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Feat: Pull latest tei container for sentence similiarity models on HuggingFace hub #4686

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merged 31 commits into from
May 17, 2024

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@samruds samruds commented May 15, 2024

Issue #, if available:

Description of changes:

Pull latest TEI container to deploy SentenceTransformers, and Sentence similarity type models from HuggingFace.

Add new TEI builder that deploys artifacts using TGI server.

This change introduces a TEI builder. Follow up change require to setup TEI server /invocations path for local mode testing

Testing done:

  1. Add UT

Merge Checklist

Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.

General

  • I have read the CONTRIBUTING doc
  • I certify that the changes I am introducing will be backward compatible, and I have discussed concerns about this, if any, with the Python SDK team
  • I used the commit message format described in CONTRIBUTING
  • I have passed the region in to all S3 and STS clients that I've initialized as part of this change.
  • I have updated any necessary documentation, including READMEs and API docs (if appropriate)

Tests

  • I have added tests that prove my fix is effective or that my feature works (if appropriate)
  • I have added unit and/or integration tests as appropriate to ensure backward compatibility of the changes
  • I have checked that my tests are not configured for a specific region or account (if appropriate)
  • I have used unique_name_from_base to create resource names in integ tests (if appropriate)

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

@samruds samruds changed the title Update: Pull latest tei container for sentence similiarity models on … Update: Pull latest tei container for sentence similiarity models on on HuggingFace hub" May 15, 2024
@samruds samruds changed the title Update: Pull latest tei container for sentence similiarity models on on HuggingFace hub" Update: Pull latest tei container for sentence similiarity models on on HuggingFace hub May 15, 2024
@samruds samruds marked this pull request as ready for review May 15, 2024 22:31
@samruds samruds requested a review from a team as a code owner May 15, 2024 22:31
@samruds samruds requested review from ptkab and removed request for a team May 15, 2024 22:31
@samruds samruds requested review from makungaj1 and qiyunz and removed request for ptkab May 15, 2024 22:32
@samruds samruds changed the title Update: Pull latest tei container for sentence similiarity models on on HuggingFace hub Update: Pull latest tei container for sentence similiarity models on HuggingFace hub May 15, 2024
@samruds samruds changed the title Update: Pull latest tei container for sentence similiarity models on HuggingFace hub Feat: Pull latest tei container for sentence similiarity models on HuggingFace hub May 17, 2024
@liujiaorr liujiaorr merged commit c9b55a4 into aws:master May 17, 2024
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knikure added a commit that referenced this pull request Jun 5, 2024
* fix: mainline alt config parsing (#4602)

* fix: parsing

* fix: commit tests

* fix: types

* updated

* fix

* Add Triton v24.03 URI (#4605)

Co-authored-by: Nikhil Kulkarni <nikhilsk@amazon.com>

* feature: support session tag chaining for training job (#4596)

* feature: support session tag chaining for training job

* fix: resolve typo

* fix: resolve typo and build failure

* fix: resolve typo and unit test failure

---------

Co-authored-by: Jessica Zhu <jessicazhu3@106775307+jessicazhu3@users.noreply.github.com>

* prepare release v2.217.0

* update development version to v2.217.1.dev0

* fix: properly close files in lineage queries and tests (#4587)

Closes #4458

* feature: set default allow_pickle param to False (#4557)

* breaking: set default allow_pickle param to False

* breaking: fix unit tests and linting

NumpyDeserializer will not allow deserialization
unless allow_pickle flag is set to True explicitly

* fix: black-check

---------

Co-authored-by: Ashwin Krishna <ashwikri@amazon.com>

* Fix:invalid component error with new metadata (#4634)

* fix: invalid component name

* tests

* format

* fix vulnerable model integ tests llama 2

* updated

* fix: training dataset location

* prepare release v2.218.0

* update development version to v2.218.1.dev0

* chore: update skipped flaky tests (#4644)

* Update skipped flaky tests

* flake8

* format

* format

* chore: release tgi 2.0.1 (#4642)

* chore: release tgi 2.0.1

* minor fix

---------

Co-authored-by: Zhaoqi <52220743+zhaoqizqwang@users.noreply.github.com>

* fix: Fix UserAgent logging in Python SDK (#4647)

* prepare release v2.218.1

* update development version to v2.218.2.dev0

* feature: allow choosing js payload by alias in private method

* Updates for SMP v2.3.1 (#4660)

Co-authored-by: Suhit Kodgule <skodgule@amazon.com>

* chore(deps): bump jinja2 from 3.1.3 to 3.1.4 in /doc (#4655)

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](pallets/jinja@3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump tqdm from 4.66.2 to 4.66.3 in /tests/data/serve_resources/mlflow/pytorch (#4650)

Bumps [tqdm](https://github.com/tqdm/tqdm) from 4.66.2 to 4.66.3.
- [Release notes](https://github.com/tqdm/tqdm/releases)
- [Commits](tqdm/tqdm@v4.66.2...v4.66.3)

---
updated-dependencies:
- dependency-name: tqdm
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump jinja2 from 3.1.3 to 3.1.4 in /requirements/extras (#4654)

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](pallets/jinja@3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* prepare release v2.219.0

* update development version to v2.219.1.dev0

* fix: skip flakey tests pending investigation (#4667)

* change: update image_uri_configs  05-09-2024 07:17:41 PST

* Add tensorflow_serving support for mlflow models and enable lineage tracking for mlflow models (#4662)

* Initial commit for tensorflow_serving support of MLflow

* Add integ tests for mlflow tf_serving

* fix style issues

* remove unused attributes from tf builder

* Add deep ping for tf_serving local mode

* Initial commit for lineage impl

* Initial commit for tensorflow_serving support of MLflow

* Add integ tests for mlflow tf_serving

* fix style issues

* remove unused attributes from tf builder

* Add deep ping for tf_serving local mode

* Add integ tests and uts

* fix local mode for tf_serving

* Allow lineage tracking only in sagemaker endpoint mode

* fix regex pattern

* fix style issues

* fix regex pattern and hard coded py version in ut

* fix missing session

* Resolve pr comments and fix regex for mlflow registry and ids

* fix: model builder race condition on sagemaker session (#4673)

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* feat: Add telemetry support for mlflow models (#4674)

* Initial commit for telemetry support

* Fix style issues and add more logger messages

* fix value error messages in ut

* feat: add new images for HF TGI release (#4677)

* chore: add new images for HF TGI release

* test

* feature: AutoGluon 1.1.0 image_uris update (#4679)

Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-154.us-west-2.compute.internal>

* change: add debug logs to workflow container dist creation (#4682)

* prepare release v2.220.0

* update development version to v2.220.1.dev0

* fix: Image URI should take precedence for HF models (#4684)

* Fix: Image URI should take precedence for HF models

* Fix formatting

* Fix formatting

* Fix formatting

* Increase coverage -  UT pass

* feat: onboard tei image config to pysdk (#4681)

* feat: onboard tei image config to pysdk

* fix formatting issue

* minor fix func name

* fix unit tests

---------

Co-authored-by: Mufaddal Rohawala <89424143+mufaddal-rohawala@users.noreply.github.com>

* fix: model builder limited container support for endpoint mode. (#4683)

* Allow ModelBuilder's endpoint mode for Jumpstart models packaged with containers other than TGI and DJL

* increase coverage

* Add JS Support for MMS Serving

* Add JS Support for MMS Serving

* Unit tests

* Refactoring

* Refactoring

* Refactoring

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* change: Add more debuging (#4687)

* change: cover tei with image_uris.retrieve API (#4689)

* fix: JS Model with non-TGI/non-DJL deployment failure (#4688)

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* fix docstyle

* Refactoring

* Add Integ tests

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Feat: Pull latest tei container for sentence similiarity models on HuggingFace hub (#4686)

* Update: Pull latest tei container for sentence similiarity models

* Fix formatting

* Address PR comments

* Fix formatting

* Fix check

* Switch sentence similarity to be deployed on tgi

* Fix formatting

* Fix formatting

* Fix formatting

* Fix formatting

* Introduce TEI builder with TGI server

* Fix formmatting

* Add integ test

* Fix formatting

* Add integ test

* Add integ test

* Add integ test

* Add integ test

* Add integ test

* Fix formatting

* Move to G5 for integ test

* Fix formatting

* Integ test updates

* Integ test updates

* Integ test updates

* Fix formatting

* Integ test updates

* Move back to generate for ping

* Integ test updates

* Integ test updates

* Fix: Add Image URI overrides for transformers models (#4693)

* Fix: Add Image URI overrides for transformers models

* Increase coverage

* Fix formatting

* prepare release v2.221.0

* update development version to v2.221.1.dev0

* Add tei cpu image (#4695)

* Add tei cpu image

* fix format issue

* fix unit tests

* fix typo

* fix typo

* Feat: Add TEI support for ModelBuilder (#4694)

* Add TEI Serving

* Add TEI Serving

* Add TEI Serving

* Add TEI Serving

* Add TEI Serving

* Add TEI Serving

* Notebook testing

* Notebook testing

* Notebook testing

* Refactoring

* Refactoring

* UT

* UT

* Refactoring

* Test coverage

* Refactoring

* Refactoring

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Convert pytorchddp distribution to smdistributed distribution (#4698)

* rewrite pytorchddp to smdistributed

* remove instance type check

* Update estimator.py

* remove validate_pytorch_distribution

* fix

* fix unit tests

* fix formatting

* check instance type not None

* prepare release v2.221.1

* update development version to v2.221.2.dev0

* Update: SM Endpoint Routing Strategy Support. (#4702)

* RoutingConfig

* Refactoring

* Docstring

* UT

* Refactoring

* Refactoring

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* change: update image_uri_configs  05-29-2024 07:17:35 PST

* Making project name in workflow files dynamic (#4708)

* fix: Fix ci unit-tests (#4713)

* chore(deps): bump requests from 2.31.0 to 2.32.2 in /tests/data/serve_resources/mlflow/pytorch (#4709)

Bumps [requests](https://github.com/psf/requests) from 2.31.0 to 2.32.2.
- [Release notes](https://github.com/psf/requests/releases)
- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)
- [Commits](psf/requests@v2.31.0...v2.32.2)

---
updated-dependencies:
- dependency-name: requests
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump apache-airflow from 2.9.0 to 2.9.1 in /requirements/extras (#4703)

* chore(deps): bump apache-airflow in /requirements/extras

Bumps [apache-airflow](https://github.com/apache/airflow) from 2.9.0 to 2.9.1.
- [Release notes](https://github.com/apache/airflow/releases)
- [Changelog](https://github.com/apache/airflow/blob/main/RELEASE_NOTES.rst)
- [Commits](apache/airflow@2.9.0...2.9.1)

---
updated-dependencies:
- dependency-name: apache-airflow
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update tox.ini to bump apache-airflow

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Kalyani Nikure <110067132+knikure@users.noreply.github.com>

* chore(deps): bump mlflow from 2.10.2 to 2.12.1 in /tests/data/serve_resources/mlflow/pytorch (#4690)

Bumps [mlflow](https://github.com/mlflow/mlflow) from 2.10.2 to 2.12.1.
- [Release notes](https://github.com/mlflow/mlflow/releases)
- [Changelog](https://github.com/mlflow/mlflow/blob/master/CHANGELOG.md)
- [Commits](mlflow/mlflow@v2.10.2...v2.12.1)

---
updated-dependencies:
- dependency-name: mlflow
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump mlflow from 2.11.1 to 2.12.1 in /tests/data/serve_resources/mlflow/xgboost (#4692)

Bumps [mlflow](https://github.com/mlflow/mlflow) from 2.11.1 to 2.12.1.
- [Release notes](https://github.com/mlflow/mlflow/releases)
- [Changelog](https://github.com/mlflow/mlflow/blob/master/CHANGELOG.md)
- [Commits](mlflow/mlflow@v2.11.1...v2.12.1)

---
updated-dependencies:
- dependency-name: mlflow
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump mlflow from 2.11.1 to 2.12.1 in /tests/data/serve_resources/mlflow/tensorflow (#4691)

Bumps [mlflow](https://github.com/mlflow/mlflow) from 2.11.1 to 2.12.1.
- [Release notes](https://github.com/mlflow/mlflow/releases)
- [Changelog](https://github.com/mlflow/mlflow/blob/master/CHANGELOG.md)
- [Commits](mlflow/mlflow@v2.11.1...v2.12.1)

---
updated-dependencies:
- dependency-name: mlflow
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* change: Updates for DJL 0.28.0 release (#4701)

* Sync Branch

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Haotian An <33510317+Captainia@users.noreply.github.com>
Co-authored-by: Nikhil Kulkarni <knikhil29@gmail.com>
Co-authored-by: Nikhil Kulkarni <nikhilsk@amazon.com>
Co-authored-by: jessicazhu3 <106775307+jessicazhu3@users.noreply.github.com>
Co-authored-by: Jessica Zhu <jessicazhu3@106775307+jessicazhu3@users.noreply.github.com>
Co-authored-by: ci <ci>
Co-authored-by: Justin <justinm088@hotmail.com>
Co-authored-by: ASHWIN KRISHNA <38850354+akrishna1995@users.noreply.github.com>
Co-authored-by: Ashwin Krishna <ashwikri@amazon.com>
Co-authored-by: Haixin Wang <98612668+haixiw@users.noreply.github.com>
Co-authored-by: Zhaoqi <52220743+zhaoqizqwang@users.noreply.github.com>
Co-authored-by: Kalyani Nikure <110067132+knikure@users.noreply.github.com>
Co-authored-by: Keerthan Vasist <kvasist@amazon.com>
Co-authored-by: SuhitK <kodgule.suhit@gmail.com>
Co-authored-by: Suhit Kodgule <skodgule@amazon.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: sagemaker-bot <sagemaker-bot@amazon.com>
Co-authored-by: jiapinw <95885824+jiapinw@users.noreply.github.com>
Co-authored-by: Jonathan Makunga <makung@amazon.com>
Co-authored-by: Prateek M Desai <prateekmdesai04@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-154.us-west-2.compute.internal>
Co-authored-by: Mufaddal Rohawala <89424143+mufaddal-rohawala@users.noreply.github.com>
Co-authored-by: Samrudhi Sharma <154457034+samruds@users.noreply.github.com>
Co-authored-by: Tom Bousso <tombousso@gmail.com>
Co-authored-by: Zhaoqi <jzhaoqwa@amazon.com>
Co-authored-by: Tyler Osterberg <tyoster@amazon.com>
malav-shastri pushed a commit to malav-shastri/sagemaker-python-sdk that referenced this pull request Jun 20, 2024
…ggingFace hub (aws#4686)

* Update: Pull latest tei container for sentence similiarity models

* Fix formatting

* Address PR comments

* Fix formatting

* Fix check

* Switch sentence similarity to be deployed on tgi

* Fix formatting

* Fix formatting

* Fix formatting

* Fix formatting

* Introduce TEI builder with TGI server

* Fix formmatting

* Add integ test

* Fix formatting

* Add integ test

* Add integ test

* Add integ test

* Add integ test

* Add integ test

* Fix formatting

* Move to G5 for integ test

* Fix formatting

* Integ test updates

* Integ test updates

* Integ test updates

* Fix formatting

* Integ test updates

* Move back to generate for ping

* Integ test updates

* Integ test updates
jiapinw pushed a commit to jiapinw/sagemaker-python-sdk that referenced this pull request Jun 25, 2024
…ggingFace hub (aws#4686)

* Update: Pull latest tei container for sentence similiarity models

* Fix formatting

* Address PR comments

* Fix formatting

* Fix check

* Switch sentence similarity to be deployed on tgi

* Fix formatting

* Fix formatting

* Fix formatting

* Fix formatting

* Introduce TEI builder with TGI server

* Fix formmatting

* Add integ test

* Fix formatting

* Add integ test

* Add integ test

* Add integ test

* Add integ test

* Add integ test

* Fix formatting

* Move to G5 for integ test

* Fix formatting

* Integ test updates

* Integ test updates

* Integ test updates

* Fix formatting

* Integ test updates

* Move back to generate for ping

* Integ test updates

* Integ test updates
makungaj1 added a commit to makungaj1/sagemaker-python-sdk that referenced this pull request Jul 8, 2024
* Sync Master benchmark feature (aws#1461)

* feat: support config_name in all JumpStart interfaces (aws#4583) (aws#4607)

* add-config-name

* address comments

* updates for set config

* docstyle

* updates

* fix

* format

* format

* remove tests

* Add ReadOnly APIs (aws#4606)

* Add ReadOnly APIs

* Resolving PR review comments

* Resolve PR review comments

* Refactoring

* Refactoring

* Add Caching

* Refactore

* Resolving conflicts

* Add Unit Tests

* Fix Unit Tests

* Fix unit tests

* Fix UT

* Refactoring

* Fix Integ tests

* refactoring after Notebook testing

* Fix code styles

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* feat: tag JumpStart resource with config names (aws#4608)

* tag config name

* format

* resolving comments

* format

* format

* update

* fix

* format

* updates inference component config name

* fix: tests

* ModelBuilder: Add functionalities to get and set deployment config. (aws#4614)

* Add funtionalities to get and set deployment config

* Resolve PR comments

* ModelBuilder-JS

* Add Unit tests

* Refactoring

* Testing with Notebook

* Test backward compatibility

* Remove Accelerated column if all not enabled

* Fix docstring

* Resolved PR Review comments

* Docstring

* increase code coverage

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Benchmark feature v2 (aws#4618)

* Add funtionalities to get and set deployment config

* Resolve PR comments

* ModelBuilder-JS

* Add Unit tests

* Refactoring

* Testing with Notebook

* Test backward compatibility

* Remove Accelerated column if all not enabled

* Fix docstring

* Resolved PR Review comments

* Docstring

* increase code coverage

* Testing fix with Notebook

* Only fetch instance rate metrics if not present

* Increase code coverage

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* fix: populate default config name to model (aws#4617)

* fix: populate default config name to model

* update condition

* fix

* format

* flake8

* fix tests

* fix coverage

* temporarily skip integ test vulnerbility

* fix tolerate attach method

* format

* fix predictor

* format

* Fix fetch instance rate bug (aws#4624)

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* chore: require config name and instance type in set_deployment_config (aws#4625)

* require config_name and instance_type in set config

* docstring

* add supported instance types check

* add more tests

* format

* fix tests

* Deployment Configs - Follow-ups (aws#4626)

* Init Deployment configs outside Model init.

* Testing with NB

* Testing with NB-V2

* Refactoring, NB testing

* NB Testing and Refactoring

* Testing

* Refactoring

* Testing with NB

* Debug

* Debug display API

* Debug with NB

* Testing with NB

* Refactoring

* Refactoring

* Refactoring and NB testing

* Testing with NB

* Refactoring

* Prefix instance type with ml

* Fix unit tests

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* fix: use different separator to flatten dict (aws#4629)

* Use separate tags for inference and training configs (aws#4635)

* Use separate tags for inference and training

* format

* format

* format

* format

* Add supported inference and incremental training configs (aws#4637)

* supported inference configs

* add tests

* format

* tests

* tests

* address comments

* format and address comments

* updates

* formt

* format

* Benchmark feature fixes (aws#4632)

* Filter down Benchmark Metrics

* Filter down Benchmark Metrics

* Testing NB

* Testing MB

* Testing

* Refactoring

* Unit tests

* Display instance type first, and instance rate last

* Display unbalanced metrics

* Testing with NB

* Testing with NB

* Debug

* Debug

* Testing with NB

* Testing with NB

* Testing with NB

* Refactoring

* Refactoring

* Refactoring

* Unit tests

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Refactoring

* Debug

* Config ranking

* Debug

* Debug

* Debug

* Debug

* Debug

* Ranking

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Debug

* Debug

* Debug

* Debug

* Refactoring

* Contact JumpStart team to fix flaky test. test_list_jumpstart_models_script_filter

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* fix: typo and merge with master branch (aws#4649)

* Merge master into benchmark feature (aws#4652)

* Merge master into master-benchmark-feature (aws#4656)

* Master benchmark feature (aws#4658)

* Master benchmark feature merge master (aws#4661)

* Master benchmark feature (aws#4672)

* fix: mainline alt config parsing (aws#4602)

* fix: parsing

* fix: commit tests

* fix: types

* updated

* fix

* Add Triton v24.03 URI (aws#4605)

Co-authored-by: Nikhil Kulkarni <nikhilsk@amazon.com>

* feature: support session tag chaining for training job (aws#4596)

* feature: support session tag chaining for training job

* fix: resolve typo

* fix: resolve typo and build failure

* fix: resolve typo and unit test failure

---------

Co-authored-by: Jessica Zhu <jessicazhu3@106775307+jessicazhu3@users.noreply.github.com>

* prepare release v2.217.0

* update development version to v2.217.1.dev0

* fix: properly close files in lineage queries and tests (aws#4587)

Closes aws#4458

* feature: set default allow_pickle param to False (aws#4557)

* breaking: set default allow_pickle param to False

* breaking: fix unit tests and linting

NumpyDeserializer will not allow deserialization
unless allow_pickle flag is set to True explicitly

* fix: black-check

---------

Co-authored-by: Ashwin Krishna <ashwikri@amazon.com>

* Fix:invalid component error with new metadata (aws#4634)

* fix: invalid component name

* tests

* format

* fix vulnerable model integ tests llama 2

* updated

* fix: training dataset location

* prepare release v2.218.0

* update development version to v2.218.1.dev0

* chore: update skipped flaky tests (aws#4644)

* Update skipped flaky tests

* flake8

* format

* format

* chore: release tgi 2.0.1 (aws#4642)

* chore: release tgi 2.0.1

* minor fix

---------

Co-authored-by: Zhaoqi <52220743+zhaoqizqwang@users.noreply.github.com>

* fix: Fix UserAgent logging in Python SDK (aws#4647)

* prepare release v2.218.1

* update development version to v2.218.2.dev0

* feature: allow choosing js payload by alias in private method

* Updates for SMP v2.3.1 (aws#4660)

Co-authored-by: Suhit Kodgule <skodgule@amazon.com>

* chore(deps): bump jinja2 from 3.1.3 to 3.1.4 in /doc (aws#4655)

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](pallets/jinja@3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

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* chore(deps): bump tqdm from 4.66.2 to 4.66.3 in /tests/data/serve_resources/mlflow/pytorch (aws#4650)

Bumps [tqdm](https://github.com/tqdm/tqdm) from 4.66.2 to 4.66.3.
- [Release notes](https://github.com/tqdm/tqdm/releases)
- [Commits](tqdm/tqdm@v4.66.2...v4.66.3)

---
updated-dependencies:
- dependency-name: tqdm
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
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* chore(deps): bump jinja2 from 3.1.3 to 3.1.4 in /requirements/extras (aws#4654)

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](pallets/jinja@3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

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* prepare release v2.219.0

* update development version to v2.219.1.dev0

* fix: skip flakey tests pending investigation (aws#4667)

* change: update image_uri_configs  05-09-2024 07:17:41 PST

* Add tensorflow_serving support for mlflow models and enable lineage tracking for mlflow models (aws#4662)

* Initial commit for tensorflow_serving support of MLflow

* Add integ tests for mlflow tf_serving

* fix style issues

* remove unused attributes from tf builder

* Add deep ping for tf_serving local mode

* Initial commit for lineage impl

* Initial commit for tensorflow_serving support of MLflow

* Add integ tests for mlflow tf_serving

* fix style issues

* remove unused attributes from tf builder

* Add deep ping for tf_serving local mode

* Add integ tests and uts

* fix local mode for tf_serving

* Allow lineage tracking only in sagemaker endpoint mode

* fix regex pattern

* fix style issues

* fix regex pattern and hard coded py version in ut

* fix missing session

* Resolve pr comments and fix regex for mlflow registry and ids

* fix: model builder race condition on sagemaker session (aws#4673)

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* feat: Add telemetry support for mlflow models (aws#4674)

* Initial commit for telemetry support

* Fix style issues and add more logger messages

* fix value error messages in ut

* feat: add new images for HF TGI release (aws#4677)

* chore: add new images for HF TGI release

* test

* feature: AutoGluon 1.1.0 image_uris update (aws#4679)

Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-154.us-west-2.compute.internal>

* change: add debug logs to workflow container dist creation (aws#4682)

* prepare release v2.220.0

* update development version to v2.220.1.dev0

* fix: Image URI should take precedence for HF models (aws#4684)

* Fix: Image URI should take precedence for HF models

* Fix formatting

* Fix formatting

* Fix formatting

* Increase coverage -  UT pass

* feat: support config_name in all JumpStart interfaces (aws#4583) (aws#4607)

* add-config-name

* address comments

* updates for set config

* docstyle

* updates

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* format

* format

* remove tests

* Add ReadOnly APIs (aws#4606)

* Add ReadOnly APIs

* Resolving PR review comments

* Resolve PR review comments

* Refactoring

* Refactoring

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* Refactore

* Resolving conflicts

* Add Unit Tests

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* refactoring after Notebook testing

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---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* feat: tag JumpStart resource with config names (aws#4608)

* tag config name

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* resolving comments

* format

* format

* update

* fix

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* fix: tests

* ModelBuilder: Add functionalities to get and set deployment config. (aws#4614)

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* Docstring

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---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Benchmark feature v2 (aws#4618)

* Add funtionalities to get and set deployment config

* Resolve PR comments

* ModelBuilder-JS

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* Remove Accelerated column if all not enabled

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* Increase code coverage

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* fix: populate default config name to model (aws#4617)

* fix: populate default config name to model

* update condition

* fix

* format

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* Fix fetch instance rate bug (aws#4624)

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* chore: require config name and instance type in set_deployment_config (aws#4625)

* require config_name and instance_type in set config

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* Deployment Configs - Follow-ups (aws#4626)

* Init Deployment configs outside Model init.

* Testing with NB

* Testing with NB-V2

* Refactoring, NB testing

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* Debug with NB

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* Refactoring

* Refactoring

* Refactoring and NB testing

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---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* fix: use different separator to flatten dict (aws#4629)

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* supported inference configs

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* Display unbalanced metrics

* Testing with NB

* Testing with NB

* Debug

* Debug

* Testing with NB

* Testing with NB

* Testing with NB

* Refactoring

* Refactoring

* Refactoring

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* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Custom lru

* Refactoring

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* Debug

* Debug

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* Debug

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* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Ranking-Debug

* Debug

* Debug

* Debug

* Debug

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---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* fix: typo and merge with master branch (aws#4649)

* Merge master into benchmark feature (aws#4652)

* Merge master into master-benchmark-feature (aws#4656)

* Master benchmark feature (aws#4658)

* Remove duplicate line in types.py

* Remove duplicate lines

* Remove duplicate lines

* Remove duplicate lines

* Remove duplicate lines

* fix unit test

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Haotian An <33510317+Captainia@users.noreply.github.com>
Co-authored-by: Nikhil Kulkarni <knikhil29@gmail.com>
Co-authored-by: Nikhil Kulkarni <nikhilsk@amazon.com>
Co-authored-by: jessicazhu3 <106775307+jessicazhu3@users.noreply.github.com>
Co-authored-by: Jessica Zhu <jessicazhu3@106775307+jessicazhu3@users.noreply.github.com>
Co-authored-by: ci <ci>
Co-authored-by: Justin <justinm088@hotmail.com>
Co-authored-by: ASHWIN KRISHNA <38850354+akrishna1995@users.noreply.github.com>
Co-authored-by: Ashwin Krishna <ashwikri@amazon.com>
Co-authored-by: Haixin Wang <98612668+haixiw@users.noreply.github.com>
Co-authored-by: Zhaoqi <52220743+zhaoqizqwang@users.noreply.github.com>
Co-authored-by: Kalyani Nikure <110067132+knikure@users.noreply.github.com>
Co-authored-by: Keerthan Vasist <kvasist@amazon.com>
Co-authored-by: SuhitK <kodgule.suhit@gmail.com>
Co-authored-by: Suhit Kodgule <skodgule@amazon.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: sagemaker-bot <sagemaker-bot@amazon.com>
Co-authored-by: jiapinw <95885824+jiapinw@users.noreply.github.com>
Co-authored-by: Jonathan Makunga <54963715+makungaj1@users.noreply.github.com>
Co-authored-by: Jonathan Makunga <makung@amazon.com>
Co-authored-by: Prateek M Desai <prateekmdesai04@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-154.us-west-2.compute.internal>
Co-authored-by: Mufaddal Rohawala <89424143+mufaddal-rohawala@users.noreply.github.com>
Co-authored-by: Samrudhi Sharma <154457034+samruds@users.noreply.github.com>
Co-authored-by: evakravi <69981223+evakravi@users.noreply.github.com>

* fix benchmark feature read-only apis (aws#4675)

* Rearrange benchmark metric table

* Refactoring

* Refactoring

* Refactoring

* Refactoring

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

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* Refactoring

* Refactoring

* Refactoring

* Refactoring

* Refactoring

* Add Unit tests

* Refactoring

* Refactoring

* hide index from DataFrame

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* feat: update alt config to work with model packages (aws#4706)

* feat: update alt config to work with model packages

* format

* remove env vars for model package

* fix tests

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* Model data arn

* Refactoring

* Refactoring

* acceleration_configs

* Refactoring

* UT

* Add Filter

* UT

* Revert "UT"

* UT

* UT

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* ModelBuilder to support display with filter. (aws#4712)

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Sync branch (aws#4718)

* fix: mainline alt config parsing (aws#4602)

* fix: parsing

* fix: commit tests

* fix: types

* updated

* fix

* Add Triton v24.03 URI (aws#4605)

Co-authored-by: Nikhil Kulkarni <nikhilsk@amazon.com>

* feature: support session tag chaining for training job (aws#4596)

* feature: support session tag chaining for training job

* fix: resolve typo

* fix: resolve typo and build failure

* fix: resolve typo and unit test failure

---------

Co-authored-by: Jessica Zhu <jessicazhu3@106775307+jessicazhu3@users.noreply.github.com>

* prepare release v2.217.0

* update development version to v2.217.1.dev0

* fix: properly close files in lineage queries and tests (aws#4587)

Closes aws#4458

* feature: set default allow_pickle param to False (aws#4557)

* breaking: set default allow_pickle param to False

* breaking: fix unit tests and linting

NumpyDeserializer will not allow deserialization
unless allow_pickle flag is set to True explicitly

* fix: black-check

---------

Co-authored-by: Ashwin Krishna <ashwikri@amazon.com>

* Fix:invalid component error with new metadata (aws#4634)

* fix: invalid component name

* tests

* format

* fix vulnerable model integ tests llama 2

* updated

* fix: training dataset location

* prepare release v2.218.0

* update development version to v2.218.1.dev0

* chore: update skipped flaky tests (aws#4644)

* Update skipped flaky tests

* flake8

* format

* format

* chore: release tgi 2.0.1 (aws#4642)

* chore: release tgi 2.0.1

* minor fix

---------

Co-authored-by: Zhaoqi <52220743+zhaoqizqwang@users.noreply.github.com>

* fix: Fix UserAgent logging in Python SDK (aws#4647)

* prepare release v2.218.1

* update development version to v2.218.2.dev0

* feature: allow choosing js payload by alias in private method

* Updates for SMP v2.3.1 (aws#4660)

Co-authored-by: Suhit Kodgule <skodgule@amazon.com>

* chore(deps): bump jinja2 from 3.1.3 to 3.1.4 in /doc (aws#4655)

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](pallets/jinja@3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump tqdm from 4.66.2 to 4.66.3 in /tests/data/serve_resources/mlflow/pytorch (aws#4650)

Bumps [tqdm](https://github.com/tqdm/tqdm) from 4.66.2 to 4.66.3.
- [Release notes](https://github.com/tqdm/tqdm/releases)
- [Commits](tqdm/tqdm@v4.66.2...v4.66.3)

---
updated-dependencies:
- dependency-name: tqdm
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump jinja2 from 3.1.3 to 3.1.4 in /requirements/extras (aws#4654)

Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.
- [Release notes](https://github.com/pallets/jinja/releases)
- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)
- [Commits](pallets/jinja@3.1.3...3.1.4)

---
updated-dependencies:
- dependency-name: jinja2
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* prepare release v2.219.0

* update development version to v2.219.1.dev0

* fix: skip flakey tests pending investigation (aws#4667)

* change: update image_uri_configs  05-09-2024 07:17:41 PST

* Add tensorflow_serving support for mlflow models and enable lineage tracking for mlflow models (aws#4662)

* Initial commit for tensorflow_serving support of MLflow

* Add integ tests for mlflow tf_serving

* fix style issues

* remove unused attributes from tf builder

* Add deep ping for tf_serving local mode

* Initial commit for lineage impl

* Initial commit for tensorflow_serving support of MLflow

* Add integ tests for mlflow tf_serving

* fix style issues

* remove unused attributes from tf builder

* Add deep ping for tf_serving local mode

* Add integ tests and uts

* fix local mode for tf_serving

* Allow lineage tracking only in sagemaker endpoint mode

* fix regex pattern

* fix style issues

* fix regex pattern and hard coded py version in ut

* fix missing session

* Resolve pr comments and fix regex for mlflow registry and ids

* fix: model builder race condition on sagemaker session (aws#4673)

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* feat: Add telemetry support for mlflow models (aws#4674)

* Initial commit for telemetry support

* Fix style issues and add more logger messages

* fix value error messages in ut

* feat: add new images for HF TGI release (aws#4677)

* chore: add new images for HF TGI release

* test

* feature: AutoGluon 1.1.0 image_uris update (aws#4679)

Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-154.us-west-2.compute.internal>

* change: add debug logs to workflow container dist creation (aws#4682)

* prepare release v2.220.0

* update development version to v2.220.1.dev0

* fix: Image URI should take precedence for HF models (aws#4684)

* Fix: Image URI should take precedence for HF models

* Fix formatting

* Fix formatting

* Fix formatting

* Increase coverage -  UT pass

* feat: onboard tei image config to pysdk (aws#4681)

* feat: onboard tei image config to pysdk

* fix formatting issue

* minor fix func name

* fix unit tests

---------

Co-authored-by: Mufaddal Rohawala <89424143+mufaddal-rohawala@users.noreply.github.com>

* fix: model builder limited container support for endpoint mode. (aws#4683)

* Allow ModelBuilder's endpoint mode for Jumpstart models packaged with containers other than TGI and DJL

* increase coverage

* Add JS Support for MMS Serving

* Add JS Support for MMS Serving

* Unit tests

* Refactoring

* Refactoring

* Refactoring

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* change: Add more debuging (aws#4687)

* change: cover tei with image_uris.retrieve API (aws#4689)

* fix: JS Model with non-TGI/non-DJL deployment failure (aws#4688)

* Debug

* Debug

* Debug

* Debug

* Debug

* Debug

* fix docstyle

* Refactoring

* Add Integ tests

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Feat: Pull latest tei container for sentence similiarity models on HuggingFace hub (aws#4686)

* Update: Pull latest tei container for sentence similiarity models

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* Fix formatting

* Fix formatting

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* Add integ test

* Add integ test

* Add integ test

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* Fix: Add Image URI overrides for transformers models

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* Fix formatting

* prepare release v2.221.0

* update development version to v2.221.1.dev0

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* Add tei cpu image

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* Add TEI Serving

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* Refactoring

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* Refactoring

* Refactoring

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* Convert pytorchddp distribution to smdistributed distribution (aws#4698)

* rewrite pytorchddp to smdistributed

* remove instance type check

* Update estimator.py

* remove validate_pytorch_distribution

* fix

* fix unit tests

* fix formatting

* check instance type not None

* prepare release v2.221.1

* update development version to v2.221.2.dev0

* Update: SM Endpoint Routing Strategy Support. (aws#4702)

* RoutingConfig

* Refactoring

* Docstring

* UT

* Refactoring

* Refactoring

---------

Co-authored-by: Jonathan Makunga <makung@amazon.com>

* change: update image_uri_configs  05-29-2024 07:17:35 PST

* Making project name in workflow files dynamic (aws#4708)

* fix: Fix ci unit-tests (aws#4713)

* chore(deps): bump requests from 2.31.0 to 2.32.2 in /tests/data/serve_resources/mlflow/pytorch (aws#4709)

Bumps [requests](https://github.com/psf/requests) from 2.31.0 to 2.32.2.
- [Release notes](https://github.com/psf/requests/releases)
- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)
- [Commits](psf/requests@v2.31.0...v2.32.2)

---
updated-dependencies:
- dependency-name: requests
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump apache-airflow from 2.9.0 to 2.9.1 in /requirements/extras (aws#4703)

* chore(deps): bump apache-airflow in /requirements/extras

Bumps [apache-airflow](https://github.com/apache/airflow) from 2.9.0 to 2.9.1.
- [Release notes](https://github.com/apache/airflow/releases)
- [Changelog](https://github.com/apache/airflow/blob/main/RELEASE_NOTES.rst)
- [Commits](apache/airflow@2.9.0...2.9.1)

---
updated-dependencies:
- dependency-name: apache-airflow
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update tox.ini to bump apache-airflow

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Kalyani Nikure <110067132+knikure@users.noreply.github.com>

* chore(deps): bump mlflow from 2.10.2 to 2.12.1 in /tests/data/serve_resources/mlflow/pytorch (aws#4690)

Bumps [mlflow](https://github.com/mlflow/mlflow) from 2.10.2 to 2.12.1.
- [Release notes](https://github.com/mlflow/mlflow/releases)
- [Changelog](https://github.com/mlflow/mlflow/blob/master/CHANGELOG.md)
- [Commits](mlflow/mlflow@v2.10.2...v2.12.1)

---
updated-dependencies:
- dependency-name: mlflow
  dependency-type: direct:production
...

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* chore(deps): bump mlflow from 2.11.1 to 2.12.1 in /tests/data/serve_resources/mlflow/xgboost (aws#4692)

Bumps [mlflow](https://github.com/mlflow/mlflow) from 2.11.1 to 2.12.1.
- [Release notes](https://github.com/mlflow/mlflow/releases)
- [Changelog](https://github.com/mlflow/mlflow/blob/master/CHANGELOG.md)
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---
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...

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* chore(deps): bump mlflow from 2.11.1 to 2.12.1 in /tests/data/serve_resources/mlflow/tensorflow (aws#4691)

Bumps [mlflow](https://github.com/mlflow/mlflow) from 2.11.1 to 2.12.1.
- [Release notes](https://github.com/mlflow/mlflow/releases)
- [Changelog](https://github.com/mlflow/mlflow/blob/master/CHANGELOG.md)
- [Commits](mlflow/mlflow@v2.11.1...v2.12.1)

---
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* change: Updates for DJL 0.28.0 release (aws#4701)

* Sync Branch

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* Merge

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* Fix UT (aws#1465)

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