doc: remove some duplicated documentation from main README - #1524

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laurenyu merged 6 commits into
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laurenyu:docs
May 26, 2020
Merged

doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
aws:masterfrom
laurenyu:docs

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@laurenyu

@laurenyulaurenyu commented May 22, 2020•
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Issue #, if available:

Description of changes:
following up on #1522

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.

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laurenyu commented May 22, 2020

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@eslesar-aws (if you want to take a look)

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nadiaya
nadiaya previously approved these changes May 22, 2020
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ajaykarpur
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@laurenyu
laurenyu dismissed stale reviews from ajaykarpur and nadiaya via 1694c9bMay 26, 2020 15:55
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@laurenyu
laurenyu requested a review from ajaykarpurMay 26, 2020 17:16
@laurenyu
laurenyu merged commit e32c156 into aws:masterMay 26, 2020
@laurenyu
laurenyu deleted the docs branch May 26, 2020 17:23
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit that referenced this pull request Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya
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})();
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try {
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var __re = new RegExp('^' + "github\\.com" + '

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doc: remove some duplicated documentation from main README - #1524
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May 26, 2020
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doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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Issue #, if available:
Description of changes:

following up on #1522
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.
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pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya

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try {
var __m = "*";
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doc: remove some duplicated documentation from main README - #1524
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doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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Issue #, if available:
Description of changes:

following up on #1522
Testing done:
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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)
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  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
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  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
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  • Result: SUCCEEDED
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May 26, 2020

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AWS CodeBuild CI Report
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May 26, 2020

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@laurenyu
laurenyu
requested a review
from ajaykarpurMay 26, 2020 17:16
@laurenyu
laurenyu
merged commit e32c156
into
aws:masterMay 26, 2020
@laurenyu
laurenyu
deleted the

docs

branch
May 26, 2020 17:23
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya

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doc: remove some duplicated documentation from main README - #1524
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doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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Issue #, if available:
Description of changes:

following up on #1522
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.
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pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@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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doc: remove some duplicated documentation from main README - #1524
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May 26, 2020
Merged
doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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Issue #, if available:
Description of changes:

following up on #1522
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.
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pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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doc: remove some duplicated documentation from main README - #1524
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laurenyu merged 6 commits into
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doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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Issue #, if available:
Description of changes:

following up on #1522
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  •  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.
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nadiaya
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@laurenyu
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pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya

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injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
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} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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doc: remove some duplicated documentation from main README - #1524
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doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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Issue #, if available:
Description of changes:

following up on #1522
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.
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pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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doc: remove some duplicated documentation from main README - #1524
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laurenyu merged 6 commits into
aws:masterfrom 
laurenyu:docs
May 26, 2020
Merged
doc: remove some duplicated documentation from main README#1524
laurenyu merged 6 commits into
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@laurenyu
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Issue #, if available:
Description of changes:

following up on #1522
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.
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dismissed stale reviews from ajaykarpur and nadiaya
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merged commit e32c156
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pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
80a1b89
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
053808f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
8cf9631
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
70ae24f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
5a37fc5
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
2438a3f
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws
feature: add utility function to capture local snapshot (#1524)
dfa3f0b
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Trainer handshake (#1535)
a99ae84
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Updates
* Mask Sensitive Env Logs in Container (#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Support building image from Dockerfile (#1571)
fcae9f7
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@nargokul@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (#1549)
4519b95
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* Initial Prototype
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@pintaoz-aws@erickb336
@nargokul@pravali96
Single container local training (#1556)
cae3f81
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (#1568)
* Fix bug in script mode setup ModelTrainer (#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
pintaoz-aws added a commit
that referenced
this pull request
Dec 4, 2024
@xiongz945@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (#1599)
3080181
* Base model trainer (#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (#1541)
* Cleanup ModelTrainer (#1542)
* General image builder (#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (#1552)
* feat: add pre-processing and post-processing logic to inference_spec (#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (#1536)
* Add path to set Additional Settings in ModelTrainer (#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
doc: remove some duplicated documentation from main README (aws#1524)
a2ae99b
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: add utility function to capture local snapshot (aws#1524)
29311da
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Trainer handshake (aws#1535)
c314d4f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Change to make Model Trainer return a Model Object
* Fix
* Cleanup
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Updates
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Updates
* Mask Sensitive Env Logs in Container (aws#1568)
* Cleanup PR
* Codestyle fixes
* Update logic to use model parameter instead of model_path
* Fixes
* Fixes
* Tests
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Support building image from Dockerfile (aws#1571)
a3d9e92
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Support building image from Dockerfile
* Fix test
* Fix test
* Rename functions
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@pintaoz-aws@pravali96
Unified Deployment interface in Model Builder (aws#1549)
71c8748
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* Initial Prototype
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Unified deploying in ModelBuilder
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Address PR comments
* Address Codestyle errors
* Cleanup ModelTrainer code (aws#1552)
* Black format
* Codestyle changes
* Codestyle changes
* from __future__ import absolute_import
* DocString formatting
* Black formatting
* Address PR comments
* Noteboook changes and fixes
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Checkstyle Fixes
* Address PR comments
* Fixes
* Merge Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Codestyle Fixes
* Update Docstring
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pravali96
Single container local training (aws#1556)
d2d614f
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* Single container local mode training
* Add wait argument
* Implement helper funtions
* Add helper functions
* Fix bugs
* Fix codestyle
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Fix test and codestyle
* Add Distributed Training Support Model Trainer (aws#1536)
* Add tests
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* Added example notebook
* Fix codestyle
* Address comments
* resolve merge conflict
* Support multi container local training (aws#1576)
* Fix codestyle
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Support multi container local training
* Merge branch 'single_container_local_training' into multi_container_local_training
* Update unit tests
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
* Remove LocalTrainingJob class
* Bypass pydantic check
* Add example
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@erickb336
@nargokul@pintaoz-aws@pravali96Xiong Zeng@gwang111
Skip JS model mapping with env vars or image URI provided (aws#1599)
98b1292
* Base model trainer (aws#1521)
* Base model trainer
* flake8
* add testing notebook
* add param validation & set defaults
* Implement simple train method
* feature: support script mode with local train.sh (aws#1523)
* feature: support script mode with local train.sh
* Stop tracking train.sh and add it to .gitignore
* update message
* make dir if not exist
* fix docs
* fix: docstyle
* Address comments
* fix hyperparams
* Revert pydantic custom error
* pylint
* Image Spec refactoring and updates (aws#1525)
* Image Spec refactoring and updates
* Unit tests and update function for Image Spec
* Fix hugging face test
* Fix Tests
* Add unit tests for ModelTrainer (aws#1527)
* Add unit tests for ModelTrainer
* Flake8
* format
* Add example notebook (aws#1528)
* Add testing notebook
* format
* use smaller data
* remove large dataset
* update
* pylint
* flake8
* ignore docstyle in directories with test
* format
* format
* Add enviornment variable bootstrapping script (aws#1530)
* Add enviornment variables scripts
* format
* fix comment
* add docstrings
* fix comment
* feature: add utility function to capture local snapshot (aws#1524)
* local snapshot
* Update pip list command
* Remove function calls
* Address comments
* Address comments
* Support intelligent parameters (aws#1540)
* Support intelligent parameters
* fix codestyle
* Revert Image Spec (aws#1541)
* Cleanup ModelTrainer (aws#1542)
* General image builder (aws#1546)
* General image builder
* General image builder
* Fix codestyle
* Fix codestyle
* Move location
* Add warnings
* Add integ tests
* Fix integ test
* Fix integ test
* Fix region error
* Add region
* Latest Container Image (aws#1545)
* Latest Container Image
* Test Fixes
* Parameterized tests and some logic updates
* Test fixes
* Move to Image URI
* Fixes for unit test
* Fixes for unit test
* Fix codestyle error checks
* Cleanup ModelTrainer code (aws#1552)
* feat: add pre-processing and post-processing logic to inference_spec (aws#1560)
* add pre-processing and post-processing logic to inference_spec
* fix format
* make accept_type and content_type optional
* remove accept_type and content_type from pre/post processing
* correct typo
* Add Distributed Training Support Model Trainer (aws#1536)
* Add path to set Additional Settings in ModelTrainer (aws#1555)
* feature: support HuggingFace models with JumpStart configs
* Update bucket name for the model mapping
* Mask Sensitive Env Logs in Container (aws#1568)
* Fix unit test
* Fix bug in script mode setup ModelTrainer (aws#1575)
* Save mapping as attribute
* Fix style issues
* Fix style issues
* Fix: bypass jumpstart mapping when not in endpoint mode
* Skip JS model mapping with env vars or image URI provided
* Revert "Merge branch 'aws:master' into dev-morpheus"
This reverts commit 26a0b0bb37e0343b3287f5c5c484df22726fc858, reversing
changes made to d19d4e178442be4b6e1d07d55498dd76dfac50f0.
* Merge branch 'aws:master' into dev-morpheus
This reverts commit 076442bd83e5ca977bf5b6ce1b716474d2794feb.
* Rebase on master-morpheus
* Fix unit test description
* Fix TEI integ test
* Fix style issue
* Fix style issues
* Fix schema builder integ tests
* Fix TEI integ test
* Fix code style issue
---------
Co-authored-by: Erick Benitez-Ramos <141277478+benieric@users.noreply.github.com>
Co-authored-by: Gokul Anantha Narayanan <166456257+nargokul@users.noreply.github.com>
Co-authored-by: pintaoz-aws <167920275+pintaoz-aws@users.noreply.github.com>
Co-authored-by: Pravali Uppugunduri <46845440+pravali96@users.noreply.github.com>
Co-authored-by: Xiong Zeng <xionzeng@amazon.com>
Co-authored-by: Gary Wang <38331932+gwang111@users.noreply.github.com>
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@ajaykarpurajaykarpurajaykarpur approved these changes
@nadiayanadiayanadiaya left review comments
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@laurenyu@sagemaker-bot@ajaykarpur@nadiaya