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‎.github/ISSUE_TEMPLATE/bug_report.md

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**To reproduce**
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A clear, step-by-step set of instructions to reproduce the bug.
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The provided code need to be **complete** and **runnable**, if additional data is needed, please include them in the issue.
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**Expected behavior**
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A clear and concise description of what you expected to happen.

‎.gitignore

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**/_repack_script_launcher.sh
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tests/data/**/_repack_model.py
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tests/data/experiment/sagemaker-dev-1.0.tar.gz
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src/sagemaker/serve/tmp_workspace

‎CHANGELOG.md

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# Changelog
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## v2.202.0 (2023-12-21)
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### Features
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* support remote debug for sagemaker training job
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### Bug Fixes and Other Changes
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* update image_uri_configs 12-21-2023 08:32:41 PST
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* Update tblib constraint
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## v2.201.0 (2023-12-20)
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### Features
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* Use specific images for SMP v2 jobs
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* Added update for model package
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### Bug Fixes and Other Changes
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* Add write permission to job output dirs for remote and step decorator running on non-root job user
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* Move func and args serialization of function step to step level
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### Documentation Changes
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* SMP v2 doc updates (#1423)
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* fix ModelBuilder sample notebook links
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## v2.200.1 (2023-12-14)
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### Bug Fixes and Other Changes
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* Merge branch 'master-rba' into local_merge
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* Fix user agent tag issue
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* update image_uri_configs 12-13-2023 14:04:54 PST
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* update image_uri_configs 12-13-2023 12:23:06 PST
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## v2.200.0 (2023-12-13)
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### Deprecations and Removals
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* remove explicit `partitions` key requirement on pysdk side.
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### Features
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* add non-repeating config logger
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* Add SageMaker Geospatial verison 1.x images
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* TGI 1.2.0 Image Uri
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* support model.register() with triton model
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* Enable retrieving function step results for local mode
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### Bug Fixes and Other Changes
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* TGI 1.3.1
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* excessive jumpstart instance type logging
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* Support local mode for remote function
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* `Session.download_data` can not download nested objects
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* Fix writing into non-closed file with git clone command
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* mitigation of xgboost container incompatibility with new version
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* update image and hardware validation with inf and graviton
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* remove two setuptools deprecations
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* minor jumpstart dev ex improvements
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* save utils fix
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* Correct DJL neuronx regions
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* delete unused file inference-experience-dev-tester.sh
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* Fix Experiment Run integ test w.r.t unexpected boto3 version
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* Bump test dependencies versions
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* fast follow on js uncompressed support - ModelBuilder
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* Modify Region List for Neuron Images (HF neuron/neuronx, PT Neuron)
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### Documentation Changes
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* Mention for custom Docker Image
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## v2.199.0 (2023-11-30)
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### Features
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* Update boto3 version to 1.33.3
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* Goldfinch InferenceComponent integration
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* Add Pipeline step decorator, NotebookJobStep, and scheduler
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* ModelBuilder for simplified model testing and deployment
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### Bug Fixes and Other Changes
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* Skip failing integ tests
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* chore: add jumpstart gated model integration tests
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* disable integration tests for Inference Component based endpoint for non supported regions
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* remove unnecessary whl file - Galactus
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* refactor endpoint type enums, comments, docstrings, method names…
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* Address SA feedback regarding deployment straight to Endpoint Mode - Galactus
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* fix HuggingFace GEN2 model deployment arguments
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* when customer role does not have permission to read logs from CW, default to standard logging - Galactus
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* Add pagination for ListInferenceComponent API responses, address non-blocking comments
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* Create CSVSerializerWrapper - Galactus
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* Model builder Final Fixes
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* remote function include_local_workdir default value
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* use copy instead of move in bootstrap script
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* WaiterError on failed pipeline execution. results()
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* Add a unit test for consistency between step and remote decorator
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* merge WorkdirConfig and custom_filter_filter parameters
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* Add back mixed step type integ test
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* do not delete temp folder generated by sdist
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* make collect_parameters decorator as private
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* HMAC signing for ModelBuilder Triton python backend
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### Documentation Changes
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* update docstring for Generation two endpoint and validation message
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* galactus doc updates
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* CustomFileFilter doc updates
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* NotebookJobSteps class parameter severity update
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## v2.198.0 (2023-11-27)
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### Features
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* re:Invent 2023 keynote1
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## v2.197.0 (2023-11-07)
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‎MANIFEST.in

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recursive-include src/sagemaker *.py
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include src/sagemaker/image_uri_config/*.json
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include src/sagemaker/serve/requirements.txt
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recursive-include requirements *
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include VERSION

‎VERSION

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2.197.1.dev0
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2.202.1.dev0

‎doc/api/inference/model_builder.rst

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Model Builder
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-------------
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This module contains classes related to Amazon Sagemaker Model Builder
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.. autoclass:: sagemaker.serve.builder.model_builder.ModelBuilder
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.. automethod:: sagemaker.serve.builder.model_builder.ModelBuilder.build
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.. automethod:: sagemaker.serve.builder.model_builder.ModelBuilder.save
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.. autoclass:: sagemaker.serve.spec.inference_spec.InferenceSpec
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.. autoclass:: sagemaker.serve.builder.schema_builder.SchemaBuilder
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.. autoclass:: sagemaker.serve.marshalling.custom_payload_translator.CustomPayloadTranslator

‎doc/api/training/distributed.rst

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The SageMaker Distributed Model Parallel Library
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. toctree::
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:maxdepth: 2
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smd_model_parallel
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smp_versions/latest
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smd_model_parallel_general
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smd_model_parallel_release_notes/smd_model_parallel_change_log
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.. note::
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Since the release of the SageMaker model parallelism (SMP) version 2 in December 2023,
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this documentation is no longer supported for maintenence.
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The live documentation is available at
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`SageMaker model parallelism library v2
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<https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel-v2.html>`_
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in the *Amazon SageMaker User Guide*.
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The documentation for the SMP library v1.x is archived and available at
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`Run distributed training with the SageMaker model parallelism library
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<https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel.html>`_
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in the *Amazon SageMaker User Guide*,
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and the SMP v1.x API reference is available in the
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`SageMaker Python SDK v2.199.0 documentation
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<https://sagemaker.readthedocs.io/en/v2.199.0/api/training/distributed.html#the-sagemaker-distributed-model-parallel-library>`_.

‎doc/api/training/smd_model_parallel.rst

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