diff --git a/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/poetry.lock b/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/poetry.lock
index 16e88fa096..b70d64d5da 100644
--- a/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/poetry.lock
+++ b/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/poetry.lock
@@ -1,5 +1,38 @@
 # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
+[[package]]
+name = "alembic"
+version = "1.13.3"
+description = "A database migration tool for SQLAlchemy."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "alembic-1.13.3-py3-none-any.whl", hash = "sha256:908e905976d15235fae59c9ac42c4c5b75cfcefe3d27c0fbf7ae15a37715d80e"},
+    {file = "alembic-1.13.3.tar.gz", hash = "sha256:203503117415561e203aa14541740643a611f641517f0209fcae63e9fa09f1a2"},
+]
+
+[package.dependencies]
+Mako = "*"
+SQLAlchemy = ">=1.3.0"
+typing-extensions = ">=4"
+
+[package.extras]
+tz = ["backports.zoneinfo"]
+
+[[package]]
+name = "aniso8601"
+version = "9.0.1"
+description = "A library for parsing ISO 8601 strings."
+optional = false
+python-versions = "*"
+files = [
+    {file = "aniso8601-9.0.1-py2.py3-none-any.whl", hash = "sha256:1d2b7ef82963909e93c4f24ce48d4de9e66009a21bf1c1e1c85bdd0812fe412f"},
+    {file = "aniso8601-9.0.1.tar.gz", hash = "sha256:72e3117667eedf66951bb2d93f4296a56b94b078a8a95905a052611fb3f1b973"},
+]
+
+[package.extras]
+dev = ["black", "coverage", "isort", "pre-commit", "pyenchant", "pylint"]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -29,6 +62,17 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
 tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 
+[[package]]
+name = "blinker"
+version = "1.8.2"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
+    {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
+]
+
 [[package]]
 name = "boto3"
 version = "1.34.143"
@@ -67,6 +111,17 @@ urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >
 [package.extras]
 crt = ["awscrt (==0.20.11)"]
 
+[[package]]
+name = "cachetools"
+version = "5.5.0"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
+    {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
+]
+
 [[package]]
 name = "certifi"
 version = "2023.7.22"
@@ -162,6 +217,20 @@ files = [
     {file = "charset_normalizer-3.2.0-py3-none-any.whl", hash = "sha256:8e098148dd37b4ce3baca71fb394c81dc5d9c7728c95df695d2dca218edf40e6"},
 ]
 
+[[package]]
+name = "click"
+version = "8.1.7"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "cloudpickle"
 version = "2.2.1"
@@ -195,6 +264,90 @@ files = [
     {file = "contextlib2-21.6.0.tar.gz", hash = "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"},
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.3.0"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
+
+[package.dependencies]
+numpy = ">=1.23"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
+
 [[package]]
 name = "coverage"
 version = "7.4.0"
@@ -262,6 +415,57 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli"]
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
+[[package]]
+name = "databricks-sdk"
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+description = "Databricks SDK for Python (Beta)"
+optional = false
+python-versions = ">=3.7"
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+
+[package.extras]
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+notebook = ["ipython (>=8,<9)", "ipywidgets (>=8,<9)"]
+
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "dill"
 version = "0.3.7"
@@ -326,6 +530,99 @@ files = [
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+Werkzeug = ">=3.0.0"
+
+[package.extras]
+async = ["asgiref (>=3.2)"]
+dotenv = ["python-dotenv"]
+
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+python-versions = ">=3.8"
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+[package.extras]
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+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["munkres", "pycairo", "scipy"]
+lxml = ["lxml (>=4.0)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+symfont = ["sympy"]
+type1 = ["xattr"]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=15.1.0)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "fsspec"
 version = "2023.9.2"
@@ -361,6 +658,61 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "gitdb"
+version = "4.0.11"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.43"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
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+
+[package.dependencies]
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+
+[package.extras]
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+
+[[package]]
+name = "google-auth"
+version = "2.35.0"
+description = "Google Authentication Library"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "google_auth-2.35.0.tar.gz", hash = "sha256:f4c64ed4e01e8e8b646ef34c018f8bf3338df0c8e37d8b3bba40e7f574a3278a"},
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+[package.dependencies]
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+pyasn1-modules = ">=0.2.1"
+rsa = ">=3.1.4,<5"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
+enterprise-cert = ["cryptography", "pyopenssl"]
+pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
+requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
+
 [[package]]
 name = "google-pasta"
 version = "0.2.0"
@@ -376,6 +728,158 @@ files = [
 [package.dependencies]
 six = "*"
 
+[[package]]
+name = "graphene"
+version = "3.3"
+description = "GraphQL Framework for Python"
+optional = false
+python-versions = "*"
+files = [
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+    {file = "graphene-3.3.tar.gz", hash = "sha256:529bf40c2a698954217d3713c6041d69d3f719ad0080857d7ee31327112446b0"},
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+[package.dependencies]
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+graphql-core = ">=3.1,<3.3"
+graphql-relay = ">=3.1,<3.3"
+
+[package.extras]
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+
+[[package]]
+name = "graphql-core"
+version = "3.2.4"
+description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
+optional = false
+python-versions = "<4,>=3.6"
+files = [
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+version = "3.2.0"
+description = "Relay library for graphql-core"
+optional = false
+python-versions = ">=3.6,<4"
+files = [
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+optional = false
+python-versions = ">=3.7"
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+
+[package.extras]
+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil"]
+
+[[package]]
+name = "gunicorn"
+version = "23.0.0"
+description = "WSGI HTTP Server for UNIX"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+packaging = "*"
+
+[package.extras]
+eventlet = ["eventlet (>=0.24.1,!=0.36.0)"]
+gevent = ["gevent (>=1.4.0)"]
+setproctitle = ["setproctitle"]
+testing = ["coverage", "eventlet", "gevent", "pytest", "pytest-cov"]
+tornado = ["tornado (>=0.2)"]
+
 [[package]]
 name = "idna"
 version = "3.4"
@@ -417,6 +921,17 @@ files = [
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 ]
 
+[[package]]
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+version = "2.2.0"
+description = "Safely pass data to untrusted environments and back."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
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 version = "3.1.2"
@@ -445,6 +960,17 @@ files = [
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 ]
 
+[[package]]
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+version = "1.4.2"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "jsonschema"
 version = "4.19.0"
@@ -480,6 +1006,163 @@ files = [
 [package.dependencies]
 referencing = ">=0.28.0"
 
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+description = "A fast implementation of the Cassowary constraint solver"
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+python-versions = ">=3.8"
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+jfrog = ["mlflow-jfrog-plugin"]
+langchain = ["langchain (>=0.1.0,<=0.2.15)"]
+sqlserver = ["mlflow-dbstore"]
+xethub = ["mlflow-xethub"]
+
 [[package]]
 name = "mock"
 version = "4.0.3"
@@ -841,6 +1667,52 @@ files = [
     {file = "nvidia_nvtx_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82"},
 ]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.27.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+importlib-metadata = ">=6.0,<=8.4.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.27.0"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+opentelemetry-api = "1.27.0"
+opentelemetry-semantic-conventions = "0.48b0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.48b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_semantic_conventions-0.48b0-py3-none-any.whl", hash = "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"},
+    {file = "opentelemetry_semantic_conventions-0.48b0.tar.gz", hash = "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+opentelemetry-api = "1.27.0"
+
 [[package]]
 name = "packaging"
 version = "23.1"
@@ -1136,6 +2008,82 @@ files = [
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
+[[package]]
+name = "pyarrow"
+version = "17.0.0"
+description = "Python library for Apache Arrow"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+numpy = ">=1.16.6"
+
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
+[[package]]
+name = "pyasn1"
+version = "0.6.1"
+description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
+    {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
+]
+
+[[package]]
+name = "pyasn1-modules"
+version = "0.4.1"
+description = "A collection of ASN.1-based protocols modules"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = "sha256:49bfa96b45a292b711e986f222502c1c9a5e1f4e568fc30e2574a6c7d07838fd"},
+    {file = "pyasn1_modules-0.4.1.tar.gz", hash = "sha256:c28e2dbf9c06ad61c71a075c7e0f9fd0f1b0bb2d2ad4377f240d33ac2ab60a7c"},
+]
+
+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.7.0"
+
 [[package]]
 name = "pydantic"
 version = "2.8.2"
@@ -1270,6 +2218,20 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.1.4"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.6.8"
+files = [
+    {file = "pyparsing-3.1.4-py3-none-any.whl", hash = "sha256:a6a7ee4235a3f944aa1fa2249307708f893fe5717dc603503c6c7969c070fb7c"},
+    {file = "pyparsing-3.1.4.tar.gz", hash = "sha256:f86ec8d1a83f11977c9a6ea7598e8c27fc5cddfa5b07ea2241edbbde1d7bc032"},
+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pytest"
 version = "8.3.3"
@@ -1578,6 +2540,20 @@ files = [
     {file = "rpds_py-0.9.2.tar.gz", hash = "sha256:8d70e8f14900f2657c249ea4def963bed86a29b81f81f5b76b5a9215680de945"},
 ]
 
+[[package]]
+name = "rsa"
+version = "4.9"
+description = "Pure-Python RSA implementation"
+optional = false
+python-versions = ">=3.6,<4"
+files = [
+    {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
+    {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
+]
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
 [[package]]
 name = "s3transfer"
 version = "0.10.2"
@@ -1597,13 +2573,13 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "sagemaker"
-version = "2.232.1"
+version = "2.232.2"
 description = "Open source library for training and deploying models on Amazon SageMaker."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sagemaker-2.232.1-py3-none-any.whl", hash = "sha256:64b92639918613b8042ddbc13f34cfac65145d916ff0c0001b249f9f33012cb1"},
-    {file = "sagemaker-2.232.1.tar.gz", hash = "sha256:e59e1ac79bc31235b8d5c766abee5c6b2fd526814d1dde62b98e7dca9654503c"},
+    {file = "sagemaker-2.232.2-py3-none-any.whl", hash = "sha256:49afdb0d83635bb71c5177e5ca6fb0b2dca804fa3c3f115f74dac88b77238f2f"},
+    {file = "sagemaker-2.232.2.tar.gz", hash = "sha256:96732fc6986ad5b723b05bac5d5ee8e4594e51c6c65c0cc0d07c0dbef69e82b7"},
 ]
 
 [package.dependencies]
@@ -1624,6 +2600,7 @@ psutil = "*"
 pyyaml = ">=6.0,<7.0"
 requests = "*"
 sagemaker-core = ">=1.0.0,<2.0.0"
+sagemaker-mlflow = "*"
 schema = "*"
 smdebug-rulesconfig = "1.0.1"
 tblib = ">=1.7.0,<4"
@@ -1662,6 +2639,25 @@ rich = ">=13.0.0,<14.0.0"
 [package.extras]
 codegen = ["black (>=24.3.0,<25.0.0)", "pandas (>=2.0.0,<3.0.0)", "pylint (>=3.0.0,<4.0.0)", "pytest (>=8.0.0,<9.0.0)"]
 
+[[package]]
+name = "sagemaker-mlflow"
+version = "0.1.0"
+description = "AWS Plugin for MLFlow with SageMaker"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "sagemaker_mlflow-0.1.0-py3-none-any.whl", hash = "sha256:b0dc955e2898de2070b489e982372edafc0ec708634a2e69c21e2570d7308b0c"},
+    {file = "sagemaker_mlflow-0.1.0.tar.gz", hash = "sha256:1fe8f7f010f7c68b6b0b46c032cf6a414f20adfc26cbc6a731d3a91b32b9b84f"},
+]
+
+[package.dependencies]
+boto3 = ">=1.34"
+mlflow = ">=2.8"
+
+[package.extras]
+test = ["boto3", "coverage (>=5.2,<6.2)", "mlflow", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist", "scikit-learn"]
+test-prerelease = ["mlflow", "packaging", "pytest"]
+
 [[package]]
 name = "schema"
 version = "0.7.5"
@@ -1676,6 +2672,98 @@ files = [
 [package.dependencies]
 contextlib2 = ">=0.5.5"
 
+[[package]]
+name = "scikit-learn"
+version = "1.5.2"
+description = "A set of python modules for machine learning and data mining"
+optional = false
+python-versions = ">=3.9"
+files = [
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+
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+optional = false
+python-versions = ">=3.8"
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+
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 version = "1.12"
@@ -1743,6 +2944,17 @@ files = [
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 version = "1.6.4"
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 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
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+    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
+]
+
 [[package]]
 name = "zipp"
 version = "3.16.2"
@@ -1960,4 +3283,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "3.10.x"
-content-hash = "9c57fb30d2922faa2643eb8d30b31638a4cfc078803ea68cf35459b7ffb2c432"
+content-hash = "db360fed69b4bfbf2809af7269f9676cbbb78d755052238160e207cf5d327438"
diff --git a/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/pyproject.toml b/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/pyproject.toml
index ce4b73df73..1036f9b804 100644
--- a/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/pyproject.toml
+++ b/cloud-platform/aws/amazon-sagemaker/pytorch-mnist/pyproject.toml
@@ -10,7 +10,7 @@ torchvision = "0.19.1"
 poethepoet = "0.28.0"
 pytest = "8.3.3"
 pytest-cov = "5.0.0"
-sagemaker = "2.232.1"
+sagemaker = "2.232.2"
 
 [build-system]
 requires = ["poetry-core"]