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py312 upgrade that updates dependencies, integ tests and unit tests
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‎.githooks/pre-push

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tox -e sphinx,doc8 --parallel all
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./ci-scripts/displaytime.sh 'sphinx,doc8' $start_time
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start_time=`date +%s`
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tox -e py38,py39,py310 --parallel all -- tests/unit
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./ci-scripts/displaytime.sh 'py38,py39,py310 unit' $start_time
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tox -e py39,py310,py311,py312 --parallel all -- tests/unit
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./ci-scripts/displaytime.sh 'py39,py310,py311,py312 unit' $start_time

‎.github/workflows/codebuild-ci-health.yml

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strategy:
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fail-fast: false
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matrix:
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python-version: ["py38", "py39", "py310", "py311"]
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python-version: ["py39", "py310", "py311","py312"]
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steps:
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- name: Configure AWS Credentials
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uses: aws-actions/configure-aws-credentials@v4

‎.github/workflows/codebuild-ci.yml

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strategy:
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fail-fast: false
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matrix:
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python-version: ["py38","py39","py310","py311"]
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python-version: ["py39","py310","py311","py312"]
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steps:
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- name: Configure AWS Credentials
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uses: aws-actions/configure-aws-credentials@v4

‎.pylintrc

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useless-object-inheritance, # TODO: Enable this check and fix code once Python 2 is no longer supported.
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super-with-arguments,
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raise-missing-from,
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E1136,
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C0116, # Missing function or method docstring
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C0209, # Use f-string instead of format
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E0015, # Unrecognized option found in config
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E0702, # Raising a string instead of an exception
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E1101, # Module has no member (likely dynamic attr)
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E1136, # Value assigned to something inferred as None
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R0022, # Useless option value in config
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R1710, # Inconsistent return statements
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R1714, # Consider using `in` with comparisons
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R1729, # Use a generator
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R1732,
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R1735, # Consider using a dict or list literal
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W0237, # Argument renamed in override
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W0613, # Unused argument
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W0621, # Redefining name from outer scope
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W0719
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W1404, # Implicit string concatenation
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W1514, # `open()` used without encoding
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[REPORTS]
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# Set the output format. Available formats are text, parseable, colorized, msvs
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# Exceptions that will emit a warning when being caught. Defaults to
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# "Exception"
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overgeneral-exceptions=Exception
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overgeneral-exceptions=builtins.Exception

‎CHANGELOG.md

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# Changelog
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## v2.243.2 (2025-04-16)
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### Bug Fixes and Other Changes
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* tgi image uri unit tests
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* Fix deepdiff dependencies
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## v2.243.1 (2025-04-11)
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### Bug Fixes and Other Changes

‎VERSION

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2.243.3.dev0
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2.243.2.dev0

‎doc/algorithms/text/machine_translation_hugging_face.rst

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demonstrates how to use the Sagemaker Python SDK for Machine Translation for using these algorithms.
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For detailed documentation please refer :ref:`Use Built-in Algorithms with Pre-trained Models in SageMaker Python SDK <built-in-algos>`.
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.. list-table:: Available Models
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:widths: 50 20 20 20 20
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:header-rows: 1
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:class: datatable
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* - Model ID
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- Fine Tunable?
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- Latest Version
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- Min SDK Version
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- Source
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* - huggingface-translation-opus-mt-en-es
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- False
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- 2.1.2
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- 2.189.0
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- `HuggingFace <https://huggingface.co/Helsinki-NLP/opus-mt-en-es>`__
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* - huggingface-translation-opus-mt-en-vi
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- False
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- 2.1.2
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- 2.189.0
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- `HuggingFace <https://huggingface.co/Helsinki-NLP/opus-mt-en-vi>`__
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* - huggingface-translation-opus-mt-mul-en
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- False
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- 1.0.9
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- 2.189.0
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- `HuggingFace <https://huggingface.co/Helsinki-NLP/opus-mt-mul-en>`__
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* - huggingface-translation-t5-base
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- False
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-t5/t5-base>`__
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* - huggingface-translation-t5-large
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- False
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-t5/t5-large>`__
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* - huggingface-translation-t5-small
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- False
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-t5/t5-small>`__

‎doc/algorithms/text/question_answering_pytorch.rst

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demonstrates how to use the Sagemaker Python SDK for Question Answering for using these algorithms.
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For detailed documentation please refer :ref:`Use Built-in Algorithms with Pre-trained Models in SageMaker Python SDK <built-in-algos>`
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.. list-table:: Available Models
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:widths: 50 20 20 20 20
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:header-rows: 1
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:class: datatable
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* - Model ID
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- Fine Tunable?
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- Latest Version
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- Min SDK Version
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- Source
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* - pytorch-eqa-bert-base-cased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-base-multilingual-cased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-base-multilingual-uncased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-base-uncased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-large-cased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-large-cased-whole-word-masking
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-large-cased-whole-word-masking-finetuned-squad
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-large-uncased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-large-uncased-whole-word-masking
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-bert-large-uncased-whole-word-masking-finetuned-squad
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-distilbert-base-cased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-distilbert-base-multilingual-cased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-distilbert-base-uncased
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-distilroberta-base
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-roberta-base
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-roberta-base-openai-detector
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-roberta-large
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__
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* - pytorch-eqa-roberta-large-openai-detector
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- True
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- 1.2.1
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- 2.75.0
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- `Pytorch Hub <https://pytorch.org/hub/huggingface_pytorch-transformers/>`__

‎doc/algorithms/text/sentence_pair_classification_hugging_face.rst

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demonstrates how to use the Sagemaker Python SDK for Sentence Pair Classification for using these algorithms.
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For detailed documentation please refer `Use Built-in Algorithms with Pre-trained Models in SageMaker Python SDK <https://sagemaker.readthedocs.io/en/stable/overview.html#use-built-in-algorithms-with-pre-trained-models-in-sagemaker-python-sdk>`__
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.. list-table:: Available Models
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:widths: 50 20 20 20 20
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:header-rows: 1
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:class: datatable
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* - Model ID
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- Fine Tunable?
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- Latest Version
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- Min SDK Version
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- Source
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* - huggingface-spc-bert-base-cased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-base-cased>`__
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* - huggingface-spc-bert-base-multilingual-cased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-base-multilingual-cased>`__
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* - huggingface-spc-bert-base-multilingual-uncased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-base-multilingual-uncased>`__
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* - huggingface-spc-bert-base-uncased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-base-uncased>`__
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* - huggingface-spc-bert-large-cased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-large-cased>`__
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* - huggingface-spc-bert-large-cased-whole-word-masking
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-large-cased-whole-word-masking>`__
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* - huggingface-spc-bert-large-uncased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-large-uncased>`__
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* - huggingface-spc-bert-large-uncased-whole-word-masking
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/google-bert/bert-large-uncased-whole-word-masking>`__
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* - huggingface-spc-distilbert-base-cased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/distilbert/distilbert-base-cased>`__
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* - huggingface-spc-distilbert-base-multilingual-cased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/distilbert/distilbert-base-multilingual-cased>`__
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* - huggingface-spc-distilbert-base-uncased
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/distilbert/distilbert-base-uncased>`__
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* - huggingface-spc-distilroberta-base
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/distilbert/distilroberta-base>`__
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* - huggingface-spc-roberta-base
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/roberta-base>`__
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* - huggingface-spc-roberta-base-openai-detector
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/openai-community/roberta-base-openai-detector>`__
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* - huggingface-spc-roberta-large
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/roberta-large>`__
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* - huggingface-spc-roberta-large-openai-detector
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/openai-community/roberta-large-openai-detector>`__
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* - huggingface-spc-xlm-clm-ende-1024
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/xlm-clm-ende-1024>`__
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* - huggingface-spc-xlm-mlm-ende-1024
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/xlm-mlm-ende-1024>`__
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* - huggingface-spc-xlm-mlm-enro-1024
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/xlm-mlm-enro-1024>`__
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* - huggingface-spc-xlm-mlm-tlm-xnli15-1024
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/xlm-mlm-tlm-xnli15-1024>`__
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* - huggingface-spc-xlm-mlm-xnli15-1024
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- True
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- 3.0.1
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- 2.189.0
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- `HuggingFace <https://huggingface.co/FacebookAI/xlm-mlm-xnli15-1024>`__

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