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‎CHANGELOG.md

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# Changelog
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## v2.52.2 (2021-08-10)
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### Bug Fixes and Other Changes
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* sklearn integ tests, remove swallowing exception on feature group delete attempt
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* sklearn integ test for custom bucket
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### Documentation Changes
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* Fix dataset_definition links
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* Document LambdaModel and LambdaPredictor classes
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## v2.52.1 (2021-08-06)
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### Bug Fixes and Other Changes
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* revert #2251 changes for sklearn processor
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## v2.52.0 (2021-08-05)
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### Features
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* processors that support multiple Python files, requirements.txt, and dependencies.
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* support step object in step depends on list
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### Bug Fixes and Other Changes
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* enable isolation while creating model from job
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* update `sagemaker.serverless` integration test
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* Use correct boto model name for RegisterModelStep properties
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## v2.51.0 (2021-08-03)
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### Features
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* add LambdaStep support for SageMaker Pipelines
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* support JsonGet for all step types
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## v2.50.1 (2021-08-02)
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### Bug Fixes and Other Changes
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* null checks for uploaded_code and entry_point
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### Documentation Changes
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* update sagemaker.estimator.EstimatorBase
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* Mark baseline as optional in KernelSHAP.
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## v2.50.0 (2021-07-28)
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### Features
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* add KIX region to image_uris
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### Bug Fixes and Other Changes
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* Rename `PredictorBase.delete_endpoint` as `PredictorBase.delete_predictor`
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* incorrect default argument for callback output parameter
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### Documentation Changes
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* Remove years from copyright boilerplate
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* Fix documentation formatting for PySpark and SparkJar processors
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### Testing and Release Infrastructure
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* enable py38 tox env
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## v2.49.2 (2021-07-21)
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### Bug Fixes and Other Changes
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* order of populating container list
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* upgrade Adobe Analytics cookie to 3.0
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## v2.49.1 (2021-07-19)
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### Bug Fixes and Other Changes
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* Set flag when debugger is disabled
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* KMS Key fix for kwargs
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* Update BiasConfig to accept multiple facet params
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### Documentation Changes
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* Update huggingface estimator documentation
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## v2.49.0 (2021-07-15)
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### Features
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* Adding serial inference pipeline support to RegisterModel Step
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### Documentation Changes
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* add tuning step get_top_model_s3_uri and callback step to doc
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* links for HF in sdk
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* Add Clarify module to Model Monitoring API docs
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## v2.48.2 (2021-07-12)
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### Bug Fixes and Other Changes
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* default time for compilation jobs
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* skip hf inference test
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## v2.48.1 (2021-07-08)
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### Bug Fixes and Other Changes
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* skip HF inference test
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* remove upsert from test_workflow
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### Documentation Changes
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* Add Hugging Face docs
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* add tuning step to doc
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## v2.48.0 (2021-07-07)
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### Features
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* HuggingFace Inference
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### Bug Fixes and Other Changes
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* add support for SageMaker workflow tuning step
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## v2.47.2.post0 (2021-07-01)
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### Documentation Changes
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* smddp 1.2.1 release note / convert md to rst
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* add smd model parallel 1.4.0 release note / restructure doc files
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## v2.47.2 (2021-06-30)
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### Bug Fixes and Other Changes
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* handle tags when upsert pipeine
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## v2.47.1 (2021-06-27)
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### Bug Fixes and Other Changes
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* revert "fix: jsonGet interpolation issue 2426 + allow step depends on pass in step instance (#2477)"
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## v2.47.0 (2021-06-25)
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### Features
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* support job_name_prefix for Clarify
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### Bug Fixes and Other Changes
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* Add configuration option with headers for Clarify Explainability
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* jsonGet interpolation issue 2426 + allow step depends on pass in step instance
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* add default retries to feature group ingestion.
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* Update using_pytorch.rst
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* kms key does not propapate in register model step
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* Correctly interpolate Callback output parameters
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## v2.46.1 (2021-06-22)
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### Bug Fixes and Other Changes
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* Register model step tags
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### Documentation Changes
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* update to include new batch_get_record api call
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* Correct type annotation for TrainingStep inputs
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* introduce input mode FastFile
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* update hf transformer version
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## v2.46.0 (2021-06-15)
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### Features
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* Add HF transformer version 4.6.1
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### Bug Fixes and Other Changes
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* encode localmode payload to UTF-8
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* call DescribeDomain as fallback in get_execution_role
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* parameterize PT and TF version for HuggingFace tests
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### Documentation Changes
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* Add import statement in Batch Transform Overview doc
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## v2.45.0 (2021-06-07)
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### Features

‎NOTICE.txt

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Amazon SageMaker Python SDK
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Copyright 2017-2017 Amazon.com, Inc. or its affiliates. All Rights Reserved.
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Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.

‎README.rst

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Licensing
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~~~~~~~~~
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SageMaker Python SDK is licensed under the Apache 2.0 License. It is copyright 2018 Amazon.com, Inc. or its affiliates. All Rights Reserved. The license is available at:
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SageMaker Python SDK is licensed under the Apache 2.0 License. It is copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. The license is available at:
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http://aws.amazon.com/apache2.0/
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Running tests

‎VERSION

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2.45.1.dev0
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2.52.3.dev0

‎ci-scripts/displaytime.sh

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#!/usr/bin/env bash
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# Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"). You
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# may not use this file except in compliance with the License. A copy of

‎ci-scripts/queue_build.py

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# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.
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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"). You
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# may not use this file except in compliance with the License. A copy of

‎doc/_static/aws-ux-shortbread/index.js

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‎doc/_static/aws-ux-shortbread/init.js

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(function (w) {
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w.URLSearchParams = w.URLSearchParams || function (searchString) {
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var self = this;
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self.searchString = searchString;
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self.get = function (name) {
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var results = new RegExp('[\?&]' + name + '=([^&#]*)').exec(self.searchString);
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if (results === null) {
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return null;
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}
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else {
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return decodeURI(results[1]) || 0;
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}
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};
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}
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})(window);
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const queryString = window.location.search;
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const urlParams = new URLSearchParams(queryString);
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const lang = urlParams.get('lang')
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window.onload = function () {
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var domainName = window.location.hostname;
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// remove an instance of shortbread if already exists
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var existingShortbreadEl = document.getElementById("awsccc-sb-ux-c");
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existingShortbreadEl && existingShortbreadEl.remove();
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var shortbread = AWSCShortbread({
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domain: domainName,
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language: lang,
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//queryGeolocation: function (geolocatedIn) { geolocatedIn("EU") },
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});
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shortbread.checkForCookieConsent();
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}

‎doc/amazon_sagemaker_featurestore.rst

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You can use the ``batch_get_record`` function to retrieve multiple records simultaneously from your feature store. The following example uses this API to retrieve a batch of records.
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.. code:: python
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record_identifier_values = ["573291", "109382", "828400", "124013"]
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featurestore_runtime.batch_get_record(Identifiers=[{"FeatureGroupName": transaction_feature_group_name, "RecordIdentifiersValueAsString": record_identifier_values}])
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An example response from the fraud detection example:
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.. code:: python

‎doc/api/inference/model.rst

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:undoc-members:
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.. autoclass:: sagemaker.serverless.model.LambdaModel
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:members:
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:undoc-members:
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:show-inheritance:

‎doc/api/inference/model_monitor.rst

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.. automodule:: sagemaker.model_monitor.clarify_model_monitoring
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:members:
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:undoc-members:
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:show-inheritance:

‎doc/api/inference/predictors.rst

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.. autoclass:: sagemaker.serverless.predictor.LambdaPredictor
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:members:
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:undoc-members:
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:show-inheritance:

‎doc/api/training/sdp_versions/latest.rst

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Version 1.2.0 (Latest)
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Version 1.2.x (Latest)
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======================
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.. toctree::

‎doc/api/training/sdp_versions/latest/smd_data_parallel_tensorflow.rst

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.. rubric:: Supported versions
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**TensorFlow 2.3.1, 2.4.1, 2.5.0**
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‎doc/api/training/smd_data_parallel.rst

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Release Notes
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=============
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New features, bug fixes, and improvements are regularly made to the SageMaker distributed data parallel library.
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New features, bug fixes, and improvements are regularly made to the SageMaker
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distributed data parallel library.
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`Release Notes
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<https://github.com/aws/sagemaker-python-sdk/blob/master/doc/api/training/smd_data_parallel_release_notes/>`_.
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.. toctree::
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:maxdepth: 1
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smd_data_parallel_release_notes/smd_data_parallel_change_log

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