From 70c151d2ad60f28af026ed2d997f7969a8b0e885 Mon Sep 17 00:00:00 2001
From: Andy Stoneberg <astonebe@redhat.com>
Date: Fri, 20 Dec 2024 11:18:54 -0500
Subject: [PATCH] feat(deps): add kubeflow-training to workbench images

This commit adds `kubeflow-training[huggingface]` to the following workbench images:
- `./jupyter/datascience/ubi9-python-3.11`
- `./jupyter/pytorch/ubi9-python-3.11`
- `./jupyter/rocm/pytorch/ubi9-python-3.11`
- `./jupyter/trustyai/ubi9-python-3.11`
- `./codeserver/ubi9-python-3.11`

This outcome comes with a slew of caveats and disclaimers:
- Due to a dependency conflict, `codeflare-sdk==0.24.3` was **also** added to the following workbench images.
    - `./jupyter/datascience/ubi9-python-3.11`
    - `./jupyter/pytorch/ubi9-python-3.11`
    - `./jupyter/rocm/pytorch/ubi9-python-3.11`
    - `./jupyter/trustyai/ubi9-python-3.11`
- :warning: In what may be a "controversial" decision, `codeflare-sdk` was **NOT** updated on other workbench images.  Since `0.24.3` was a "one-off" release to unblock the `kubeflow-training` inclusion - the thought process here is that normal "sync" procedures on the next official release will standardize the `codeflare-sdk` dependency across all workbench images.  This allows us to restrict the testing effort of this commit.
- `jupyter/minmal/ubi9-python-3.11` was deliberately excluded from receiving `kubeflow-training` per discussions with team.
- Due to dependency conflicts discovered `tensorflow`-based workbench images,`kubeflow-training` has not been added to those workbench images at this time.  This decision was agreed to by affect stakeholders.  Core blocking issue can be seen here:
    - https://github.com/onnx/tensorflow-onnx/issues/2328
- Due to a dependency conflict, `transformers = "==4.38.0"` was **also** added to the`./jupyter/trustyai/ubi9-python-3.11` workbench image after discussion with the developer that last worked on the `trustyai` image.  While it certainly must be tested, there was no strict requirement that necessitated pinning the `transformers` dependency to `4.36.2` - and the `huggingface` `extras` now introduces a `4.38.0` constraint for `transformers`.

Related-to: https://issues.redhat.com/browse/RHOAIENG-12822
---
 codeserver/ubi9-python-3.11/Pipfile           |   3 +-
 codeserver/ubi9-python-3.11/Pipfile.lock      | 741 +++++++++++++++++-
 jupyter/datascience/ubi9-python-3.11/Pipfile  |   3 +-
 .../datascience/ubi9-python-3.11/Pipfile.lock | 537 ++++++++++++-
 jupyter/pytorch/ubi9-python-3.11/Pipfile      |   3 +-
 jupyter/pytorch/ubi9-python-3.11/Pipfile.lock | 383 ++++++++-
 jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile |   3 +-
 .../pytorch/ubi9-python-3.11/Pipfile.lock     | 383 ++++++++-
 jupyter/trustyai/ubi9-python-3.11/Pipfile     |   5 +-
 .../trustyai/ubi9-python-3.11/Pipfile.lock    |  33 +-
 10 files changed, 2076 insertions(+), 18 deletions(-)
 mode change 100644 => 100755 codeserver/ubi9-python-3.11/Pipfile
 mode change 100644 => 100755 jupyter/datascience/ubi9-python-3.11/Pipfile
 mode change 100644 => 100755 jupyter/pytorch/ubi9-python-3.11/Pipfile
 mode change 100644 => 100755 jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile
 mode change 100644 => 100755 jupyter/trustyai/ubi9-python-3.11/Pipfile

diff --git a/codeserver/ubi9-python-3.11/Pipfile b/codeserver/ubi9-python-3.11/Pipfile
old mode 100644
new mode 100755
index af45d4cd8..e02edf748
--- a/codeserver/ubi9-python-3.11/Pipfile
+++ b/codeserver/ubi9-python-3.11/Pipfile
@@ -26,8 +26,9 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 ipykernel = "~=6.29.3"
+kubeflow-training = {extras = ["huggingface"], version = "==1.8.1"}
 
-# Some extra usefull packages
+# Some extra useful packages
 opencensus = "~=0.11.4"
 smart-open = "~=7.0.1"
 virtualenv = "~=20.25.1"
diff --git a/codeserver/ubi9-python-3.11/Pipfile.lock b/codeserver/ubi9-python-3.11/Pipfile.lock
index 32ec27e1f..548228f68 100644
--- a/codeserver/ubi9-python-3.11/Pipfile.lock
+++ b/codeserver/ubi9-python-3.11/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "7b6ebbf7e1bacecacba19d40f304ee275e847910891df52aa4423ef896002c7a"
+            "sha256": "294ef643507ae7c8d596bccbe0894c5b2c8b889b637d7b056065587385119d64"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -21,6 +21,14 @@
         ]
     },
     "default": {
+        "accelerate": {
+            "hashes": [
+                "sha256:03e161fc69d495daf2b9b5c8d5b43d06e2145520c04727b5bda56d49f1a43ab5",
+                "sha256:be1cbb958cf837e7cdfbde46b812964b1b8ae94c9c7d94d921540beafcee8ddf"
+            ],
+            "markers": "python_full_version >= '3.9.0'",
+            "version": "==1.2.1"
+        },
         "asttokens": {
             "hashes": [
                 "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7",
@@ -283,13 +291,19 @@
             ],
             "version": "==0.3.9"
         },
+        "durationpy": {
+            "hashes": [
+                "sha256:e65359a7af5cedad07fb77a2dd3f390f8eb0b74cb845589fa6c057086834dd38",
+                "sha256:fd3feb0a69a0057d582ef643c355c40d2fa1c942191f914d12203b1a01ac722a"
+            ],
+            "version": "==0.9"
+        },
         "executing": {
             "hashes": [
-                "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf",
-                "sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab"
+                "sha256:0314a69e37426e3608aada02473b4161d4caf5a4b244d1d0c48072b8fee7bacc",
+                "sha256:19da64c18d2d851112f09c287f8d3dbbdf725ab0e569077efb6cdcbd3497c107"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==2.1.0"
+            "version": "==1.2.0"
         },
         "filelock": {
             "hashes": [
@@ -355,6 +369,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.55.3"
         },
+        "fsspec": {
+            "hashes": [
+                "sha256:670700c977ed2fb51e0d9f9253177ed20cbde4a3e5c0283cc5385b5870c8533f",
+                "sha256:b520aed47ad9804237ff878b504267a3b0b441e97508bd6d2d8774e3db85cee2"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2024.12.0"
+        },
         "google-api-core": {
             "hashes": [
                 "sha256:10d82ac0fca69c82a25b3efdeefccf6f28e02ebb97925a8cce8edbfe379929d9",
@@ -379,6 +401,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.66.0"
         },
+        "huggingface-hub": {
+            "hashes": [
+                "sha256:8f2e834517f1f1ddf1ecc716f91b120d7333011b7485f665a9a412eacb1a2a81",
+                "sha256:902cce1a1be5739f5589e560198a65a8edcfd3b830b1666f36e4b961f0454fac"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==0.27.0"
+        },
         "idna": {
             "hashes": [
                 "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9",
@@ -412,6 +442,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==0.19.2"
         },
+        "jinja2": {
+            "hashes": [
+                "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369",
+                "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==3.1.4"
+        },
         "jmespath": {
             "hashes": [
                 "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980",
@@ -538,6 +576,91 @@
             "markers": "python_version >= '3.10'",
             "version": "==1.4.8"
         },
+        "kubeflow-training": {
+            "extras": [
+                "huggingface"
+            ],
+            "hashes": [
+                "sha256:137cdeb5843f90e637fd53df988cbf6894501900c8f372e7de75a6a1302fe8f5",
+                "sha256:ef36df107b850c6e6587dc1b9b7a92aaa7b6cf28e9d73b5f1eb87dd84e80222d"
+            ],
+            "version": "==1.8.1"
+        },
+        "kubernetes": {
+            "hashes": [
+                "sha256:28945de906c8c259c1ebe62703b56a03b714049372196f854105afe4e6d014c0",
+                "sha256:bf141e2d380c8520eada8b351f4e319ffee9636328c137aa432bc486ca1200e1"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==31.0.0"
+        },
+        "markupsafe": {
+            "hashes": [
+                "sha256:0bff5e0ae4ef2e1ae4fdf2dfd5b76c75e5c2fa4132d05fc1b0dabcd20c7e28c4",
+                "sha256:0f4ca02bea9a23221c0182836703cbf8930c5e9454bacce27e767509fa286a30",
+                "sha256:1225beacc926f536dc82e45f8a4d68502949dc67eea90eab715dea3a21c1b5f0",
+                "sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9",
+                "sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396",
+                "sha256:1a9d3f5f0901fdec14d8d2f66ef7d035f2157240a433441719ac9a3fba440b13",
+                "sha256:1c99d261bd2d5f6b59325c92c73df481e05e57f19837bdca8413b9eac4bd8028",
+                "sha256:1e084f686b92e5b83186b07e8a17fc09e38fff551f3602b249881fec658d3eca",
+                "sha256:2181e67807fc2fa785d0592dc2d6206c019b9502410671cc905d132a92866557",
+                "sha256:2cb8438c3cbb25e220c2ab33bb226559e7afb3baec11c4f218ffa7308603c832",
+                "sha256:3169b1eefae027567d1ce6ee7cae382c57fe26e82775f460f0b2778beaad66c0",
+                "sha256:3809ede931876f5b2ec92eef964286840ed3540dadf803dd570c3b7e13141a3b",
+                "sha256:38a9ef736c01fccdd6600705b09dc574584b89bea478200c5fbf112a6b0d5579",
+                "sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a",
+                "sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c",
+                "sha256:48032821bbdf20f5799ff537c7ac3d1fba0ba032cfc06194faffa8cda8b560ff",
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+                "sha256:6af100e168aa82a50e186c82875a5893c5597a0c1ccdb0d8b40240b1f28b969a",
+                "sha256:6c89876f41da747c8d3677a2b540fb32ef5715f97b66eeb0c6b66f5e3ef6f59d",
+                "sha256:6e296a513ca3d94054c2c881cc913116e90fd030ad1c656b3869762b754f5f8a",
+                "sha256:70a87b411535ccad5ef2f1df5136506a10775d267e197e4cf531ced10537bd6b",
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+                "sha256:88416bd1e65dcea10bc7569faacb2c20ce071dd1f87539ca2ab364bf6231393c",
+                "sha256:88b49a3b9ff31e19998750c38e030fc7bb937398b1f78cfa599aaef92d693144",
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+                "sha256:93335ca3812df2f366e80509ae119189886b0f3c2b81325d39efdb84a1e2ae93",
+                "sha256:9778bd8ab0a994ebf6f84c2b949e65736d5575320a17ae8984a77fab08db94cf",
+                "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158",
+                "sha256:a123e330ef0853c6e822384873bef7507557d8e4a082961e1defa947aa59ba84",
+                "sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb",
+                "sha256:ad10d3ded218f1039f11a75f8091880239651b52e9bb592ca27de44eed242a48",
+                "sha256:b424c77b206d63d500bcb69fa55ed8d0e6a3774056bdc4839fc9298a7edca171",
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+                "sha256:bbcb445fa71794da8f178f0f6d66789a28d7319071af7a496d4d507ed566270d",
+                "sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1",
+                "sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d",
+                "sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca",
+                "sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a",
+                "sha256:cfad01eed2c2e0c01fd0ecd2ef42c492f7f93902e39a42fc9ee1692961443a29",
+                "sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe",
+                "sha256:d8213e09c917a951de9d09ecee036d5c7d36cb6cb7dbaece4c71a60d79fb9798",
+                "sha256:e07c3764494e3776c602c1e78e298937c3315ccc9043ead7e685b7f2b8d47b3c",
+                "sha256:e17c96c14e19278594aa4841ec148115f9c7615a47382ecb6b82bd8fea3ab0c8",
+                "sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f",
+                "sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f",
+                "sha256:eaa0a10b7f72326f1372a713e73c3f739b524b3af41feb43e4921cb529f5929a",
+                "sha256:eb7972a85c54febfb25b5c4b4f3af4dcc731994c7da0d8a0b4a6eb0640e1d178",
+                "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0",
+                "sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79",
+                "sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430",
+                "sha256:fcabf5ff6eea076f859677f5f0b6b5c1a51e70a376b0579e0eadef8db48c6b50"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==3.0.2"
+        },
         "matplotlib": {
             "hashes": [
                 "sha256:1c13f041a7178f9780fb61cc3a2b10423d5e125480e4be51beaf62b172413b67",
@@ -581,6 +704,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.1.7"
         },
+        "mpmath": {
+            "hashes": [
+                "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f",
+                "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"
+            ],
+            "version": "==1.3.0"
+        },
         "nest-asyncio": {
             "hashes": [
                 "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe",
@@ -589,6 +719,14 @@
             "markers": "python_version >= '3.5'",
             "version": "==1.6.0"
         },
+        "networkx": {
+            "hashes": [
+                "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1",
+                "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"
+            ],
+            "markers": "python_version >= '3.10'",
+            "version": "==3.4.2"
+        },
         "numpy": {
             "hashes": [
                 "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b",
@@ -632,6 +770,119 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
+        "nvidia-cublas-cu12": {
+            "hashes": [
+                "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3",
+                "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b",
+                "sha256:5a796786da89203a0657eda402bcdcec6180254a8ac22d72213abc42069522dc"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.4.5.8"
+        },
+        "nvidia-cuda-cupti-cu12": {
+            "hashes": [
+                "sha256:5688d203301ab051449a2b1cb6690fbe90d2b372f411521c86018b950f3d7922",
+                "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a",
+                "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.4.127"
+        },
+        "nvidia-cuda-nvrtc-cu12": {
+            "hashes": [
+                "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198",
+                "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338",
+                "sha256:a961b2f1d5f17b14867c619ceb99ef6fcec12e46612711bcec78eb05068a60ec"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.4.127"
+        },
+        "nvidia-cuda-runtime-cu12": {
+            "hashes": [
+                "sha256:09c2e35f48359752dfa822c09918211844a3d93c100a715d79b59591130c5e1e",
+                "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5",
+                "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.4.127"
+        },
+        "nvidia-cudnn-cu12": {
+            "hashes": [
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@@ -752,6 +1003,14 @@
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@@ -1008,6 +1267,65 @@
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@@ -1248,6 +1797,14 @@
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@@ -1264,6 +1821,145 @@
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+                "sha256:9c861d35e8286a53e06e9e28d030b5a05bcbf5ac9d7229e561e53c352a85b1fc",
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+                "sha256:a47acfac7e511f6bbfcf2d3fb8c26979c780a91e06fb5b9a43831b2c0153d024",
+                "sha256:a907d76dcfda37023ba203ab4ceeb21bc5683436ebefbd895a0841fd52f6f6f2",
+                "sha256:a9b9b070fdad06e347563b88c278995735292ded1132f8657084989a4c84a6d5",
+                "sha256:b10122d8d8e30afb43bb1fe21a3619f62c3e2574bff2699cf8af8b0b6c5dc4a3",
+                "sha256:b8fcfa81bcb9447df582c5bc96a031e6df4da2a774b8080d4f02c0c16b42be0b",
+                "sha256:c1257f4394be0d3b00de8c9e840ca5601d0a4a8438361ce9c2b05c7d25f6057b",
+                "sha256:c2d60f5246f4da9373f75ff18d64c69cbf60c3bca597290cea01059c336d2470",
+                "sha256:c73e2e74bbb07910da0d37c326869f34113137b23eadad3fc00856e6b3d9930c",
+                "sha256:c9a09cd26cca2e1c349f91aa665309ddb48d71636370749414fbf67bc83c5343",
+                "sha256:c9a2ebdd2ad4ec7a68e7615086e633857c85e2f18025bd05d2a4399e6c5f7169",
+                "sha256:cc90102ed17271cf0a1262babe5939e0134b3890345d11a19c3145184b706055",
+                "sha256:ccd73a82751c523b3fc31ff8194702e4af4db21dc20e55b30ecc2079c5d43cb7",
+                "sha256:ccec77aa7150e38eec6878a493bf8c263ff1fa8a62404e16c6203c64c1f16a26",
+                "sha256:cf27fd43472e07b57cf420eee1e814549203d56de00b5af8659cb99885472f1f",
+                "sha256:cf7fd9a5141634fa3aa8d6b7be362e6ae1b4cda60da81388fa533e0b552c98fd",
+                "sha256:cfed5c64e5be23d7ee0f0e98081a25c2a46b0b77ce99a4f0605b1ec43dd481fa",
+                "sha256:d0222c5b7c9b26c0b4822a82f6a7011de0a9d3060e1da176f66274b70f846b98",
+                "sha256:d05a1b06f986d41aed5f2de464c003004b2df8aaf66f2b7628254bcbfb72a438",
+                "sha256:d44ba80988ff9424e33e0a49445072ac7029d8c0e1601ad25a0ca5f41ed0c1d6",
+                "sha256:d857be2df69763362ac699f8b251a8cd3fac9d21893de129bc788f8baaef2693",
+                "sha256:d88b96ff0fe8e91f6ef01ba50b0d71db5017fa4e3b1d99681cec89a85faf7bf7",
+                "sha256:daa348f02d15160cb35439098ac96e3a53bacf35885072611cd9e5be7d333daa",
+                "sha256:db35825f6d54215f6b6009a7ff3eedee0848c99a6271c870d2826fbbedf31a38",
+                "sha256:dc3ad9ebc76eabe8b1d7c04d38be884b8f9d60c0cdc09b0aa4e3bcf746de0388",
+                "sha256:dce74266919b892f82b1b86025a613956ea0ea62a4843d4c4237be2c5498ed3a",
+                "sha256:de19c4dc503c612847edf833c82e9f73cd79926a384af9d801dcf93f110cea4e",
+                "sha256:e2ea752f2b0fe96eb6e2f3adbbf4d72aaa1272079b0dfa1145507bd6a5d537e6",
+                "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91",
+                "sha256:ea09acd2fe3324174063d61ad620dec3bcf042b495515f27f638270a7d466e8b",
+                "sha256:ea621a7eef4b70e1f7a4e84dd989ae3f0eeb50fc8690254eacc08acb623e82f1",
+                "sha256:f1b3b31884dc8e9b21508bb76da80ebf7308fdb947a17affce815665d5c4d028",
+                "sha256:f33dfbdec3784093a9aebb3680d1f91336c56d86cc70ddf88708251da1fe9064",
+                "sha256:f3f40604f5042ff210ba82743dda2b6aa3e55aa12df4e9f2378ee01a17e2855e",
+                "sha256:f86593c18d2e6248e72fb91c77d413a815153b8ea4e31f7cd443bdf28e467670",
+                "sha256:fb16ba563d59003028b678d2361a27f7e4ae0ab29c7a80690efa20d829c81fdb"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.15.2"
+        },
+        "torch": {
+            "hashes": [
+                "sha256:1f3b7fb3cf7ab97fae52161423f81be8c6b8afac8d9760823fd623994581e1a3",
+                "sha256:23d062bf70776a3d04dbe74db950db2a5245e1ba4f27208a87f0d743b0d06e86",
+                "sha256:31f8c39660962f9ae4eeec995e3049b5492eb7360dd4f07377658ef4d728fa4c",
+                "sha256:32a037bd98a241df6c93e4c789b683335da76a2ac142c0973675b715102dc5fa",
+                "sha256:340ce0432cad0d37f5a31be666896e16788f1adf8ad7be481196b503dad675b9",
+                "sha256:34bfa1a852e5714cbfa17f27c49d8ce35e1b7af5608c4bc6e81392c352dbc601",
+                "sha256:3f4b7f10a247e0dcd7ea97dc2d3bfbfc90302ed36d7f3952b0008d0df264e697",
+                "sha256:46c817d3ea33696ad3b9df5e774dba2257e9a4cd3c4a3afbf92f6bb13ac5ce2d",
+                "sha256:603c52d2fe06433c18b747d25f5c333f9c1d58615620578c326d66f258686f9a",
+                "sha256:71328e1bbe39d213b8721678f9dcac30dfc452a46d586f1d514a6aa0a99d4744",
+                "sha256:73e58e78f7d220917c5dbfad1a40e09df9929d3b95d25e57d9f8558f84c9a11c",
+                "sha256:7974e3dce28b5a21fb554b73e1bc9072c25dde873fa00d54280861e7a009d7dc",
+                "sha256:8046768b7f6d35b85d101b4b38cba8aa2f3cd51952bc4c06a49580f2ce682291",
+                "sha256:8c712df61101964eb11910a846514011f0b6f5920c55dbf567bff8a34163d5b1",
+                "sha256:9b61edf3b4f6e3b0e0adda8b3960266b9009d02b37555971f4d1c8f7a05afed7",
+                "sha256:de5b7d6740c4b636ef4db92be922f0edc425b65ed78c5076c43c42d362a45457",
+                "sha256:ed231a4b3a5952177fafb661213d690a72caaad97d5824dd4fc17ab9e15cec03"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==2.5.1"
+        },
         "tornado": {
             "hashes": [
                 "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803",
@@ -1281,6 +1977,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==6.4.2"
         },
+        "tqdm": {
+            "hashes": [
+                "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2",
+                "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==4.67.1"
+        },
         "traitlets": {
             "hashes": [
                 "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7",
@@ -1289,6 +1993,25 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.14.3"
         },
+        "transformers": {
+            "hashes": [
+                "sha256:a6d7ae9afcfcc0773d8b9ef20940344bd1cae54fe49175ddea61c7c8d11fb52a",
+                "sha256:aa98177980467cb0c73f34b19d70d0577ec021c7c00706fbaca46ac358fd083c"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==4.38.0"
+        },
+        "triton": {
+            "hashes": [
+                "sha256:0f34f6e7885d1bf0eaaf7ba875a5f0ce6f3c13ba98f9503651c1e6dc6757ed5c",
+                "sha256:6b0dd10a925263abbe9fa37dcde67a5e9b2383fc269fdf59f5657cac38c5d1d8",
+                "sha256:6dadaca7fc24de34e180271b5cf864c16755702e9f63a16f62df714a8099126a",
+                "sha256:aafa9a20cd0d9fee523cd4504aa7131807a864cd77dcf6efe7e981f18b8c6c11",
+                "sha256:c8182f42fd8080a7d39d666814fa36c5e30cc00ea7eeeb1a2983dbb4c99a0fdc"
+            ],
+            "markers": "platform_system == 'Linux' and platform_machine == 'x86_64' and python_version < '3.13'",
+            "version": "==3.1.0"
+        },
         "typing-extensions": {
             "hashes": [
                 "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
@@ -1329,6 +2052,14 @@
             ],
             "version": "==0.2.13"
         },
+        "websocket-client": {
+            "hashes": [
+                "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
+                "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.8.0"
+        },
         "wheel": {
             "hashes": [
                 "sha256:465ef92c69fa5c5da2d1cf8ac40559a8c940886afcef87dcf14b9470862f1d85",
diff --git a/jupyter/datascience/ubi9-python-3.11/Pipfile b/jupyter/datascience/ubi9-python-3.11/Pipfile
old mode 100644
new mode 100755
index ec76c246f..304337827
--- a/jupyter/datascience/ubi9-python-3.11/Pipfile
+++ b/jupyter/datascience/ubi9-python-3.11/Pipfile
@@ -18,7 +18,8 @@ scikit-learn = "~=1.5.1"
 scipy = "~=1.14.1"
 skl2onnx = "~=1.17.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.24.0"
+codeflare-sdk = "==0.24.3"
+kubeflow-training = {extras = ["huggingface"], version = "==1.8.1"}
 
 # DB connectors
 pymongo = "~=4.8.0"
diff --git a/jupyter/datascience/ubi9-python-3.11/Pipfile.lock b/jupyter/datascience/ubi9-python-3.11/Pipfile.lock
index 8fb429103..a2fc3f1ef 100644
--- a/jupyter/datascience/ubi9-python-3.11/Pipfile.lock
+++ b/jupyter/datascience/ubi9-python-3.11/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "cb7f2b9a920bc6c784d5c4c077c183a9c68c19e912e152fd22a4af8b71eff2c4"
+            "sha256": "de3fac66ad070e998accbd5818310ee3b63fe7275df2e2e6223f895d77d3f7b1"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,6 +16,14 @@
         ]
     },
     "default": {
+        "accelerate": {
+            "hashes": [
+                "sha256:03e161fc69d495daf2b9b5c8d5b43d06e2145520c04727b5bda56d49f1a43ab5",
+                "sha256:be1cbb958cf837e7cdfbde46b812964b1b8ae94c9c7d94d921540beafcee8ddf"
+            ],
+            "markers": "python_full_version >= '3.9.0'",
+            "version": "==1.2.1"
+        },
         "aiohappyeyeballs": {
             "hashes": [
                 "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745",
@@ -1200,6 +1208,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.28.1"
         },
+        "huggingface-hub": {
+            "hashes": [
+                "sha256:8f2e834517f1f1ddf1ecc716f91b120d7333011b7485f665a9a412eacb1a2a81",
+                "sha256:902cce1a1be5739f5589e560198a65a8edcfd3b830b1666f36e4b961f0454fac"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==0.27.0"
+        },
         "idna": {
             "hashes": [
                 "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9",
@@ -1583,6 +1599,16 @@
             "markers": "python_version >= '3.10'",
             "version": "==1.4.8"
         },
+        "kubeflow-training": {
+            "extras": [
+                "huggingface"
+            ],
+            "hashes": [
+                "sha256:137cdeb5843f90e637fd53df988cbf6894501900c8f372e7de75a6a1302fe8f5",
+                "sha256:ef36df107b850c6e6587dc1b9b7a92aaa7b6cf28e9d73b5f1eb87dd84e80222d"
+            ],
+            "version": "==1.8.1"
+        },
         "kubernetes": {
             "hashes": [
                 "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc",
@@ -1831,6 +1857,13 @@
             "markers": "python_version >= '3.6'",
             "version": "==5.1.0"
         },
+        "mpmath": {
+            "hashes": [
+                "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f",
+                "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"
+            ],
+            "version": "==1.3.0"
+        },
         "msgpack": {
             "hashes": [
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@@ -2167,6 +2200,111 @@
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@@ -2350,6 +2488,14 @@
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@@ -3253,6 +3399,106 @@
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@@ -3277,6 +3523,13 @@
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@@ -3494,6 +3747,122 @@
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         "scikit-learn": {
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                 "sha256:03b6158efa3faaf1feea3faa884c840ebd61b6484167c711548fce208ea09445",
@@ -3654,6 +4023,14 @@
             ],
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         },
+        "sympy": {
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@@ -3710,6 +4087,122 @@
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+                "sha256:7ca22bd897537a0080521445d91a58886c8c04084a6a19e6c78c586e0cfa92a5",
+                "sha256:7ef789f83eb0f9baeb4d09a86cd639c0a5518528f9992f38b28e819df397eb06",
+                "sha256:82f8652a74cc107052328b87ea8b34291c0f55b96d8fb261b3880216a9f9e48e",
+                "sha256:865c60ae6eaebdde7da66191ee9b7db52e542ed8ee9d2c653b6d190a9351b980",
+                "sha256:89cd1cb93e4b12ff39bb2d626ad77e35209de9309a71e4d3d4672667b4b256e7",
+                "sha256:8b9ec69247a23747669ec4b0ca10f8e3dfb3545d550258129bd62291aabe8605",
+                "sha256:918fbb0eab96fe08e72a8c2b5461e9cce95585d82a58688e7f01c2bd546c79d0",
+                "sha256:93268e788825f52de4c7bdcb6ebc1fcd4a5442c02e730faa9b6b08f23ead0e24",
+                "sha256:936bf3842db5b2048eaa53dade907b1160f318e7c90c74bfab86f1e47720bdd6",
+                "sha256:968fa1fb3c27398b28a4eca1cbd1e19355c4d3a6007f7398d48826bbe3a0f728",
+                "sha256:9ba9f6895af58487ca4f54e8a664a322f16c26bbb442effd01087eba391a719e",
+                "sha256:9c861d35e8286a53e06e9e28d030b5a05bcbf5ac9d7229e561e53c352a85b1fc",
+                "sha256:9e0480c452217edd35eca56fafe2029fb4d368b7c0475f8dfa3c5c9c400a7456",
+                "sha256:a308a607ca9de2c64c1b9ba79ec9a403969715a1b8ba5f998a676826f1a7039d",
+                "sha256:a33ab881c8fe70474980577e033d0bc9a27b7ab8272896e500708b212995d834",
+                "sha256:a47acfac7e511f6bbfcf2d3fb8c26979c780a91e06fb5b9a43831b2c0153d024",
+                "sha256:a907d76dcfda37023ba203ab4ceeb21bc5683436ebefbd895a0841fd52f6f6f2",
+                "sha256:a9b9b070fdad06e347563b88c278995735292ded1132f8657084989a4c84a6d5",
+                "sha256:b10122d8d8e30afb43bb1fe21a3619f62c3e2574bff2699cf8af8b0b6c5dc4a3",
+                "sha256:b8fcfa81bcb9447df582c5bc96a031e6df4da2a774b8080d4f02c0c16b42be0b",
+                "sha256:c1257f4394be0d3b00de8c9e840ca5601d0a4a8438361ce9c2b05c7d25f6057b",
+                "sha256:c2d60f5246f4da9373f75ff18d64c69cbf60c3bca597290cea01059c336d2470",
+                "sha256:c73e2e74bbb07910da0d37c326869f34113137b23eadad3fc00856e6b3d9930c",
+                "sha256:c9a09cd26cca2e1c349f91aa665309ddb48d71636370749414fbf67bc83c5343",
+                "sha256:c9a2ebdd2ad4ec7a68e7615086e633857c85e2f18025bd05d2a4399e6c5f7169",
+                "sha256:cc90102ed17271cf0a1262babe5939e0134b3890345d11a19c3145184b706055",
+                "sha256:ccd73a82751c523b3fc31ff8194702e4af4db21dc20e55b30ecc2079c5d43cb7",
+                "sha256:ccec77aa7150e38eec6878a493bf8c263ff1fa8a62404e16c6203c64c1f16a26",
+                "sha256:cf27fd43472e07b57cf420eee1e814549203d56de00b5af8659cb99885472f1f",
+                "sha256:cf7fd9a5141634fa3aa8d6b7be362e6ae1b4cda60da81388fa533e0b552c98fd",
+                "sha256:cfed5c64e5be23d7ee0f0e98081a25c2a46b0b77ce99a4f0605b1ec43dd481fa",
+                "sha256:d0222c5b7c9b26c0b4822a82f6a7011de0a9d3060e1da176f66274b70f846b98",
+                "sha256:d05a1b06f986d41aed5f2de464c003004b2df8aaf66f2b7628254bcbfb72a438",
+                "sha256:d44ba80988ff9424e33e0a49445072ac7029d8c0e1601ad25a0ca5f41ed0c1d6",
+                "sha256:d857be2df69763362ac699f8b251a8cd3fac9d21893de129bc788f8baaef2693",
+                "sha256:d88b96ff0fe8e91f6ef01ba50b0d71db5017fa4e3b1d99681cec89a85faf7bf7",
+                "sha256:daa348f02d15160cb35439098ac96e3a53bacf35885072611cd9e5be7d333daa",
+                "sha256:db35825f6d54215f6b6009a7ff3eedee0848c99a6271c870d2826fbbedf31a38",
+                "sha256:dc3ad9ebc76eabe8b1d7c04d38be884b8f9d60c0cdc09b0aa4e3bcf746de0388",
+                "sha256:dce74266919b892f82b1b86025a613956ea0ea62a4843d4c4237be2c5498ed3a",
+                "sha256:de19c4dc503c612847edf833c82e9f73cd79926a384af9d801dcf93f110cea4e",
+                "sha256:e2ea752f2b0fe96eb6e2f3adbbf4d72aaa1272079b0dfa1145507bd6a5d537e6",
+                "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91",
+                "sha256:ea09acd2fe3324174063d61ad620dec3bcf042b495515f27f638270a7d466e8b",
+                "sha256:ea621a7eef4b70e1f7a4e84dd989ae3f0eeb50fc8690254eacc08acb623e82f1",
+                "sha256:f1b3b31884dc8e9b21508bb76da80ebf7308fdb947a17affce815665d5c4d028",
+                "sha256:f33dfbdec3784093a9aebb3680d1f91336c56d86cc70ddf88708251da1fe9064",
+                "sha256:f3f40604f5042ff210ba82743dda2b6aa3e55aa12df4e9f2378ee01a17e2855e",
+                "sha256:f86593c18d2e6248e72fb91c77d413a815153b8ea4e31f7cd443bdf28e467670",
+                "sha256:fb16ba563d59003028b678d2361a27f7e4ae0ab29c7a80690efa20d829c81fdb"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.15.2"
+        },
         "tomlkit": {
             "hashes": [
                 "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde",
@@ -3718,6 +4211,29 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.13.2"
         },
+        "torch": {
+            "hashes": [
+                "sha256:1f3b7fb3cf7ab97fae52161423f81be8c6b8afac8d9760823fd623994581e1a3",
+                "sha256:23d062bf70776a3d04dbe74db950db2a5245e1ba4f27208a87f0d743b0d06e86",
+                "sha256:31f8c39660962f9ae4eeec995e3049b5492eb7360dd4f07377658ef4d728fa4c",
+                "sha256:32a037bd98a241df6c93e4c789b683335da76a2ac142c0973675b715102dc5fa",
+                "sha256:340ce0432cad0d37f5a31be666896e16788f1adf8ad7be481196b503dad675b9",
+                "sha256:34bfa1a852e5714cbfa17f27c49d8ce35e1b7af5608c4bc6e81392c352dbc601",
+                "sha256:3f4b7f10a247e0dcd7ea97dc2d3bfbfc90302ed36d7f3952b0008d0df264e697",
+                "sha256:46c817d3ea33696ad3b9df5e774dba2257e9a4cd3c4a3afbf92f6bb13ac5ce2d",
+                "sha256:603c52d2fe06433c18b747d25f5c333f9c1d58615620578c326d66f258686f9a",
+                "sha256:71328e1bbe39d213b8721678f9dcac30dfc452a46d586f1d514a6aa0a99d4744",
+                "sha256:73e58e78f7d220917c5dbfad1a40e09df9929d3b95d25e57d9f8558f84c9a11c",
+                "sha256:7974e3dce28b5a21fb554b73e1bc9072c25dde873fa00d54280861e7a009d7dc",
+                "sha256:8046768b7f6d35b85d101b4b38cba8aa2f3cd51952bc4c06a49580f2ce682291",
+                "sha256:8c712df61101964eb11910a846514011f0b6f5920c55dbf567bff8a34163d5b1",
+                "sha256:9b61edf3b4f6e3b0e0adda8b3960266b9009d02b37555971f4d1c8f7a05afed7",
+                "sha256:de5b7d6740c4b636ef4db92be922f0edc425b65ed78c5076c43c42d362a45457",
+                "sha256:ed231a4b3a5952177fafb661213d690a72caaad97d5824dd4fc17ab9e15cec03"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==2.5.1"
+        },
         "tornado": {
             "hashes": [
                 "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803",
@@ -3751,6 +4267,25 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.14.3"
         },
+        "transformers": {
+            "hashes": [
+                "sha256:a6d7ae9afcfcc0773d8b9ef20940344bd1cae54fe49175ddea61c7c8d11fb52a",
+                "sha256:aa98177980467cb0c73f34b19d70d0577ec021c7c00706fbaca46ac358fd083c"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==4.38.0"
+        },
+        "triton": {
+            "hashes": [
+                "sha256:0f34f6e7885d1bf0eaaf7ba875a5f0ce6f3c13ba98f9503651c1e6dc6757ed5c",
+                "sha256:6b0dd10a925263abbe9fa37dcde67a5e9b2383fc269fdf59f5657cac38c5d1d8",
+                "sha256:6dadaca7fc24de34e180271b5cf864c16755702e9f63a16f62df714a8099126a",
+                "sha256:aafa9a20cd0d9fee523cd4504aa7131807a864cd77dcf6efe7e981f18b8c6c11",
+                "sha256:c8182f42fd8080a7d39d666814fa36c5e30cc00ea7eeeb1a2983dbb4c99a0fdc"
+            ],
+            "markers": "platform_system == 'Linux' and platform_machine == 'x86_64' and python_version < '3.13'",
+            "version": "==3.1.0"
+        },
         "types-python-dateutil": {
             "hashes": [
                 "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb",
diff --git a/jupyter/pytorch/ubi9-python-3.11/Pipfile b/jupyter/pytorch/ubi9-python-3.11/Pipfile
old mode 100644
new mode 100755
index df3aa96db..6f5627418
--- a/jupyter/pytorch/ubi9-python-3.11/Pipfile
+++ b/jupyter/pytorch/ubi9-python-3.11/Pipfile
@@ -28,7 +28,8 @@ scikit-learn = "~=1.5.1"
 scipy = "~=1.14.1"
 skl2onnx = "~=1.17.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.24.0"
+codeflare-sdk = "==0.24.3"
+kubeflow-training = {extras = ["huggingface"], version = "==1.8.1"}
 
 # DB connectors
 pymongo = "~=4.8.0"
diff --git a/jupyter/pytorch/ubi9-python-3.11/Pipfile.lock b/jupyter/pytorch/ubi9-python-3.11/Pipfile.lock
index 86fc1f159..6e5712966 100644
--- a/jupyter/pytorch/ubi9-python-3.11/Pipfile.lock
+++ b/jupyter/pytorch/ubi9-python-3.11/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "fbf78202776527e26337da165ee11e5987276f942cd961ac4c656b018179e831"
+            "sha256": "d95fecdb27f80d3d81c68b7f30da95a486d00973bc710d60e3624c6b609de388"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -29,6 +29,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.1.0"
         },
+        "accelerate": {
+            "hashes": [
+                "sha256:03e161fc69d495daf2b9b5c8d5b43d06e2145520c04727b5bda56d49f1a43ab5",
+                "sha256:be1cbb958cf837e7cdfbde46b812964b1b8ae94c9c7d94d921540beafcee8ddf"
+            ],
+            "markers": "python_full_version >= '3.9.0'",
+            "version": "==1.2.1"
+        },
         "aiohappyeyeballs": {
             "hashes": [
                 "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745",
@@ -1213,6 +1221,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.28.1"
         },
+        "huggingface-hub": {
+            "hashes": [
+                "sha256:8f2e834517f1f1ddf1ecc716f91b120d7333011b7485f665a9a412eacb1a2a81",
+                "sha256:902cce1a1be5739f5589e560198a65a8edcfd3b830b1666f36e4b961f0454fac"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==0.27.0"
+        },
         "idna": {
             "hashes": [
                 "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9",
@@ -1596,6 +1612,16 @@
             "markers": "python_version >= '3.10'",
             "version": "==1.4.8"
         },
+        "kubeflow-training": {
+            "extras": [
+                "huggingface"
+            ],
+            "hashes": [
+                "sha256:137cdeb5843f90e637fd53df988cbf6894501900c8f372e7de75a6a1302fe8f5",
+                "sha256:ef36df107b850c6e6587dc1b9b7a92aaa7b6cf28e9d73b5f1eb87dd84e80222d"
+            ],
+            "version": "==1.8.1"
+        },
         "kubernetes": {
             "hashes": [
                 "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc",
@@ -2475,6 +2501,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
+        "peft": {
+            "hashes": [
+                "sha256:824c2ba148febb743c70363e597dafb35d996e075956ad7bc36506f09fea0349",
+                "sha256:bbdeee4de3653ee43cb6bbe7505816e6e9b4cf8275471be1707d9c253dfe8e0b"
+            ],
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==0.3.0"
+        },
         "pexpect": {
             "hashes": [
                 "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523",
@@ -3378,6 +3412,106 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.35.1"
         },
+        "regex": {
+            "hashes": [
+                "sha256:02a02d2bb04fec86ad61f3ea7f49c015a0681bf76abb9857f945d26159d2968c",
+                "sha256:02e28184be537f0e75c1f9b2f8847dc51e08e6e171c6bde130b2687e0c33cf60",
+                "sha256:040df6fe1a5504eb0f04f048e6d09cd7c7110fef851d7c567a6b6e09942feb7d",
+                "sha256:068376da5a7e4da51968ce4c122a7cd31afaaec4fccc7856c92f63876e57b51d",
+                "sha256:06eb1be98df10e81ebaded73fcd51989dcf534e3c753466e4b60c4697a003b67",
+                "sha256:072623554418a9911446278f16ecb398fb3b540147a7828c06e2011fa531e773",
+                "sha256:086a27a0b4ca227941700e0b31425e7a28ef1ae8e5e05a33826e17e47fbfdba0",
+                "sha256:08986dce1339bc932923e7d1232ce9881499a0e02925f7402fb7c982515419ef",
+                "sha256:0a86e7eeca091c09e021db8eb72d54751e527fa47b8d5787caf96d9831bd02ad",
+                "sha256:0c32f75920cf99fe6b6c539c399a4a128452eaf1af27f39bce8909c9a3fd8cbe",
+                "sha256:0d7f453dca13f40a02b79636a339c5b62b670141e63efd511d3f8f73fba162b3",
+                "sha256:1062b39a0a2b75a9c694f7a08e7183a80c63c0d62b301418ffd9c35f55aaa114",
+                "sha256:13291b39131e2d002a7940fb176e120bec5145f3aeb7621be6534e46251912c4",
+                "sha256:149f5008d286636e48cd0b1dd65018548944e495b0265b45e1bffecce1ef7f39",
+                "sha256:164d8b7b3b4bcb2068b97428060b2a53be050085ef94eca7f240e7947f1b080e",
+                "sha256:167ed4852351d8a750da48712c3930b031f6efdaa0f22fa1933716bfcd6bf4a3",
+                "sha256:1c4de13f06a0d54fa0d5ab1b7138bfa0d883220965a29616e3ea61b35d5f5fc7",
+                "sha256:202eb32e89f60fc147a41e55cb086db2a3f8cb82f9a9a88440dcfc5d37faae8d",
+                "sha256:220902c3c5cc6af55d4fe19ead504de80eb91f786dc102fbd74894b1551f095e",
+                "sha256:2b3361af3198667e99927da8b84c1b010752fa4b1115ee30beaa332cabc3ef1a",
+                "sha256:2c89a8cc122b25ce6945f0423dc1352cb9593c68abd19223eebbd4e56612c5b7",
+                "sha256:2d548dafee61f06ebdb584080621f3e0c23fff312f0de1afc776e2a2ba99a74f",
+                "sha256:2e34b51b650b23ed3354b5a07aab37034d9f923db2a40519139af34f485f77d0",
+                "sha256:32f9a4c643baad4efa81d549c2aadefaeba12249b2adc5af541759237eee1c54",
+                "sha256:3a51ccc315653ba012774efca4f23d1d2a8a8f278a6072e29c7147eee7da446b",
+                "sha256:3cde6e9f2580eb1665965ce9bf17ff4952f34f5b126beb509fee8f4e994f143c",
+                "sha256:40291b1b89ca6ad8d3f2b82782cc33807f1406cf68c8d440861da6304d8ffbbd",
+                "sha256:41758407fc32d5c3c5de163888068cfee69cb4c2be844e7ac517a52770f9af57",
+                "sha256:4181b814e56078e9b00427ca358ec44333765f5ca1b45597ec7446d3a1ef6e34",
+                "sha256:4f51f88c126370dcec4908576c5a627220da6c09d0bff31cfa89f2523843316d",
+                "sha256:50153825ee016b91549962f970d6a4442fa106832e14c918acd1c8e479916c4f",
+                "sha256:5056b185ca113c88e18223183aa1a50e66507769c9640a6ff75859619d73957b",
+                "sha256:5071b2093e793357c9d8b2929dfc13ac5f0a6c650559503bb81189d0a3814519",
+                "sha256:525eab0b789891ac3be914d36893bdf972d483fe66551f79d3e27146191a37d4",
+                "sha256:52fb28f528778f184f870b7cf8f225f5eef0a8f6e3778529bdd40c7b3920796a",
+                "sha256:5478c6962ad548b54a591778e93cd7c456a7a29f8eca9c49e4f9a806dcc5d638",
+                "sha256:5670bce7b200273eee1840ef307bfa07cda90b38ae56e9a6ebcc9f50da9c469b",
+                "sha256:5704e174f8ccab2026bd2f1ab6c510345ae8eac818b613d7d73e785f1310f839",
+                "sha256:59dfe1ed21aea057a65c6b586afd2a945de04fc7db3de0a6e3ed5397ad491b07",
+                "sha256:5e7e351589da0850c125f1600a4c4ba3c722efefe16b297de54300f08d734fbf",
+                "sha256:63b13cfd72e9601125027202cad74995ab26921d8cd935c25f09c630436348ff",
+                "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0",
+                "sha256:684d7a212682996d21ca12ef3c17353c021fe9de6049e19ac8481ec35574a70f",
+                "sha256:69ab78f848845569401469da20df3e081e6b5a11cb086de3eed1d48f5ed57c95",
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@@ -3860,6 +4117,122 @@
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+        "tokenizers": {
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+                "sha256:0143e7d9dcd811855c1ce1ab9bf5d96d29bf5e528fd6c7824d0465741e8c10fd",
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+                "sha256:508711a108684111ec8af89d3a9e9e08755247eda27d0ba5e3c50e9da1600f6d",
+                "sha256:5179c271aa5de9c71712e31cb5a79e436ecd0d7532a408fa42a8dbfa4bc23fd9",
+                "sha256:524e60da0135e106b254bd71f0659be9f89d83f006ea9093ce4d1fab498c6d0d",
+                "sha256:52f6130c9cbf70544287575a985bf44ae1bda2da7e8c24e97716080593638012",
+                "sha256:5645938a42d78c4885086767c70923abad047163d809c16da75d6b290cb30bbe",
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+                "sha256:64c35e09e9899b72a76e762f9854e8750213f67567787d45f37ce06daf57ca78",
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+                "sha256:6d76f00f5c32da36c61f41c58346a4fa7f0a61be02f4301fd30ad59834977cc3",
+                "sha256:6fc7083ab404019fc9acafe78662c192673c1e696bd598d16dc005bd663a5cf9",
+                "sha256:708bb3e4283177236309e698da5fcd0879ce8fd37457d7c266d16b550bcbbd18",
+                "sha256:7c0d8b52664ab2d4a8d6686eb5effc68b78608a9008f086a122a7b2996befbab",
+                "sha256:7c7d18b733be6bbca8a55084027f7be428c947ddf871c500ee603e375013ffba",
+                "sha256:7ca22bd897537a0080521445d91a58886c8c04084a6a19e6c78c586e0cfa92a5",
+                "sha256:7ef789f83eb0f9baeb4d09a86cd639c0a5518528f9992f38b28e819df397eb06",
+                "sha256:82f8652a74cc107052328b87ea8b34291c0f55b96d8fb261b3880216a9f9e48e",
+                "sha256:865c60ae6eaebdde7da66191ee9b7db52e542ed8ee9d2c653b6d190a9351b980",
+                "sha256:89cd1cb93e4b12ff39bb2d626ad77e35209de9309a71e4d3d4672667b4b256e7",
+                "sha256:8b9ec69247a23747669ec4b0ca10f8e3dfb3545d550258129bd62291aabe8605",
+                "sha256:918fbb0eab96fe08e72a8c2b5461e9cce95585d82a58688e7f01c2bd546c79d0",
+                "sha256:93268e788825f52de4c7bdcb6ebc1fcd4a5442c02e730faa9b6b08f23ead0e24",
+                "sha256:936bf3842db5b2048eaa53dade907b1160f318e7c90c74bfab86f1e47720bdd6",
+                "sha256:968fa1fb3c27398b28a4eca1cbd1e19355c4d3a6007f7398d48826bbe3a0f728",
+                "sha256:9ba9f6895af58487ca4f54e8a664a322f16c26bbb442effd01087eba391a719e",
+                "sha256:9c861d35e8286a53e06e9e28d030b5a05bcbf5ac9d7229e561e53c352a85b1fc",
+                "sha256:9e0480c452217edd35eca56fafe2029fb4d368b7c0475f8dfa3c5c9c400a7456",
+                "sha256:a308a607ca9de2c64c1b9ba79ec9a403969715a1b8ba5f998a676826f1a7039d",
+                "sha256:a33ab881c8fe70474980577e033d0bc9a27b7ab8272896e500708b212995d834",
+                "sha256:a47acfac7e511f6bbfcf2d3fb8c26979c780a91e06fb5b9a43831b2c0153d024",
+                "sha256:a907d76dcfda37023ba203ab4ceeb21bc5683436ebefbd895a0841fd52f6f6f2",
+                "sha256:a9b9b070fdad06e347563b88c278995735292ded1132f8657084989a4c84a6d5",
+                "sha256:b10122d8d8e30afb43bb1fe21a3619f62c3e2574bff2699cf8af8b0b6c5dc4a3",
+                "sha256:b8fcfa81bcb9447df582c5bc96a031e6df4da2a774b8080d4f02c0c16b42be0b",
+                "sha256:c1257f4394be0d3b00de8c9e840ca5601d0a4a8438361ce9c2b05c7d25f6057b",
+                "sha256:c2d60f5246f4da9373f75ff18d64c69cbf60c3bca597290cea01059c336d2470",
+                "sha256:c73e2e74bbb07910da0d37c326869f34113137b23eadad3fc00856e6b3d9930c",
+                "sha256:c9a09cd26cca2e1c349f91aa665309ddb48d71636370749414fbf67bc83c5343",
+                "sha256:c9a2ebdd2ad4ec7a68e7615086e633857c85e2f18025bd05d2a4399e6c5f7169",
+                "sha256:cc90102ed17271cf0a1262babe5939e0134b3890345d11a19c3145184b706055",
+                "sha256:ccd73a82751c523b3fc31ff8194702e4af4db21dc20e55b30ecc2079c5d43cb7",
+                "sha256:ccec77aa7150e38eec6878a493bf8c263ff1fa8a62404e16c6203c64c1f16a26",
+                "sha256:cf27fd43472e07b57cf420eee1e814549203d56de00b5af8659cb99885472f1f",
+                "sha256:cf7fd9a5141634fa3aa8d6b7be362e6ae1b4cda60da81388fa533e0b552c98fd",
+                "sha256:cfed5c64e5be23d7ee0f0e98081a25c2a46b0b77ce99a4f0605b1ec43dd481fa",
+                "sha256:d0222c5b7c9b26c0b4822a82f6a7011de0a9d3060e1da176f66274b70f846b98",
+                "sha256:d05a1b06f986d41aed5f2de464c003004b2df8aaf66f2b7628254bcbfb72a438",
+                "sha256:d44ba80988ff9424e33e0a49445072ac7029d8c0e1601ad25a0ca5f41ed0c1d6",
+                "sha256:d857be2df69763362ac699f8b251a8cd3fac9d21893de129bc788f8baaef2693",
+                "sha256:d88b96ff0fe8e91f6ef01ba50b0d71db5017fa4e3b1d99681cec89a85faf7bf7",
+                "sha256:daa348f02d15160cb35439098ac96e3a53bacf35885072611cd9e5be7d333daa",
+                "sha256:db35825f6d54215f6b6009a7ff3eedee0848c99a6271c870d2826fbbedf31a38",
+                "sha256:dc3ad9ebc76eabe8b1d7c04d38be884b8f9d60c0cdc09b0aa4e3bcf746de0388",
+                "sha256:dce74266919b892f82b1b86025a613956ea0ea62a4843d4c4237be2c5498ed3a",
+                "sha256:de19c4dc503c612847edf833c82e9f73cd79926a384af9d801dcf93f110cea4e",
+                "sha256:e2ea752f2b0fe96eb6e2f3adbbf4d72aaa1272079b0dfa1145507bd6a5d537e6",
+                "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91",
+                "sha256:ea09acd2fe3324174063d61ad620dec3bcf042b495515f27f638270a7d466e8b",
+                "sha256:ea621a7eef4b70e1f7a4e84dd989ae3f0eeb50fc8690254eacc08acb623e82f1",
+                "sha256:f1b3b31884dc8e9b21508bb76da80ebf7308fdb947a17affce815665d5c4d028",
+                "sha256:f33dfbdec3784093a9aebb3680d1f91336c56d86cc70ddf88708251da1fe9064",
+                "sha256:f3f40604f5042ff210ba82743dda2b6aa3e55aa12df4e9f2378ee01a17e2855e",
+                "sha256:f86593c18d2e6248e72fb91c77d413a815153b8ea4e31f7cd443bdf28e467670",
+                "sha256:fb16ba563d59003028b678d2361a27f7e4ae0ab29c7a80690efa20d829c81fdb"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.15.2"
+        },
         "tomlkit": {
             "hashes": [
                 "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde",
@@ -3933,6 +4306,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.14.3"
         },
+        "transformers": {
+            "hashes": [
+                "sha256:a6d7ae9afcfcc0773d8b9ef20940344bd1cae54fe49175ddea61c7c8d11fb52a",
+                "sha256:aa98177980467cb0c73f34b19d70d0577ec021c7c00706fbaca46ac358fd083c"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==4.38.0"
+        },
         "triton": {
             "hashes": [
                 "sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb",
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile b/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile
old mode 100644
new mode 100755
index ee87fcbdb..873e5375b
--- a/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile
+++ b/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile
@@ -30,7 +30,8 @@ scikit-learn = "~=1.5.1"
 scipy = "~=1.14.1"
 skl2onnx = "~=1.17.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.24.0"
+codeflare-sdk = "==0.24.3"
+kubeflow-training = {extras = ["huggingface"], version = "==1.8.1"}
 
 # DB connectors
 pymongo = "~=4.8.0"
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile.lock b/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile.lock
index eccf48af0..e0af1f811 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile.lock
+++ b/jupyter/rocm/pytorch/ubi9-python-3.11/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "362572b7671e11e180a11e7e419b0ed21f522a84fdbe8476b31d45a784823d9c"
+            "sha256": "5033d91df1b552e734ef90e5fa0b09c7f56c33297c4b465fdc93b9c5de498d76"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -29,6 +29,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.1.0"
         },
+        "accelerate": {
+            "hashes": [
+                "sha256:03e161fc69d495daf2b9b5c8d5b43d06e2145520c04727b5bda56d49f1a43ab5",
+                "sha256:be1cbb958cf837e7cdfbde46b812964b1b8ae94c9c7d94d921540beafcee8ddf"
+            ],
+            "markers": "python_full_version >= '3.9.0'",
+            "version": "==1.2.1"
+        },
         "aiohappyeyeballs": {
             "hashes": [
                 "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745",
@@ -1213,6 +1221,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.28.1"
         },
+        "huggingface-hub": {
+            "hashes": [
+                "sha256:8f2e834517f1f1ddf1ecc716f91b120d7333011b7485f665a9a412eacb1a2a81",
+                "sha256:902cce1a1be5739f5589e560198a65a8edcfd3b830b1666f36e4b961f0454fac"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==0.27.0"
+        },
         "idna": {
             "hashes": [
                 "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9",
@@ -1596,6 +1612,16 @@
             "markers": "python_version >= '3.10'",
             "version": "==1.4.8"
         },
+        "kubeflow-training": {
+            "extras": [
+                "huggingface"
+            ],
+            "hashes": [
+                "sha256:137cdeb5843f90e637fd53df988cbf6894501900c8f372e7de75a6a1302fe8f5",
+                "sha256:ef36df107b850c6e6587dc1b9b7a92aaa7b6cf28e9d73b5f1eb87dd84e80222d"
+            ],
+            "version": "==1.8.1"
+        },
         "kubernetes": {
             "hashes": [
                 "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc",
@@ -2378,6 +2404,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
+        "peft": {
+            "hashes": [
+                "sha256:824c2ba148febb743c70363e597dafb35d996e075956ad7bc36506f09fea0349",
+                "sha256:bbdeee4de3653ee43cb6bbe7505816e6e9b4cf8275471be1707d9c253dfe8e0b"
+            ],
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==0.3.0"
+        },
         "pexpect": {
             "hashes": [
                 "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523",
@@ -3292,6 +3326,106 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.35.1"
         },
+        "regex": {
+            "hashes": [
+                "sha256:02a02d2bb04fec86ad61f3ea7f49c015a0681bf76abb9857f945d26159d2968c",
+                "sha256:02e28184be537f0e75c1f9b2f8847dc51e08e6e171c6bde130b2687e0c33cf60",
+                "sha256:040df6fe1a5504eb0f04f048e6d09cd7c7110fef851d7c567a6b6e09942feb7d",
+                "sha256:068376da5a7e4da51968ce4c122a7cd31afaaec4fccc7856c92f63876e57b51d",
+                "sha256:06eb1be98df10e81ebaded73fcd51989dcf534e3c753466e4b60c4697a003b67",
+                "sha256:072623554418a9911446278f16ecb398fb3b540147a7828c06e2011fa531e773",
+                "sha256:086a27a0b4ca227941700e0b31425e7a28ef1ae8e5e05a33826e17e47fbfdba0",
+                "sha256:08986dce1339bc932923e7d1232ce9881499a0e02925f7402fb7c982515419ef",
+                "sha256:0a86e7eeca091c09e021db8eb72d54751e527fa47b8d5787caf96d9831bd02ad",
+                "sha256:0c32f75920cf99fe6b6c539c399a4a128452eaf1af27f39bce8909c9a3fd8cbe",
+                "sha256:0d7f453dca13f40a02b79636a339c5b62b670141e63efd511d3f8f73fba162b3",
+                "sha256:1062b39a0a2b75a9c694f7a08e7183a80c63c0d62b301418ffd9c35f55aaa114",
+                "sha256:13291b39131e2d002a7940fb176e120bec5145f3aeb7621be6534e46251912c4",
+                "sha256:149f5008d286636e48cd0b1dd65018548944e495b0265b45e1bffecce1ef7f39",
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         "requests": {
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@@ -3316,6 +3450,13 @@
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             "version": "==0.10.1"
         },
+        "retrying": {
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@@ -3533,6 +3674,122 @@
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+                "sha256:dde2bf390d25f67908278d6f5d59e46211ef98e44108727084d4637ee70ab4f1",
+                "sha256:e3cec4a29eb7fe8da0b1c7988bc3828183080439dd559f720414450de076fcab",
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+                "sha256:f4b15f51b4f8f2a512341d9ce3475cacc19c5fdfc5db1f0e19449e75f95c7dc8",
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+                "sha256:f6594d130d0ad933d885c6a7b75c5183cb0e8450f799b80a39eae2b8508955eb",
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+                "sha256:fdadf66b5a22ceb645d5435a0be7a0292ce59648ca1d46b352f13cff3ea80410"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.4.5"
+        },
         "scikit-learn": {
             "hashes": [
                 "sha256:03b6158efa3faaf1feea3faa884c840ebd61b6484167c711548fce208ea09445",
@@ -3774,6 +4031,122 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.4.0"
         },
+        "tokenizers": {
+            "hashes": [
+                "sha256:0143e7d9dcd811855c1ce1ab9bf5d96d29bf5e528fd6c7824d0465741e8c10fd",
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+                "sha256:5645938a42d78c4885086767c70923abad047163d809c16da75d6b290cb30bbe",
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+                "sha256:708bb3e4283177236309e698da5fcd0879ce8fd37457d7c266d16b550bcbbd18",
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+                "sha256:7ca22bd897537a0080521445d91a58886c8c04084a6a19e6c78c586e0cfa92a5",
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+                "sha256:8b9ec69247a23747669ec4b0ca10f8e3dfb3545d550258129bd62291aabe8605",
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+                "sha256:c1257f4394be0d3b00de8c9e840ca5601d0a4a8438361ce9c2b05c7d25f6057b",
+                "sha256:c2d60f5246f4da9373f75ff18d64c69cbf60c3bca597290cea01059c336d2470",
+                "sha256:c73e2e74bbb07910da0d37c326869f34113137b23eadad3fc00856e6b3d9930c",
+                "sha256:c9a09cd26cca2e1c349f91aa665309ddb48d71636370749414fbf67bc83c5343",
+                "sha256:c9a2ebdd2ad4ec7a68e7615086e633857c85e2f18025bd05d2a4399e6c5f7169",
+                "sha256:cc90102ed17271cf0a1262babe5939e0134b3890345d11a19c3145184b706055",
+                "sha256:ccd73a82751c523b3fc31ff8194702e4af4db21dc20e55b30ecc2079c5d43cb7",
+                "sha256:ccec77aa7150e38eec6878a493bf8c263ff1fa8a62404e16c6203c64c1f16a26",
+                "sha256:cf27fd43472e07b57cf420eee1e814549203d56de00b5af8659cb99885472f1f",
+                "sha256:cf7fd9a5141634fa3aa8d6b7be362e6ae1b4cda60da81388fa533e0b552c98fd",
+                "sha256:cfed5c64e5be23d7ee0f0e98081a25c2a46b0b77ce99a4f0605b1ec43dd481fa",
+                "sha256:d0222c5b7c9b26c0b4822a82f6a7011de0a9d3060e1da176f66274b70f846b98",
+                "sha256:d05a1b06f986d41aed5f2de464c003004b2df8aaf66f2b7628254bcbfb72a438",
+                "sha256:d44ba80988ff9424e33e0a49445072ac7029d8c0e1601ad25a0ca5f41ed0c1d6",
+                "sha256:d857be2df69763362ac699f8b251a8cd3fac9d21893de129bc788f8baaef2693",
+                "sha256:d88b96ff0fe8e91f6ef01ba50b0d71db5017fa4e3b1d99681cec89a85faf7bf7",
+                "sha256:daa348f02d15160cb35439098ac96e3a53bacf35885072611cd9e5be7d333daa",
+                "sha256:db35825f6d54215f6b6009a7ff3eedee0848c99a6271c870d2826fbbedf31a38",
+                "sha256:dc3ad9ebc76eabe8b1d7c04d38be884b8f9d60c0cdc09b0aa4e3bcf746de0388",
+                "sha256:dce74266919b892f82b1b86025a613956ea0ea62a4843d4c4237be2c5498ed3a",
+                "sha256:de19c4dc503c612847edf833c82e9f73cd79926a384af9d801dcf93f110cea4e",
+                "sha256:e2ea752f2b0fe96eb6e2f3adbbf4d72aaa1272079b0dfa1145507bd6a5d537e6",
+                "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91",
+                "sha256:ea09acd2fe3324174063d61ad620dec3bcf042b495515f27f638270a7d466e8b",
+                "sha256:ea621a7eef4b70e1f7a4e84dd989ae3f0eeb50fc8690254eacc08acb623e82f1",
+                "sha256:f1b3b31884dc8e9b21508bb76da80ebf7308fdb947a17affce815665d5c4d028",
+                "sha256:f33dfbdec3784093a9aebb3680d1f91336c56d86cc70ddf88708251da1fe9064",
+                "sha256:f3f40604f5042ff210ba82743dda2b6aa3e55aa12df4e9f2378ee01a17e2855e",
+                "sha256:f86593c18d2e6248e72fb91c77d413a815153b8ea4e31f7cd443bdf28e467670",
+                "sha256:fb16ba563d59003028b678d2361a27f7e4ae0ab29c7a80690efa20d829c81fdb"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.15.2"
+        },
         "tomlkit": {
             "hashes": [
                 "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde",
@@ -3837,6 +4210,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.14.3"
         },
+        "transformers": {
+            "hashes": [
+                "sha256:a6d7ae9afcfcc0773d8b9ef20940344bd1cae54fe49175ddea61c7c8d11fb52a",
+                "sha256:aa98177980467cb0c73f34b19d70d0577ec021c7c00706fbaca46ac358fd083c"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==4.38.0"
+        },
         "types-python-dateutil": {
             "hashes": [
                 "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb",
diff --git a/jupyter/trustyai/ubi9-python-3.11/Pipfile b/jupyter/trustyai/ubi9-python-3.11/Pipfile
old mode 100644
new mode 100755
index 89ac61c0d..be81c756e
--- a/jupyter/trustyai/ubi9-python-3.11/Pipfile
+++ b/jupyter/trustyai/ubi9-python-3.11/Pipfile
@@ -14,7 +14,7 @@ name = "pytorch"
 # PyTorch packages
 torch = {version = "~=2.2.1", index = "pytorch"}
 # TrustyAI packages
-transformers = "~=4.36.2"
+transformers = "~=4.38.0"
 datasets = "~=2.21.0"
 accelerate = "~=0.34.2"
 trustyai = "~=0.6.1"
@@ -30,7 +30,8 @@ scikit-learn = "~=1.2.1" # Should be pinned down to this version in order to be
 scipy = "~=1.14.1"
 skl2onnx = "~=1.17.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.24.0"
+codeflare-sdk = "==0.24.3"
+kubeflow-training = {extras = ["huggingface"], version = "==1.8.1"}
 
 # DB connectors
 pymongo = "~=4.8.0"
diff --git a/jupyter/trustyai/ubi9-python-3.11/Pipfile.lock b/jupyter/trustyai/ubi9-python-3.11/Pipfile.lock
index 42761fe81..42232b126 100644
--- a/jupyter/trustyai/ubi9-python-3.11/Pipfile.lock
+++ b/jupyter/trustyai/ubi9-python-3.11/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "f5d9c4f49c3a556f4b1814b1a75f18526f37728bf7a52233330d1a5544e7630d"
+            "sha256": "f5ed47aefe07e85f8e29fe40057cac6b882637a102aaa3366f48f57b035ba258"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -1646,6 +1646,16 @@
             "markers": "python_version >= '3.10'",
             "version": "==1.4.8"
         },
+        "kubeflow-training": {
+            "extras": [
+                "huggingface"
+            ],
+            "hashes": [
+                "sha256:137cdeb5843f90e637fd53df988cbf6894501900c8f372e7de75a6a1302fe8f5",
+                "sha256:ef36df107b850c6e6587dc1b9b7a92aaa7b6cf28e9d73b5f1eb87dd84e80222d"
+            ],
+            "version": "==1.8.1"
+        },
         "kubernetes": {
             "hashes": [
                 "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc",
@@ -2491,6 +2501,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
+        "peft": {
+            "hashes": [
+                "sha256:824c2ba148febb743c70363e597dafb35d996e075956ad7bc36506f09fea0349",
+                "sha256:bbdeee4de3653ee43cb6bbe7505816e6e9b4cf8275471be1707d9c253dfe8e0b"
+            ],
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==0.3.0"
+        },
         "pexpect": {
             "hashes": [
                 "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523",
@@ -3512,6 +3530,13 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.1"
         },
+        "retrying": {
+            "hashes": [
+                "sha256:345da8c5765bd982b1d1915deb9102fd3d1f7ad16bd84a9700b85f64d24e8f3e",
+                "sha256:8cc4d43cb8e1125e0ff3344e9de678fefd85db3b750b81b2240dc0183af37b35"
+            ],
+            "version": "==1.3.4"
+        },
         "rfc3339-validator": {
             "hashes": [
                 "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b",
@@ -4239,12 +4264,12 @@
         },
         "transformers": {
             "hashes": [
-                "sha256:462066c4f74ee52516f12890dcc9ec71d1a5e97998db621668455117a54330f6",
-                "sha256:d8068e897e47793281501e547d2bbdfc5b8556409c2cb6c3d9e2ca77d4c0b4ec"
+                "sha256:a6d7ae9afcfcc0773d8b9ef20940344bd1cae54fe49175ddea61c7c8d11fb52a",
+                "sha256:aa98177980467cb0c73f34b19d70d0577ec021c7c00706fbaca46ac358fd083c"
             ],
             "index": "pypi",
             "markers": "python_full_version >= '3.8.0'",
-            "version": "==4.36.2"
+            "version": "==4.38.0"
         },
         "triton": {
             "hashes": [