

* fix formatting issue

* fix formatting issue

* fix tensorflow file

---------

Co-authored-by: sagemaker-bot <[email protected]>
Co-authored-by: Erick Benitez-Ramos <[email protected]>
Co-authored-by: varunmoris <[email protected]>
Co-authored-by: Gary Wang <[email protected]>
Co-authored-by: ci <ci>
Co-authored-by: parknate@ <[email protected]>
Co-authored-by: rsareddy0329 <[email protected]>
Co-authored-by: Roja Reddy Sareddy <[email protected]>
Co-authored-by: Bruno Pistone <[email protected]>
pravali96 pushed a commit to pravali96/sagemaker-python-sdk that referenced this pull request Apr 21, 2025
…urated Hub Phase 2 (aws#5070)

* change: update image_uri_configs  01-27-2025 06:18:13 PST

* fix: skip TF tests for unsupported versions (aws#5007)

* fix: skip TF tests for unsupported versions

* flake8

* change: update image_uri_configs  01-29-2025 06:18:08 PST

* chore: add new images for HF TGI (aws#5005)

* feat: add pytorch-tgi-inference 2.4.0

* add tgi 3.0.1 image

* skip faulty test

* formatting

* formatting

* add hf pytorch training 4.46

* update version alias

* add py311 to training version

* update tests with pyversion 311

* formatting

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: use jumpstart deployment config image as default optimization image (aws#4992)

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* prepare release v2.238.0

* update development version to v2.238.1.dev0

* Fix ssh host policy (aws#4966)

* Fix ssh host policy

* Filter policy by algo-

* Add docstring

* Fix pylint

* Fix docstyle summary

* Unit test

* Fix unit test

* Change to unit test

* Fix unit tests

* Test comment out flaky tests

* Readd the flaky tests

* Remove flaky asserts

* Remove flaky asserts

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* change: Allow telemetry only in supported regions (aws#5009)

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

---------

Co-authored-by: Roja Reddy Sareddy <[email protected]>

* mpirun protocol - distributed training with @Remote decorator (aws#4998)

* implemented multi-node distribution with @Remote function

* completed unit tests

* added distributed training with CPU and torchrun

* backwards compatibility nproc_per_node

* fixing code: permissions for non-root users, integration tests

* fixed docstyle

* refactor nproc_per_node for backwards compatibility

* refactor nproc_per_node for backwards compatibility

* pylint fix, newlines

* added unit tests for bootstrap_environment remote

* added  mpirun protocol for distributed training with @Remote decorator

* aligned mpi_utils_remote.py to mpi_utils.py for estimator

* updated docstring for sagemaker sdk doc

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: Add support for deepseek recipes (aws#5011)

* feat: Add support for deeepseek recipes

* pylint

* add unit test

* feat: [JumpStart] Add access configs and training instance type variants artifact uri handling for Curated Hub Phase 2 training integration (aws#1653)

* Add access config to training input for Curated Hub Training Integration

* Add support to retrieve instance specific training artifact keys

* Fix some typos and naming issues

* Fix more typos

* fix formatting issues with black

* modify access config logic so accept_eula is passed into fit

* update black formatting

* Add more unit tests for passing access configs

* fix style errors

* fix for failing integ test

* fix styles and integ test error

* skip blocking integ test

* fix formatting

* remove env vars when access configs are being used

* fix docstyle issue

* update usage of access configs, remove conversion of training artifact key to uri

* fix styling issues

* fix styling issues

* fix unit tests

* fix adding hubaccessconfig only if hubcontentarn exists

* move logic to JumpStartEstimator from Job

* Fix styling issues

* Remove unused code

* fix styling issues

* fix unit test failure

* fix some formatting, add comments

* remove typing for estimator in get_access_configs function

* fix circular import dependency

* fix styling issues

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* Always add code channel, regardless of network isolation (aws#1657)

* fix formatting issue

* fix formatting issue

* fix formatting issue

* fix tensorflow file

---------

Co-authored-by: sagemaker-bot <[email protected]>
Co-authored-by: Erick Benitez-Ramos <[email protected]>
Co-authored-by: varunmoris <[email protected]>
Co-authored-by: Gary Wang <[email protected]>
Co-authored-by: ci <ci>
Co-authored-by: parknate@ <[email protected]>
Co-authored-by: rsareddy0329 <[email protected]>
Co-authored-by: Roja Reddy Sareddy <[email protected]>
Co-authored-by: Bruno Pistone <[email protected]>
mollyheamazon pushed a commit that referenced this pull request Apr 21, 2025
…urated Hub Phase 2 (#5070)

* change: update image_uri_configs  01-27-2025 06:18:13 PST

* fix: skip TF tests for unsupported versions (#5007)

* fix: skip TF tests for unsupported versions

* flake8

* change: update image_uri_configs  01-29-2025 06:18:08 PST

* chore: add new images for HF TGI (#5005)

* feat: add pytorch-tgi-inference 2.4.0

* add tgi 3.0.1 image

* skip faulty test

* formatting

* formatting

* add hf pytorch training 4.46

* update version alias

* add py311 to training version

* update tests with pyversion 311

* formatting

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: use jumpstart deployment config image as default optimization image (#4992)

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* prepare release v2.238.0

* update development version to v2.238.1.dev0

* Fix ssh host policy (#4966)

* Fix ssh host policy

* Filter policy by algo-

* Add docstring

* Fix pylint

* Fix docstyle summary

* Unit test

* Fix unit test

* Change to unit test

* Fix unit tests

* Test comment out flaky tests

* Readd the flaky tests

* Remove flaky asserts

* Remove flaky asserts

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* change: Allow telemetry only in supported regions (#5009)

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

* change: Allow telemetry only in supported regions

---------

Co-authored-by: Roja Reddy Sareddy <[email protected]>

* mpirun protocol - distributed training with @Remote decorator (#4998)

* implemented multi-node distribution with @Remote function

* completed unit tests

* added distributed training with CPU and torchrun

* backwards compatibility nproc_per_node

* fixing code: permissions for non-root users, integration tests

* fixed docstyle

* refactor nproc_per_node for backwards compatibility

* refactor nproc_per_node for backwards compatibility

* pylint fix, newlines

* added unit tests for bootstrap_environment remote

* added  mpirun protocol for distributed training with @Remote decorator

* aligned mpi_utils_remote.py to mpi_utils.py for estimator

* updated docstring for sagemaker sdk doc

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* feat: Add support for deepseek recipes (#5011)

* feat: Add support for deeepseek recipes

* pylint

* add unit test

* feat: [JumpStart] Add access configs and training instance type variants artifact uri handling for Curated Hub Phase 2 training integration (#1653)

* Add access config to training input for Curated Hub Training Integration

* Add support to retrieve instance specific training artifact keys

* Fix some typos and naming issues

* Fix more typos

* fix formatting issues with black

* modify access config logic so accept_eula is passed into fit

* update black formatting

* Add more unit tests for passing access configs

* fix style errors

* fix for failing integ test

* fix styles and integ test error

* skip blocking integ test

* fix formatting

* remove env vars when access configs are being used

* fix docstyle issue

* update usage of access configs, remove conversion of training artifact key to uri

* fix styling issues

* fix styling issues

* fix unit tests

* fix adding hubaccessconfig only if hubcontentarn exists

* move logic to JumpStartEstimator from Job

* Fix styling issues

* Remove unused code

* fix styling issues

* fix unit test failure

* fix some formatting, add comments

* remove typing for estimator in get_access_configs function

* fix circular import dependency

* fix styling issues

---------

Co-authored-by: Erick Benitez-Ramos <[email protected]>

* Always add code channel, regardless of network isolation (#1657)

* fix formatting issue

* fix formatting issue

* fix formatting issue

* fix tensorflow file

---------

Co-authored-by: sagemaker-bot <[email protected]>
Co-authored-by: Erick Benitez-Ramos <[email protected]>
Co-authored-by: varunmoris <[email protected]>
Co-authored-by: Gary Wang <[email protected]>
Co-authored-by: ci <ci>
Co-authored-by: parknate@ <[email protected]>
Co-authored-by: rsareddy0329 <[email protected]>
Co-authored-by: Roja Reddy Sareddy <[email protected]>
Co-authored-by: Bruno Pistone <[email protected]>
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10 participants