From 0d38a89c59cf1638b5fd8b4019e714e4950c397e Mon Sep 17 00:00:00 2001
From: Guilherme Caponetto <638737+caponetto@users.noreply.github.com>
Date: Wed, 24 Jul 2024 11:02:12 -0300
Subject: [PATCH 1/7] Run Trivy scan FS for rocm+pytorch image due to resource
 constraints

---
 .../workflows/build-notebooks-TEMPLATE.yaml   | 56 ++++++++++++++-----
 1 file changed, 41 insertions(+), 15 deletions(-)

diff --git a/.github/workflows/build-notebooks-TEMPLATE.yaml b/.github/workflows/build-notebooks-TEMPLATE.yaml
index 02ea17e05..2e99d4880 100644
--- a/.github/workflows/build-notebooks-TEMPLATE.yaml
+++ b/.github/workflows/build-notebooks-TEMPLATE.yaml
@@ -22,6 +22,8 @@ jobs:
     env:
       # GitHub image registry used for storing $(CONTAINER_ENGINE)'s cache
       CACHE: "ghcr.io/${{ github.repository }}/workbench-images/build-cache"
+      # Targets (and their folder) that should be scanned using FS instead of IMAGE scan due to resource constraints
+      TRIVY_SCAN_FS_JSON: '{"rocm-jupyter-pytorch-ubi9-python-3.9": "jupyter/rocm/pytorch/ubi9-python-3.9"}'
 
     steps:
 
@@ -138,27 +140,42 @@ jobs:
       - name: "Show podman images information"
         run: podman images
 
-      - name: "pull_request|schedule: resolve image name if Trivy scan should run"
-        id: resolve-image
+      - name: "pull_request|schedule: resolve target if Trivy scan should run"
+        id: resolve-target
         if: ${{ fromJson(inputs.github).event_name == 'pull_request' || fromJson(inputs.github).event_name == 'schedule' }}
         env:
           EVENT_NAME: ${{ fromJson(inputs.github).event_name }}
           HAS_TRIVY_LABEL: ${{ contains(fromJson(inputs.github).event.pull_request.labels.*.name, 'trivy-scan') }}
+          FS_SCAN_FOLDER: ${{ fromJson(env.TRIVY_SCAN_FS_JSON)[inputs.target] }}
         run: |
           if [[ "$EVENT_NAME" == "pull_request" && "$HAS_TRIVY_LABEL" == "true" ]]; then
-            IMAGE_NAME="localhost:5000/workbench-images:${{ inputs.target }}-${{ github.sha }}"
-            echo "image=$IMAGE_NAME" >> $GITHUB_OUTPUT
+            if [[ -n "$FS_SCAN_FOLDER" ]]; then
+              TARGET="$FS_SCAN_FOLDER"
+              TYPE="fs"
+            else
+              TARGET="localhost:5000/workbench-images:${{ inputs.target }}-${{ github.sha }}"
+              TYPE="image"
+            fi
           elif [[ "$EVENT_NAME" == "schedule" ]]; then
-            IMAGE_NAME="ghcr.io/${{ github.repository }}/workbench-images:${{ inputs.target }}-${{ github.ref_name }}_${{ github.sha }}"
-            echo "image=$IMAGE_NAME" >> $GITHUB_OUTPUT
+            if [[ -n "$FS_SCAN_FOLDER" ]]; then
+              TARGET="$FS_SCAN_FOLDER"
+              TYPE="fs"
+            else
+              TARGET="ghcr.io/${{ github.repository }}/workbench-images:${{ inputs.target }}-${{ github.ref_name }}_${{ github.sha }}"
+              TYPE="image"
+            fi
           fi
 
-          if [[ -z "$IMAGE_NAME" ]]; then
+          if [[ -n "$TARGET" ]]; then
+            echo "target=$TARGET" >> $GITHUB_OUTPUT
+            echo "type=$TYPE" >> $GITHUB_OUTPUT
+            echo "Trivy scan will run on $TARGET ($TYPE)"
+          else
             echo "Trivy scan won't run"
           fi
 
       - name: Run Trivy vulnerability scanner
-        if: ${{ steps.resolve-image.outputs.image }}
+        if: ${{ steps.resolve-target.outputs.target }}
         run: |
           TRIVY_VERSION=0.53.0
           REPORT_FOLDER=${{ github.workspace }}/report
@@ -168,22 +185,31 @@ jobs:
           mkdir -p $REPORT_FOLDER
           cp ci/$REPORT_TEMPLATE $REPORT_FOLDER
 
-          IMAGE_NAME=${{ steps.resolve-image.outputs.image }}
-          echo "Scanning $IMAGE_NAME"
+          SCAN_TARGET=${{ steps.resolve-target.outputs.target }}
+          SCAN_TYPE=${{ steps.resolve-target.outputs.type }}
+          echo "Scanning $SCAN_TARGET ($SCAN_TYPE)"
+
+          if [[ "$SCAN_TYPE" == "image" ]]; then
+            SCAN_ARGS="--image-src podman --podman-host /var/run/podman/podman.sock"
+            PODMAN_ARGS="-v ${PODMAN_SOCK}:/var/run/podman/podman.sock"
+          elif [[ "$SCAN_TYPE" == "fs" ]]; then
+            WORKSPACE_FOLDER="/workspace"
+            SCAN_TARGET="$WORKSPACE_FOLDER/$SCAN_TARGET"
+            PODMAN_ARGS="-v ${{ github.workspace }}:$WORKSPACE_FOLDER"
+          fi
 
           # have trivy access podman socket,
           # https://github.com/aquasecurity/trivy/issues/580#issuecomment-666423279
           podman run --rm \
-              -v ${PODMAN_SOCK}:/var/run/podman/podman.sock \
+              $PODMAN_ARGS \
               -v ${REPORT_FOLDER}:/report \
               docker.io/aquasec/trivy:$TRIVY_VERSION \
-                image \
-                --image-src podman \
-                --podman-host /var/run/podman/podman.sock \
+                $SCAN_TYPE \
+                $SCAN_ARGS \
                 --scanners vuln --ignore-unfixed \
                 --exit-code 0 --timeout 30m \
                 --format template --template "@/report/$REPORT_TEMPLATE" -o /report/$REPORT_FILE \
-                $IMAGE_NAME
+                $SCAN_TARGET
 
           cat $REPORT_FOLDER/$REPORT_FILE >> $GITHUB_STEP_SUMMARY
 

From 061c6fb50a71358fa4565bdb208449513457f413 Mon Sep 17 00:00:00 2001
From: Harshad Reddy Nalla <hnalla@redhat.com>
Date: Mon, 22 Jul 2024 11:10:16 -0400
Subject: [PATCH 2/7] Pinned down jupyter-server-proxy for cve fixes

- Pinned kfp-tekton due the requirements changing pyyaml.
- Pinned rest of the packages for dependency resolutions.

Signed-off-by: Harshad Reddy Nalla <hnalla@redhat.com>
---
 habana/1.10.0/ubi8-python-3.8/Pipfile      |   12 +-
 habana/1.10.0/ubi8-python-3.8/Pipfile.lock | 3196 ++++++++++----------
 2 files changed, 1682 insertions(+), 1526 deletions(-)

diff --git a/habana/1.10.0/ubi8-python-3.8/Pipfile b/habana/1.10.0/ubi8-python-3.8/Pipfile
index e2df2e55c..2c333ba2d 100644
--- a/habana/1.10.0/ubi8-python-3.8/Pipfile
+++ b/habana/1.10.0/ubi8-python-3.8/Pipfile
@@ -33,7 +33,7 @@ pybind11 = "==2.6.2"
 elyra-pipeline-editor-extension = "~=3.15.0"
 elyra-python-editor-extension = "~=3.15.0"
 elyra-code-snippet-extension = "~=3.15.0"
-kfp-tekton = "<1.6.0"
+kfp-tekton = "==1.5.7" # pinned to avoid upgrade of pyyaml which is required.
 boto3 = "~=1.26.165"
 kafka-python = "~=2.0.2"
 matplotlib = "~=3.6.3"
@@ -45,12 +45,12 @@ scipy = "~=1.10.1"
 jupyter-bokeh = "~=3.0.5"
 jupyterlab-lsp = "~=3.10.2"
 jupyterlab-widgets = "~=3.0.5"
-jupyter-resource-usage = "~=0.6.0"
+jupyter-resource-usage = "~=0.7.2"
 
 # Parent image requirements to maintain cohesion
 jupyterlab = "~=3.5.3"
 jupyter-server = "~=2.1.0"
-jupyter-server-proxy = "~=3.2.2"
+jupyter-server-proxy = "~=3.2.4"
 jupyter-server-terminals = "~=0.4.4"
 jupyterlab-git = "~=0.41.0"
 nbdime = "~=3.1.1"
@@ -58,5 +58,11 @@ nbgitpuller = "~=1.1.1"
 # ---
 wheel = "~=0.38.4"
 
+# conflict between python-lsp-server and following packages
+# due to pycodestyle dependency, pinning this, till we get 
+# a fix from python-lsp-server 
+autopep8 = "~=2.0.4"
+flake8 = "~=7.0.0"
+
 [requires]
 python_version = "3.8"
diff --git a/habana/1.10.0/ubi8-python-3.8/Pipfile.lock b/habana/1.10.0/ubi8-python-3.8/Pipfile.lock
index 1d62fecb1..45da391d7 100644
--- a/habana/1.10.0/ubi8-python-3.8/Pipfile.lock
+++ b/habana/1.10.0/ubi8-python-3.8/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "f9d1627b8c94140310a4fa7d929c19b9d2ba5930b1e81263cb42c619bf9fa31b"
+            "sha256": "3886f50647f504b4023b69c3c8fc50ef2b3792c244dc647c0d51308e381efc36"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -26,96 +26,85 @@
         },
         "aiohttp": {
             "hashes": [
-                "sha256:00ad4b6f185ec67f3e6562e8a1d2b69660be43070bd0ef6fcec5211154c7df67",
-                "sha256:0175d745d9e85c40dcc51c8f88c74bfbaef9e7afeeeb9d03c37977270303064c",
-                "sha256:01d4c0c874aa4ddfb8098e85d10b5e875a70adc63db91f1ae65a4b04d3344cda",
-                "sha256:043d2299f6dfdc92f0ac5e995dfc56668e1587cea7f9aa9d8a78a1b6554e5755",
-                "sha256:0c413c633d0512df4dc7fd2373ec06cc6a815b7b6d6c2f208ada7e9e93a5061d",
-                "sha256:0d21c684808288a98914e5aaf2a7c6a3179d4df11d249799c32d1808e79503b5",
-                "sha256:0e584a10f204a617d71d359fe383406305a4b595b333721fa50b867b4a0a1548",
-                "sha256:1274477e4c71ce8cfe6c1ec2f806d57c015ebf84d83373676036e256bc55d690",
-                "sha256:13bf85afc99ce6f9ee3567b04501f18f9f8dbbb2ea11ed1a2e079670403a7c84",
-                "sha256:153c2549f6c004d2754cc60603d4668899c9895b8a89397444a9c4efa282aaf4",
-                "sha256:1f7372f7341fcc16f57b2caded43e81ddd18df53320b6f9f042acad41f8e049a",
-                "sha256:23fb25a9f0a1ca1f24c0a371523546366bb642397c94ab45ad3aedf2941cec6a",
-                "sha256:28c543e54710d6158fc6f439296c7865b29e0b616629767e685a7185fab4a6b9",
-                "sha256:2a482e6da906d5e6e653be079b29bc173a48e381600161c9932d89dfae5942ef",
-                "sha256:2ad5c3c4590bb3cc28b4382f031f3783f25ec223557124c68754a2231d989e2b",
-                "sha256:2ce2ac5708501afc4847221a521f7e4b245abf5178cf5ddae9d5b3856ddb2f3a",
-                "sha256:2cf57fb50be5f52bda004b8893e63b48530ed9f0d6c96c84620dc92fe3cd9b9d",
-                "sha256:2e1b1e51b0774408f091d268648e3d57f7260c1682e7d3a63cb00d22d71bb945",
-                "sha256:2e2e9839e14dd5308ee773c97115f1e0a1cb1d75cbeeee9f33824fa5144c7634",
-                "sha256:2e460be6978fc24e3df83193dc0cc4de46c9909ed92dd47d349a452ef49325b7",
-                "sha256:312fcfbacc7880a8da0ae8b6abc6cc7d752e9caa0051a53d217a650b25e9a691",
-                "sha256:33279701c04351a2914e1100b62b2a7fdb9a25995c4a104259f9a5ead7ed4802",
-                "sha256:33776e945d89b29251b33a7e7d006ce86447b2cfd66db5e5ded4e5cd0340585c",
-                "sha256:34dd0c107799dcbbf7d48b53be761a013c0adf5571bf50c4ecad5643fe9cfcd0",
-                "sha256:3562b06567c06439d8b447037bb655ef69786c590b1de86c7ab81efe1c9c15d8",
-                "sha256:368a42363c4d70ab52c2c6420a57f190ed3dfaca6a1b19afda8165ee16416a82",
-                "sha256:4149d34c32f9638f38f544b3977a4c24052042affa895352d3636fa8bffd030a",
-                "sha256:461908b2578955045efde733719d62f2b649c404189a09a632d245b445c9c975",
-                "sha256:4a01951fabc4ce26ab791da5f3f24dca6d9a6f24121746eb19756416ff2d881b",
-                "sha256:4e874cbf8caf8959d2adf572a78bba17cb0e9d7e51bb83d86a3697b686a0ab4d",
-                "sha256:4f21e83f355643c345177a5d1d8079f9f28b5133bcd154193b799d380331d5d3",
-                "sha256:5443910d662db951b2e58eb70b0fbe6b6e2ae613477129a5805d0b66c54b6cb7",
-                "sha256:5798a9aad1879f626589f3df0f8b79b3608a92e9beab10e5fda02c8a2c60db2e",
-                "sha256:5d20003b635fc6ae3f96d7260281dfaf1894fc3aa24d1888a9b2628e97c241e5",
-                "sha256:5db3a5b833764280ed7618393832e0853e40f3d3e9aa128ac0ba0f8278d08649",
-                "sha256:5ed1c46fb119f1b59304b5ec89f834f07124cd23ae5b74288e364477641060ff",
-                "sha256:62360cb771707cb70a6fd114b9871d20d7dd2163a0feafe43fd115cfe4fe845e",
-                "sha256:6809a00deaf3810e38c628e9a33271892f815b853605a936e2e9e5129762356c",
-                "sha256:68c5a82c8779bdfc6367c967a4a1b2aa52cd3595388bf5961a62158ee8a59e22",
-                "sha256:6e4a280e4b975a2e7745573e3fc9c9ba0d1194a3738ce1cbaa80626cc9b4f4df",
-                "sha256:6e6783bcc45f397fdebc118d772103d751b54cddf5b60fbcc958382d7dd64f3e",
-                "sha256:72a860c215e26192379f57cae5ab12b168b75db8271f111019509a1196dfc780",
-                "sha256:7607ec3ce4993464368505888af5beb446845a014bc676d349efec0e05085905",
-                "sha256:773dd01706d4db536335fcfae6ea2440a70ceb03dd3e7378f3e815b03c97ab51",
-                "sha256:78d847e4cde6ecc19125ccbc9bfac4a7ab37c234dd88fbb3c5c524e8e14da543",
-                "sha256:7dde0009408969a43b04c16cbbe252c4f5ef4574ac226bc8815cd7342d2028b6",
-                "sha256:80bd372b8d0715c66c974cf57fe363621a02f359f1ec81cba97366948c7fc873",
-                "sha256:841cd8233cbd2111a0ef0a522ce016357c5e3aff8a8ce92bcfa14cef890d698f",
-                "sha256:84de26ddf621d7ac4c975dbea4c945860e08cccde492269db4e1538a6a6f3c35",
-                "sha256:84f8ae3e09a34f35c18fa57f015cc394bd1389bce02503fb30c394d04ee6b938",
-                "sha256:8af740fc2711ad85f1a5c034a435782fbd5b5f8314c9a3ef071424a8158d7f6b",
-                "sha256:8b929b9bd7cd7c3939f8bcfffa92fae7480bd1aa425279d51a89327d600c704d",
-                "sha256:910bec0c49637d213f5d9877105d26e0c4a4de2f8b1b29405ff37e9fc0ad52b8",
-                "sha256:96943e5dcc37a6529d18766597c491798b7eb7a61d48878611298afc1fca946c",
-                "sha256:a0215ce6041d501f3155dc219712bc41252d0ab76474615b9700d63d4d9292af",
-                "sha256:a3cf433f127efa43fee6b90ea4c6edf6c4a17109d1d037d1a52abec84d8f2e42",
-                "sha256:a6ce61195c6a19c785df04e71a4537e29eaa2c50fe745b732aa937c0c77169f3",
-                "sha256:a7a75ef35f2df54ad55dbf4b73fe1da96f370e51b10c91f08b19603c64004acc",
-                "sha256:a94159871304770da4dd371f4291b20cac04e8c94f11bdea1c3478e557fbe0d8",
-                "sha256:aa1990247f02a54185dc0dff92a6904521172a22664c863a03ff64c42f9b5410",
-                "sha256:ab88bafedc57dd0aab55fa728ea10c1911f7e4d8b43e1d838a1739f33712921c",
-                "sha256:ad093e823df03bb3fd37e7dec9d4670c34f9e24aeace76808fc20a507cace825",
-                "sha256:ae871a964e1987a943d83d6709d20ec6103ca1eaf52f7e0d36ee1b5bebb8b9b9",
-                "sha256:b0ba0d15164eae3d878260d4c4df859bbdc6466e9e6689c344a13334f988bb53",
-                "sha256:b5411d82cddd212644cf9360879eb5080f0d5f7d809d03262c50dad02f01421a",
-                "sha256:b9552ec52cc147dbf1944ac7ac98af7602e51ea2dcd076ed194ca3c0d1c7d0bc",
-                "sha256:bfb9162dcf01f615462b995a516ba03e769de0789de1cadc0f916265c257e5d8",
-                "sha256:c0a9034379a37ae42dea7ac1e048352d96286626251862e448933c0f59cbd79c",
-                "sha256:c1161b345c0a444ebcf46bf0a740ba5dcf50612fd3d0528883fdc0eff578006a",
-                "sha256:c11f5b099adafb18e65c2c997d57108b5bbeaa9eeee64a84302c0978b1ec948b",
-                "sha256:c44e65da1de4403d0576473e2344828ef9c4c6244d65cf4b75549bb46d40b8dd",
-                "sha256:c48c5c0271149cfe467c0ff8eb941279fd6e3f65c9a388c984e0e6cf57538e14",
-                "sha256:c7a815258e5895d8900aec4454f38dca9aed71085f227537208057853f9d13f2",
-                "sha256:cae533195e8122584ec87531d6df000ad07737eaa3c81209e85c928854d2195c",
-                "sha256:cc14be025665dba6202b6a71cfcdb53210cc498e50068bc088076624471f8bb9",
-                "sha256:cd56db019015b6acfaaf92e1ac40eb8434847d9bf88b4be4efe5bfd260aee692",
-                "sha256:d827176898a2b0b09694fbd1088c7a31836d1a505c243811c87ae53a3f6273c1",
-                "sha256:df72ac063b97837a80d80dec8d54c241af059cc9bb42c4de68bd5b61ceb37caa",
-                "sha256:e5980a746d547a6ba173fd5ee85ce9077e72d118758db05d229044b469d9029a",
-                "sha256:e5d47ae48db0b2dcf70bc8a3bc72b3de86e2a590fc299fdbbb15af320d2659de",
-                "sha256:e91d635961bec2d8f19dfeb41a539eb94bd073f075ca6dae6c8dc0ee89ad6f91",
-                "sha256:ea353162f249c8097ea63c2169dd1aa55de1e8fecbe63412a9bc50816e87b761",
-                "sha256:eaeed7abfb5d64c539e2db173f63631455f1196c37d9d8d873fc316470dfbacd",
-                "sha256:eca4bf3734c541dc4f374ad6010a68ff6c6748f00451707f39857f429ca36ced",
-                "sha256:f83a552443a526ea38d064588613aca983d0ee0038801bc93c0c916428310c28",
-                "sha256:fb1558def481d84f03b45888473fc5a1f35747b5f334ef4e7a571bc0dfcb11f8",
-                "sha256:fd1ed388ea7fbed22c4968dd64bab0198de60750a25fe8c0c9d4bef5abe13824"
+                "sha256:0605cc2c0088fcaae79f01c913a38611ad09ba68ff482402d3410bf59039bfb8",
+                "sha256:0a158704edf0abcac8ac371fbb54044f3270bdbc93e254a82b6c82be1ef08f3c",
+                "sha256:0cbf56238f4bbf49dab8c2dc2e6b1b68502b1e88d335bea59b3f5b9f4c001475",
+                "sha256:1732102949ff6087589408d76cd6dea656b93c896b011ecafff418c9661dc4ed",
+                "sha256:18f634d540dd099c262e9f887c8bbacc959847cfe5da7a0e2e1cf3f14dbf2daf",
+                "sha256:239f975589a944eeb1bad26b8b140a59a3a320067fb3cd10b75c3092405a1372",
+                "sha256:2faa61a904b83142747fc6a6d7ad8fccff898c849123030f8e75d5d967fd4a81",
+                "sha256:320e8618eda64e19d11bdb3bd04ccc0a816c17eaecb7e4945d01deee2a22f95f",
+                "sha256:38d80498e2e169bc61418ff36170e0aad0cd268da8b38a17c4cf29d254a8b3f1",
+                "sha256:3916c8692dbd9d55c523374a3b8213e628424d19116ac4308e434dbf6d95bbdd",
+                "sha256:393c7aba2b55559ef7ab791c94b44f7482a07bf7640d17b341b79081f5e5cd1a",
+                "sha256:3b7b30258348082826d274504fbc7c849959f1989d86c29bc355107accec6cfb",
+                "sha256:3fcb4046d2904378e3aeea1df51f697b0467f2aac55d232c87ba162709478c46",
+                "sha256:4109adee842b90671f1b689901b948f347325045c15f46b39797ae1bf17019de",
+                "sha256:4558e5012ee03d2638c681e156461d37b7a113fe13970d438d95d10173d25f78",
+                "sha256:45731330e754f5811c314901cebdf19dd776a44b31927fa4b4dbecab9e457b0c",
+                "sha256:4715a9b778f4293b9f8ae7a0a7cef9829f02ff8d6277a39d7f40565c737d3771",
+                "sha256:471f0ef53ccedec9995287f02caf0c068732f026455f07db3f01a46e49d76bbb",
+                "sha256:4d3ebb9e1316ec74277d19c5f482f98cc65a73ccd5430540d6d11682cd857430",
+                "sha256:4ff550491f5492ab5ed3533e76b8567f4b37bd2995e780a1f46bca2024223233",
+                "sha256:52c27110f3862a1afbcb2af4281fc9fdc40327fa286c4625dfee247c3ba90156",
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@@ -125,12 +114,12 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.3.1"
         },
-        "ansiwrap": {
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@@ -185,18 +174,18 @@
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@@ -210,32 +199,32 @@
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@@ -246,47 +235,47 @@
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@@ -314,19 +303,19 @@
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@@ -381,99 +370,99 @@
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@@ -501,11 +490,11 @@
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@@ -567,63 +556,71 @@
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@@ -658,27 +655,27 @@
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@@ -722,38 +719,40 @@
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@@ -764,51 +763,51 @@
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@@ -894,27 +909,27 @@
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@@ -926,18 +941,18 @@
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@@ -949,19 +964,19 @@
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@@ -1047,106 +1062,98 @@
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@@ -1180,27 +1187,27 @@
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@@ -1214,11 +1221,11 @@
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@@ -1237,11 +1244,11 @@
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@@ -1252,11 +1259,11 @@
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@@ -1275,11 +1282,11 @@
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@@ -1291,41 +1298,45 @@
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@@ -1345,27 +1356,27 @@
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@@ -1377,11 +1388,11 @@
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@@ -1401,11 +1412,11 @@
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@@ -1965,27 +1965,27 @@
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@@ -1997,11 +1997,11 @@
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@@ -2146,11 +2142,11 @@
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@@ -2187,42 +2183,43 @@
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@@ -2301,11 +2324,11 @@
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@@ -2317,27 +2340,35 @@
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@@ -2369,53 +2400,56 @@
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@@ -2548,19 +2628,19 @@
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@@ -2583,29 +2663,30 @@
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@@ -2979,7 +3088,7 @@
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@@ -3397,26 +3521,26 @@
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         "wheel": {
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@@ -3428,11 +3552,11 @@
         },
         "widgetsnbextension": {
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@@ -3442,23 +3566,30 @@
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+            ],
+            "markers": "python_version >= '3.7'",
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         "yaspin": {
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                 "sha256:f96ab3b5c42e1eaa6af3193508082309d9dc43f6963339f9aa606003ee8d7e63"
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             "version": "==2.5.0"
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         "zipp": {
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             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==3.17.0"
+            "markers": "python_version < '3.10'",
+            "version": "==3.19.2"
         }
     },
     "develop": {}

From 8ae96700960a291f6adf4dcc87f1f5c4da843c45 Mon Sep 17 00:00:00 2001
From: GitHub Actions <github-actions[bot]@users.noreply.github.com>
Date: Fri, 26 Jul 2024 19:36:57 +0000
Subject: [PATCH 3/7] Update file via  digest-updater-10116660120 GitHub action

---
 .../runtime-images/datascience-ubi8-py38.json                   | 2 +-
 .../anaconda-python-3.8/runtime-images/pytorch-ubi8-py38.json   | 2 +-
 .../runtime-images/tensorflow-ubi8-py38.json                    | 2 +-
 .../anaconda-python-3.8/runtime-images/ubi8-py38.json           | 2 +-
 .../ubi8-python-3.8/runtime-images/datascience-ubi8-py38.json   | 2 +-
 .../ubi8-python-3.8/runtime-images/pytorch-ubi8-py38.json       | 2 +-
 .../ubi8-python-3.8/runtime-images/tensorflow-ubi8-py38.json    | 2 +-
 .../datascience/ubi8-python-3.8/runtime-images/ubi8-py38.json   | 2 +-
 .../ubi9-python-3.9/runtime-images/datascience-ubi9-py39.json   | 2 +-
 .../ubi9-python-3.9/runtime-images/pytorch-ubi9-py39.json       | 2 +-
 .../ubi9-python-3.9/runtime-images/tensorflow-ubi9-py39.json    | 2 +-
 .../datascience/ubi9-python-3.9/runtime-images/ubi9-py39.json   | 2 +-
 12 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/jupyter/datascience/anaconda-python-3.8/runtime-images/datascience-ubi8-py38.json b/jupyter/datascience/anaconda-python-3.8/runtime-images/datascience-ubi8-py38.json
index c6778b6ff..2034a88bc 100644
--- a/jupyter/datascience/anaconda-python-3.8/runtime-images/datascience-ubi8-py38.json
+++ b/jupyter/datascience/anaconda-python-3.8/runtime-images/datascience-ubi8-py38.json
@@ -5,7 +5,7 @@
       "datascience"
     ],
     "display_name": "Datascience with Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:acc9b8fed84c9778b177581455c0a5d228d1438daa629e1a476cef4440f2a91a",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:c33bd3365f40fcca2a0d570f3e28269c6387436f792080c5122b80c218e0cda3",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/anaconda-python-3.8/runtime-images/pytorch-ubi8-py38.json b/jupyter/datascience/anaconda-python-3.8/runtime-images/pytorch-ubi8-py38.json
index cac6534be..258c7e636 100644
--- a/jupyter/datascience/anaconda-python-3.8/runtime-images/pytorch-ubi8-py38.json
+++ b/jupyter/datascience/anaconda-python-3.8/runtime-images/pytorch-ubi8-py38.json
@@ -5,7 +5,7 @@
       "pytorch"
     ],
     "display_name": "Pytorch with CUDA and Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:a46edb1ded8d6270dbff55d3cbb824ebebbe05a095cf1d37e7972c87a4dbcd4f",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:0c9f5480fd6f7fceede66c6ab91277cfdb05b6032f317c0ffc411d2ef650d1ee",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/anaconda-python-3.8/runtime-images/tensorflow-ubi8-py38.json b/jupyter/datascience/anaconda-python-3.8/runtime-images/tensorflow-ubi8-py38.json
index bf3d5be54..72fd1ff95 100644
--- a/jupyter/datascience/anaconda-python-3.8/runtime-images/tensorflow-ubi8-py38.json
+++ b/jupyter/datascience/anaconda-python-3.8/runtime-images/tensorflow-ubi8-py38.json
@@ -5,7 +5,7 @@
       "tensorflow"
     ],
     "display_name": "TensorFlow with CUDA and Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:0958fffbadb5d413dd01f2f0f13bdb2b4e7f2f2c10de2d87c5449db21fdc520b",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:c3fb741047ebf1722f0804cd3d1146ed0be0ca5826920e25f83cd4655e074ff3",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/anaconda-python-3.8/runtime-images/ubi8-py38.json b/jupyter/datascience/anaconda-python-3.8/runtime-images/ubi8-py38.json
index 93214b0ed..6a28ec775 100644
--- a/jupyter/datascience/anaconda-python-3.8/runtime-images/ubi8-py38.json
+++ b/jupyter/datascience/anaconda-python-3.8/runtime-images/ubi8-py38.json
@@ -5,7 +5,7 @@
       "minimal"
     ],
     "display_name": "Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:98a035d355d67120fc913cf753866d7bad2227af21ccc3894148b4b679d40c3d",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:7a27e9aeaea8b22231eb965609b5ccc3e130a10bafe9024b75c313965b4c8502",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi8-python-3.8/runtime-images/datascience-ubi8-py38.json b/jupyter/datascience/ubi8-python-3.8/runtime-images/datascience-ubi8-py38.json
index c6778b6ff..2034a88bc 100644
--- a/jupyter/datascience/ubi8-python-3.8/runtime-images/datascience-ubi8-py38.json
+++ b/jupyter/datascience/ubi8-python-3.8/runtime-images/datascience-ubi8-py38.json
@@ -5,7 +5,7 @@
       "datascience"
     ],
     "display_name": "Datascience with Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:acc9b8fed84c9778b177581455c0a5d228d1438daa629e1a476cef4440f2a91a",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:c33bd3365f40fcca2a0d570f3e28269c6387436f792080c5122b80c218e0cda3",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi8-python-3.8/runtime-images/pytorch-ubi8-py38.json b/jupyter/datascience/ubi8-python-3.8/runtime-images/pytorch-ubi8-py38.json
index cac6534be..258c7e636 100644
--- a/jupyter/datascience/ubi8-python-3.8/runtime-images/pytorch-ubi8-py38.json
+++ b/jupyter/datascience/ubi8-python-3.8/runtime-images/pytorch-ubi8-py38.json
@@ -5,7 +5,7 @@
       "pytorch"
     ],
     "display_name": "Pytorch with CUDA and Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:a46edb1ded8d6270dbff55d3cbb824ebebbe05a095cf1d37e7972c87a4dbcd4f",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:0c9f5480fd6f7fceede66c6ab91277cfdb05b6032f317c0ffc411d2ef650d1ee",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi8-python-3.8/runtime-images/tensorflow-ubi8-py38.json b/jupyter/datascience/ubi8-python-3.8/runtime-images/tensorflow-ubi8-py38.json
index bf3d5be54..72fd1ff95 100644
--- a/jupyter/datascience/ubi8-python-3.8/runtime-images/tensorflow-ubi8-py38.json
+++ b/jupyter/datascience/ubi8-python-3.8/runtime-images/tensorflow-ubi8-py38.json
@@ -5,7 +5,7 @@
       "tensorflow"
     ],
     "display_name": "TensorFlow with CUDA and Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:0958fffbadb5d413dd01f2f0f13bdb2b4e7f2f2c10de2d87c5449db21fdc520b",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:c3fb741047ebf1722f0804cd3d1146ed0be0ca5826920e25f83cd4655e074ff3",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi8-python-3.8/runtime-images/ubi8-py38.json b/jupyter/datascience/ubi8-python-3.8/runtime-images/ubi8-py38.json
index 93214b0ed..6a28ec775 100644
--- a/jupyter/datascience/ubi8-python-3.8/runtime-images/ubi8-py38.json
+++ b/jupyter/datascience/ubi8-python-3.8/runtime-images/ubi8-py38.json
@@ -5,7 +5,7 @@
       "minimal"
     ],
     "display_name": "Python 3.8 (UBI8)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:98a035d355d67120fc913cf753866d7bad2227af21ccc3894148b4b679d40c3d",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:7a27e9aeaea8b22231eb965609b5ccc3e130a10bafe9024b75c313965b4c8502",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi9-python-3.9/runtime-images/datascience-ubi9-py39.json b/jupyter/datascience/ubi9-python-3.9/runtime-images/datascience-ubi9-py39.json
index 7d7fa1442..a49d7cc2a 100644
--- a/jupyter/datascience/ubi9-python-3.9/runtime-images/datascience-ubi9-py39.json
+++ b/jupyter/datascience/ubi9-python-3.9/runtime-images/datascience-ubi9-py39.json
@@ -5,7 +5,7 @@
       "datascience"
     ],
     "display_name": "Datascience with Python 3.9 (UBI9)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:90ef43828264de9dd4247a420033e62b4c0a5b0f43fdc5717eb0faf4d75dc1b9",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:dc1408fde855c0cf50c54e04c865785269aaeec13d94c4e97e9aa7dc4ed3aec1",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi9-python-3.9/runtime-images/pytorch-ubi9-py39.json b/jupyter/datascience/ubi9-python-3.9/runtime-images/pytorch-ubi9-py39.json
index b1780c900..9a7a693f1 100644
--- a/jupyter/datascience/ubi9-python-3.9/runtime-images/pytorch-ubi9-py39.json
+++ b/jupyter/datascience/ubi9-python-3.9/runtime-images/pytorch-ubi9-py39.json
@@ -5,7 +5,7 @@
       "pytorch"
     ],
     "display_name": "Pytorch with CUDA and Python 3.9 (UBI9)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:bafcdaab39ee7bda63781e67ceef355f290249d58f2deaced4e9159ece39e616",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:df9de2ece3c99d6b709c239f16b973a8747e410408dbda96643e87d8414f2347",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi9-python-3.9/runtime-images/tensorflow-ubi9-py39.json b/jupyter/datascience/ubi9-python-3.9/runtime-images/tensorflow-ubi9-py39.json
index 83c19daab..9f01b394b 100644
--- a/jupyter/datascience/ubi9-python-3.9/runtime-images/tensorflow-ubi9-py39.json
+++ b/jupyter/datascience/ubi9-python-3.9/runtime-images/tensorflow-ubi9-py39.json
@@ -5,7 +5,7 @@
       "tensorflow"
     ],
     "display_name": "TensorFlow with CUDA and Python 3.9 (UBI9)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:367f3b3e3186d9bb21af68cfcc1c574e60979ac5a8a15105e2cb4ea509346c3b",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:97f103f55b660457ec8da8d4f98a21aa123eea07813df2e0f93bdb2893f9aaac",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"
diff --git a/jupyter/datascience/ubi9-python-3.9/runtime-images/ubi9-py39.json b/jupyter/datascience/ubi9-python-3.9/runtime-images/ubi9-py39.json
index 63b26aee9..bb42627df 100644
--- a/jupyter/datascience/ubi9-python-3.9/runtime-images/ubi9-py39.json
+++ b/jupyter/datascience/ubi9-python-3.9/runtime-images/ubi9-py39.json
@@ -5,7 +5,7 @@
       "minimal"
     ],
     "display_name": "Python 3.9 (UBI9)",
-    "image_name": "quay.io/opendatahub/workbench-images@sha256:1d72f9e192f247c22c2b6759df47005511496eb84077f1429625cb8d07ba037a",
+    "image_name": "quay.io/opendatahub/workbench-images@sha256:2f2618585119753187dc666f67b05c9892eca14b050cd1df34e96153879d6e53",
     "pull_policy": "IfNotPresent"
   },
   "schema_name": "runtime-image"

From eedde7e6f6aa11b9517c83a88131ce66accac285 Mon Sep 17 00:00:00 2001
From: Harshad Reddy Nalla <hnalla@redhat.com>
Date: Tue, 30 Jul 2024 14:03:36 -0400
Subject: [PATCH 4/7] Upgrade codeflare-sdk 0.18.0 for py3.9 content

Signed-off-by: Harshad Reddy Nalla <hnalla@redhat.com>
Co-authored-by: Jan Stourac <jstourac@redhat.com>
---
 jupyter/datascience/ubi9-python-3.9/Pipfile   |    2 +-
 .../datascience/ubi9-python-3.9/Pipfile.lock  | 1089 +++++++++--------
 jupyter/pytorch/ubi9-python-3.9/Pipfile       |    2 +-
 jupyter/pytorch/ubi9-python-3.9/Pipfile.lock  |  867 ++++++-------
 jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile  |    3 +-
 .../rocm/pytorch/ubi9-python-3.9/Pipfile.lock |  898 +++++++-------
 .../rocm/tensorflow/ubi9-python-3.9/Pipfile   |    2 +-
 .../tensorflow/ubi9-python-3.9/Pipfile.lock   |  610 +++++----
 jupyter/tensorflow/ubi9-python-3.9/Pipfile    |    2 +-
 .../tensorflow/ubi9-python-3.9/Pipfile.lock   |  877 ++++++-------
 jupyter/trustyai/ubi9-python-3.9/Pipfile      |    2 +-
 jupyter/trustyai/ubi9-python-3.9/Pipfile.lock |  821 +++++++------
 runtimes/datascience/ubi9-python-3.9/Pipfile  |    2 +-
 .../datascience/ubi9-python-3.9/Pipfile.lock  |  555 ++++-----
 runtimes/pytorch/ubi9-python-3.9/Pipfile      |    2 +-
 runtimes/pytorch/ubi9-python-3.9/Pipfile.lock |  561 ++++-----
 runtimes/tensorflow/ubi9-python-3.9/Pipfile   |    2 +-
 .../tensorflow/ubi9-python-3.9/Pipfile.lock   |  560 ++++-----
 18 files changed, 3391 insertions(+), 3466 deletions(-)

diff --git a/jupyter/datascience/ubi9-python-3.9/Pipfile b/jupyter/datascience/ubi9-python-3.9/Pipfile
index 573878ace..8c099c408 100644
--- a/jupyter/datascience/ubi9-python-3.9/Pipfile
+++ b/jupyter/datascience/ubi9-python-3.9/Pipfile
@@ -17,7 +17,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/jupyter/datascience/ubi9-python-3.9/Pipfile.lock b/jupyter/datascience/ubi9-python-3.9/Pipfile.lock
index b655259b5..21fb6e80f 100644
--- a/jupyter/datascience/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/datascience/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "182e5c882f08cbc5a2803d382fa99b0d2e6d7ae4f4c73e49322ab7c88c401bd8"
+            "sha256": "18cdcbdced89e25b92da4636e11c458edecb28208350a8fe06e0b9d6fc667169"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -21,7 +21,7 @@
                 "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad",
                 "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"
             ],
-            "markers": "python_version >= '3.7' and python_version < '4.0'",
+            "markers": "python_version < '4' and python_full_version >= '3.7.0'",
             "version": "==22.1.0"
         },
         "aiohttp": {
@@ -118,7 +118,7 @@
                 "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc",
                 "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==1.3.1"
         },
         "aiosqlite": {
@@ -126,7 +126,7 @@
                 "sha256:36a1deaca0cac40ebe32aac9977a6e2bbc7f5189f23f4a54d5908986729e5bd6",
                 "sha256:6d35c8c256637f4672f843c31021464090805bf925385ac39473fb16eaaca3d7"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==0.20.0"
         },
         "ansicolors": {
@@ -141,7 +141,7 @@
                 "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94",
                 "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==4.4.0"
         },
         "appengine-python-standard": {
@@ -149,7 +149,7 @@
                 "sha256:0fca07b290282b9449590cbdb39b3461c45f2b6037523949f028ff2cba82c85e",
                 "sha256:c2aec138a24f8462d6199c65666590dab14acb18af6c62950c82bc8d40862558"
             ],
-            "markers": "python_version >= '3.6' and python_version < '4.0'",
+            "markers": "python_version >= '3.6' and python_version < '4'",
             "version": "==1.1.6"
         },
         "argon2-cffi": {
@@ -157,7 +157,7 @@
                 "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08",
                 "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==23.1.0"
         },
         "argon2-cffi-bindings": {
@@ -192,16 +192,16 @@
                 "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80",
                 "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==1.3.0"
         },
         "astroid": {
             "hashes": [
-                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
-                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
+                "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a",
+                "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25"
             ],
-            "markers": "python_full_version >= '3.8.0'",
-            "version": "==3.2.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.2.4"
         },
         "asttokens": {
             "hashes": [
@@ -223,7 +223,7 @@
                 "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
                 "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==23.2.0"
         },
         "autopep8": {
@@ -239,41 +239,41 @@
                 "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb",
                 "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==2.15.0"
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
+                "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d",
+                "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7",
+                "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170",
+                "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d",
+                "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe",
+                "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060",
+                "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184",
+                "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a",
+                "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68",
+                "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c",
+                "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458",
+                "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9",
+                "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328",
+                "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7",
+                "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34",
+                "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e",
+                "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2",
+                "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5",
+                "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae",
+                "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00",
+                "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841",
+                "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8",
+                "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221",
+                "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"
+            ],
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==4.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
@@ -308,7 +308,7 @@
                 "sha256:eaea3008c281f1038edb473c1aa8ed8143a5535ff18f978a318f10302b254063",
                 "sha256:ef703f83fc32e131e9bcc0a5094cfe85599e7109f896fe8bc96cc402f3eb4b6e"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==24.4.2"
         },
         "bleach": {
@@ -316,48 +316,48 @@
                 "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe",
                 "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==6.1.0"
         },
         "bokeh": {
             "hashes": [
-                "sha256:931a43ee59dbf1720383ab904f8205e126b85561aac55592415b800c96f1b0eb",
-                "sha256:a16d5cc0abb93d2d270d70fc35851f3e1b9208814a985a4678e0ba5ef2d9cd42"
+                "sha256:b7c22fb0f7004b04f12e1b7b26ee0269a26737a08ded848fb58f6a34ec1eb155",
+                "sha256:c6f33817f866fc67fbeb5df79cd13a8bb592c05c591f3fd7f4f22b824f7afa01"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.4.2"
+            "version": "==3.4.3"
         },
         "boto3": {
             "hashes": [
-                "sha256:344f635233c85dbb509b87638232ff9132739f90bb5e6bf01fa0e0a521a9107e",
-                "sha256:6f5d7a20afbe45e3f7c6b5e96071752d36c3942535b1f7924964f1fdf25376a7"
+                "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc",
+                "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"
             ],
             "index": "pypi",
-            "version": "==1.34.135"
+            "version": "==1.34.150"
         },
         "botocore": {
             "hashes": [
-                "sha256:2e72f37072f75cb1391fca9d7a4c32cecb52a3557d62431d0f59d5311dc7d0cf",
-                "sha256:3aa9e85e7c479babefb5a590e844435449df418085f3c74d604277bc52dc3109"
+                "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a",
+                "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"
             ],
-            "markers": "python_full_version >= '3.8.0'",
-            "version": "==1.34.135"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.34.150"
         },
         "cachetools": {
             "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
+                "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474",
+                "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==5.3.3"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==5.4.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516",
-                "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"
+                "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b",
+                "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2024.6.2"
+            "version": "==2024.7.4"
         },
         "cffi": {
             "hashes": [
@@ -414,7 +414,7 @@
                 "sha256:fa3a0128b152627161ce47201262d3140edb5a5c3da88d73a1b790a959126956",
                 "sha256:fcc8eb6d5902bb1cf6dc4f187ee3ea80a1eba0a89aba40a5cb20a5087d961357"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==1.16.0"
         },
         "charset-normalizer": {
@@ -510,7 +510,7 @@
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@@ -518,16 +518,16 @@
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@@ -549,7 +549,7 @@
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@@ -639,7 +639,7 @@
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@@ -667,7 +667,7 @@
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@@ -729,7 +729,7 @@
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@@ -960,7 +960,7 @@
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@@ -976,7 +976,7 @@
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@@ -984,7 +984,7 @@
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@@ -997,27 +997,27 @@
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@@ -1090,7 +1090,7 @@
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@@ -1106,59 +1106,59 @@
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@@ -1282,18 +1282,18 @@
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@@ -1437,16 +1437,16 @@
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@@ -1468,21 +1468,21 @@
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@@ -1598,7 +1598,7 @@
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@@ -1672,7 +1672,7 @@
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@@ -1714,7 +1714,7 @@
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@@ -1777,7 +1777,7 @@
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@@ -1847,7 +1847,7 @@
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@@ -1943,7 +1943,7 @@
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@@ -1991,7 +1991,7 @@
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@@ -1999,7 +1999,7 @@
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@@ -2007,7 +2007,7 @@
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@@ -2023,7 +2023,7 @@
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@@ -2055,7 +2055,7 @@
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+            "markers": "python_version >= '3.8'",
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@@ -2535,7 +2546,7 @@
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@@ -2551,7 +2562,7 @@
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+            "markers": "python_version >= '3.8'",
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@@ -2660,7 +2671,7 @@
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+            "markers": "python_full_version >= '3.7.0'",
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@@ -2668,7 +2679,7 @@
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@@ -2679,15 +2690,15 @@
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@@ -2859,7 +2870,7 @@
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@@ -2870,7 +2881,7 @@
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@@ -2881,7 +2892,7 @@
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@@ -3039,7 +3050,7 @@
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+            "markers": "python_full_version >= '3.7.0'",
             "version": "==26.0.3"
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@@ -3048,31 +3059,25 @@
                 "default"
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@@ -3080,7 +3085,7 @@
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@@ -3479,7 +3488,7 @@
                 "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0",
                 "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==0.18.1"
         },
         "threadpoolctl": {
@@ -3487,7 +3496,7 @@
                 "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107",
                 "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==3.5.0"
         },
         "tinycss2": {
@@ -3495,7 +3504,7 @@
                 "sha256:152f9acabd296a8375fbca5b84c961ff95971fcfc32e79550c8df8e29118c54d",
                 "sha256:54a8dbdffb334d536851be0226030e9505965bb2f30f21a4a82c55fb2a80fae7"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==1.3.0"
         },
         "tomli": {
@@ -3508,11 +3517,11 @@
         },
         "tomlkit": {
             "hashes": [
-                "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f",
-                "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"
+                "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72",
+                "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.12.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.0"
         },
         "tornado": {
             "hashes": [
@@ -3528,7 +3537,7 @@
                 "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d",
                 "sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==6.4.1"
         },
         "tqdm": {
@@ -3536,7 +3545,7 @@
                 "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644",
                 "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==4.66.4"
         },
         "traitlets": {
@@ -3544,7 +3553,7 @@
                 "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7",
                 "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==5.14.3"
         },
         "types-python-dateutil": {
@@ -3552,7 +3561,7 @@
                 "sha256:5d2f2e240b86905e40944dd787db6da9263f0deabef1076ddaed797351ec0202",
                 "sha256:6b8cb66d960771ce5ff974e9dd45e38facb81718cc1e208b10b1baccbfdbee3b"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==2.9.0.20240316"
         },
         "typing-extensions": {
@@ -3652,7 +3661,7 @@
                 "sha256:f8ccb77b3e40b151e20519c6ae6d89bfe3f4c14e8e210d910287f778368bb3d1",
                 "sha256:fbd8fd427f57a03cff3ad6574b5e299131585d9727c8c366da4624a9069ed746"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==5.10.0"
         },
         "uri-template": {
@@ -3712,7 +3721,7 @@
                 "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e",
                 "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==4.0.1"
         },
         "wcwidth": {
@@ -3741,15 +3750,15 @@
                 "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
                 "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==1.8.0"
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
@@ -3764,7 +3773,7 @@
                 "sha256:55d4d6949d100e0d08b94948a42efc3ed6dfdc0e9468b2c4b128c9a2ce3a7a36",
                 "sha256:8b22a8f1910bfd188e596fe7fc05dcbd87e810c8a4ba010bdb3da86637398474"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==4.0.11"
         },
         "wrapt": {
@@ -3848,7 +3857,7 @@
                 "sha256:58c1bdab4257d2551b9ef91cd48571f77b7c4d2bc45bf5e3c05ac97b3a4d7282",
                 "sha256:fecb2508f0f2b71c819aecf5df2c03cef001c56a4b49302e640f3b34710d25e4"
             ],
-            "markers": "python_full_version >= '3.8.0'",
+            "markers": "python_version >= '3.8'",
             "version": "==2024.6.0"
         },
         "y-py": {
@@ -4030,7 +4039,7 @@
                 "sha256:f3bc6af6e2b8f92eced34ef6a96ffb248e863af20ef4fde9448cc8c9b858b749",
                 "sha256:f7d6b36dd2e029b6bcb8a13cf19664c7b8e19ab3a58e0fefbb5b8461447ed5ec"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==1.9.4"
         },
         "yaspin": {
@@ -4038,7 +4047,7 @@
                 "sha256:35cae59c682506794a218310445e8326cd8fec410879d1c44953b494b1121e77",
                 "sha256:5c9b6549b84c8aa7f92426272b670e1302941d72f0275caf32d2ea7db3c269f9"
             ],
-            "markers": "python_version >= '3.9' and python_version < '4.0'",
+            "markers": "python_version >= '3.9' and python_version < '4'",
             "version": "==3.0.2"
         },
         "ypy-websocket": {
@@ -4046,7 +4055,7 @@
                 "sha256:43a001473f5c8abcf182f603049cf305cbc855ad8deaa9dfa0f3b5a7cea9d0ff",
                 "sha256:b1ba0dfcc9762f0ca168d2378062d3ca1299d39076b0f145d961359121042be5"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==0.8.4"
         },
         "zipp": {
diff --git a/jupyter/pytorch/ubi9-python-3.9/Pipfile b/jupyter/pytorch/ubi9-python-3.9/Pipfile
index 8d04b6c45..3a90489b6 100644
--- a/jupyter/pytorch/ubi9-python-3.9/Pipfile
+++ b/jupyter/pytorch/ubi9-python-3.9/Pipfile
@@ -26,7 +26,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/jupyter/pytorch/ubi9-python-3.9/Pipfile.lock b/jupyter/pytorch/ubi9-python-3.9/Pipfile.lock
index 3ee7bd382..bdf59a6ca 100644
--- a/jupyter/pytorch/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/pytorch/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "35f918165bcc21d267c32ce5b7bbaa7c92df8fa1d371244319f1ae3e9c24a521"
+            "sha256": "cd3cd72c71f348f97998c2b07a135683988b051d991d95ea71b0a4fb3389b216"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -34,7 +34,7 @@
                 "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad",
                 "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"
             ],
-            "markers": "python_version >= '3.7' and python_full_version < '4.0.0'",
+            "markers": "python_version >= '3.7' and python_version < '4.0'",
             "version": "==22.1.0"
         },
         "aiohttp": {
@@ -162,7 +162,7 @@
                 "sha256:0fca07b290282b9449590cbdb39b3461c45f2b6037523949f028ff2cba82c85e",
                 "sha256:c2aec138a24f8462d6199c65666590dab14acb18af6c62950c82bc8d40862558"
             ],
-            "markers": "python_version >= '3.6' and python_full_version < '4.0.0'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==1.1.6"
         },
         "argon2-cffi": {
@@ -210,11 +210,11 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
-                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
+                "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a",
+                "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.2.2"
+            "version": "==3.2.4"
         },
         "asttokens": {
             "hashes": [
@@ -257,36 +257,36 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
+                "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d",
+                "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7",
+                "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170",
+                "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d",
+                "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe",
+                "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060",
+                "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184",
+                "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a",
+                "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68",
+                "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c",
+                "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458",
+                "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9",
+                "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328",
+                "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7",
+                "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34",
+                "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e",
+                "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2",
+                "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5",
+                "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae",
+                "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00",
+                "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841",
+                "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8",
+                "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221",
+                "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+            "version": "==4.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
@@ -334,43 +334,43 @@
         },
         "bokeh": {
             "hashes": [
-                "sha256:931a43ee59dbf1720383ab904f8205e126b85561aac55592415b800c96f1b0eb",
-                "sha256:a16d5cc0abb93d2d270d70fc35851f3e1b9208814a985a4678e0ba5ef2d9cd42"
+                "sha256:b7c22fb0f7004b04f12e1b7b26ee0269a26737a08ded848fb58f6a34ec1eb155",
+                "sha256:c6f33817f866fc67fbeb5df79cd13a8bb592c05c591f3fd7f4f22b824f7afa01"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.4.2"
+            "version": "==3.4.3"
         },
         "boto3": {
             "hashes": [
-                "sha256:344f635233c85dbb509b87638232ff9132739f90bb5e6bf01fa0e0a521a9107e",
-                "sha256:6f5d7a20afbe45e3f7c6b5e96071752d36c3942535b1f7924964f1fdf25376a7"
+                "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc",
+                "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"
             ],
             "index": "pypi",
-            "version": "==1.34.135"
+            "version": "==1.34.150"
         },
         "botocore": {
             "hashes": [
-                "sha256:2e72f37072f75cb1391fca9d7a4c32cecb52a3557d62431d0f59d5311dc7d0cf",
-                "sha256:3aa9e85e7c479babefb5a590e844435449df418085f3c74d604277bc52dc3109"
+                "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a",
+                "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.135"
+            "version": "==1.34.150"
         },
         "cachetools": {
             "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
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+            "version": "==5.4.0"
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@@ -536,11 +536,11 @@
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@@ -742,7 +742,7 @@
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@@ -763,11 +763,11 @@
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@@ -801,51 +801,51 @@
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@@ -1010,11 +1010,11 @@
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@@ -1026,11 +1026,11 @@
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@@ -2533,20 +2544,20 @@
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@@ -2572,11 +2583,11 @@
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@@ -2588,10 +2599,10 @@
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@@ -2607,44 +2618,44 @@
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+                "sha256:fa3c246cc58cb5a4a5cb407a18f193354ea47dd0648194e6265bd24177982fe8"
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+            "version": "==17.0.0"
         },
         "pyasn1": {
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@@ -2808,10 +2819,10 @@
         },
         "pylint": {
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-            "version": "==3.2.4"
+            "version": "==3.2.6"
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         "pymongo": {
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@@ -3172,24 +3183,18 @@
                 "default"
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@@ -3244,7 +3249,7 @@
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+            "markers": "python_version < '4.0' and python_full_version >= '3.6.3'",
             "version": "==12.6.0"
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@@ -3256,115 +3261,119 @@
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+                "sha256:56313be667a837ff1ea3508cebb1ef6681d418fa2913a0635386cf29cff35165",
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+                "sha256:720f3108fb1bfa32e51db58b832898372eb5891e8472a8093008010911e324c5",
+                "sha256:74129d5ffc4cde992d89d345f7f7d6758320e5d44a369d74d83493429dad2de5",
+                "sha256:747251e428406b05fc86fee3904ee19550c4d2d19258cef274e2151f31ae9d38",
+                "sha256:75130df05aae7a7ac171b3b5b24714cffeabd054ad2ebc18870b3aa4526eba23",
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+                "sha256:7d5c7e32f3ee42f77d8ff1a10384b5cdcc2d37035e2e3320ded909aa192d32c3",
+                "sha256:8124101e92c56827bebef084ff106e8ea11c743256149a95b9fd860d3a4f331f",
+                "sha256:81db2e7282cc0487f500d4db203edc57da81acde9e35f061d69ed983228ffe3b",
+                "sha256:840e18c38098221ea6201f091fc5d4de6128961d2930fbbc96806fb43f69aec1",
+                "sha256:89cc8921a4a5028d6dd388c399fcd2eef232e7040345af3d5b16c04b91cf3c7e",
+                "sha256:8b32cd4ab6db50c875001ba4f5a6b30c0f42151aa1fbf9c2e7e3674893fb1dc4",
+                "sha256:8df1c283e57c9cb4d271fdc1875f4a58a143a2d1698eb0d6b7c0d7d5f49c53a1",
+                "sha256:902cf4739458852fe917104365ec0efbea7d29a15e4276c96a8d33e6ed8ec137",
+                "sha256:97fbb77eaeb97591efdc654b8b5f3ccc066406ccfb3175b41382f221ecc216e8",
+                "sha256:9c7042488165f7251dc7894cd533a875d2875af6d3b0e09eda9c4b334627ad1c",
+                "sha256:9e318e6786b1e750a62f90c6f7fa8b542102bdcf97c7c4de2a48b50b61bd36ec",
+                "sha256:a9421b23c85f361a133aa7c5e8ec757668f70343f4ed8fdb5a4a14abd5437244",
+                "sha256:aaf71f95b21f9dc708123335df22e5a2fef6307e3e6f9ed773b2e0938cc4d491",
+                "sha256:afedc35fe4b9e30ab240b208bb9dc8938cb4afe9187589e8d8d085e1aacb8309",
+                "sha256:b5e28e56143750808c1c79c70a16519e9bc0a68b623197b96292b21b62d6055c",
+                "sha256:b82c9514c6d74b89a370c4060bdb80d2299bc6857e462e4a215b4ef7aa7b090e",
+                "sha256:b8f78398e67a7227aefa95f876481485403eb974b29e9dc38b307bb6eb2315ea",
+                "sha256:bbda75f245caecff8faa7e32ee94dfaa8312a3367397975527f29654cd17a6ed",
+                "sha256:bca34e913d27401bda2a6f390d0614049f5a95b3b11cd8eff80fe4ec340a1208",
+                "sha256:bd04d8cab16cab5b0a9ffc7d10f0779cf1120ab16c3925404428f74a0a43205a",
+                "sha256:c149a652aeac4902ecff2dd93c3b2681c608bd5208c793c4a99404b3e1afc87c",
+                "sha256:c2087dbb76a87ec2c619253e021e4fb20d1a72580feeaa6892b0b3d955175a71",
+                "sha256:c34f751bf67cab69638564eee34023909380ba3e0d8ee7f6fe473079bf93f09b",
+                "sha256:c6d20c8896c00775e6f62d8373aba32956aa0b850d02b5ec493f486c88e12859",
+                "sha256:c7af6f7b80f687b33a4cdb0a785a5d4de1fb027a44c9a049d8eb67d5bfe8a687",
+                "sha256:c7b07959866a6afb019abb9564d8a55046feb7a84506c74a6f197cbcdf8a208e",
+                "sha256:ca0dda0c5715efe2ab35bb83f813f681ebcd2840d8b1b92bfc6fe3ab382fae4a",
+                "sha256:cdb7eb3cf3deb3dd9e7b8749323b5d970052711f9e1e9f36364163627f96da58",
+                "sha256:ce757c7c90d35719b38fa3d4ca55654a76a40716ee299b0865f2de21c146801c",
+                "sha256:d1fa67ef839bad3815124f5f57e48cd50ff392f4911a9f3cf449d66fa3df62a5",
+                "sha256:d2dbd8f4990d4788cb122f63bf000357533f34860d269c1a8e90ae362090ff3a",
+                "sha256:d4ec0046facab83012d821b33cead742a35b54575c4edfb7ed7445f63441835f",
+                "sha256:dbceedcf4a9329cc665452db1aaf0845b85c666e4885b92ee0cddb1dbf7e052a",
+                "sha256:dc733d35f861f8d78abfaf54035461e10423422999b360966bf1c443cbc42705",
+                "sha256:dd635c2c4043222d80d80ca1ac4530a633102a9f2ad12252183bcf338c1b9474",
+                "sha256:de1f7cd5b6b351e1afd7568bdab94934d656abe273d66cda0ceea43bbc02a0c2",
+                "sha256:df7c841813f6265e636fe548a49664c77af31ddfa0085515326342a751a6ba51",
+                "sha256:e0f9d268b19e8f61bf42a1da48276bcd05f7ab5560311f541d22557f8227b866",
+                "sha256:e2d66eb41ffca6cc3c91d8387509d27ba73ad28371ef90255c50cb51f8953301",
+                "sha256:e429fc517a1c5e2a70d576077231538a98d59a45dfc552d1ac45a132844e6dfb",
+                "sha256:e4d2b88efe65544a7d5121b0c3b003ebba92bfede2ea3577ce548b69c5235185",
+                "sha256:e76c902d229a3aa9d5ceb813e1cbcc69bf5bda44c80d574ff1ac1fa3136dea71",
+                "sha256:ef07a0a1d254eeb16455d839cef6e8c2ed127f47f014bbda64a58b5482b6c836",
+                "sha256:f09529d2332264a902688031a83c19de8fda5eb5881e44233286b9c9ec91856d",
+                "sha256:f0a6d4a93d2a05daec7cb885157c97bbb0be4da739d6f9dfb02e101eb40921cd",
+                "sha256:f0cf2a0dbb5987da4bd92a7ca727eadb225581dd9681365beba9accbe5308f7d",
+                "sha256:f2671cb47e50a97f419a02cd1e0c339b31de017b033186358db92f4d8e2e17d8",
+                "sha256:f35b34a5184d5e0cc360b61664c1c06e866aab077b5a7c538a3e20c8fcdbf90b",
+                "sha256:f3d73022990ab0c8b172cce57c69fd9a89c24fd473a5e79cbce92df87e3d9c48",
+                "sha256:f5b8353ea1a4d7dfb59a7f45c04df66ecfd363bb5b35f33b11ea579111d4655f",
+                "sha256:f809a17cc78bd331e137caa25262b507225854073fd319e987bd216bed911b7c",
+                "sha256:f9bc4161bd3b970cd6a6fcda70583ad4afd10f2750609fb1f3ca9505050d4ef3",
+                "sha256:fdf4890cda3b59170009d012fca3294c00140e7f2abe1910e6a730809d0f3f9b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.18.1"
+            "version": "==0.19.1"
         },
         "rsa": {
             "hashes": [
                 "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7",
                 "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"
             ],
-            "markers": "python_version >= '3.6' and python_full_version < '4.0.0'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==4.9"
         },
         "ruamel.yaml": {
@@ -3576,11 +3585,11 @@
         },
         "sympy": {
             "hashes": [
-                "sha256:2877b03f998cd8c08f07cd0de5b767119cd3ef40d09f41c30d722f6686b0fb88",
-                "sha256:9b2cbc7f1a640289430e13d2a56f02f867a1da0190f2f99d8968c2f74da0e515"
+                "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f",
+                "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.12.1"
+            "version": "==1.13.1"
         },
         "tabulate": {
             "hashes": [
@@ -3592,11 +3601,11 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2",
-                "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.4.2"
+            "version": "==9.0.0"
         },
         "tensorboard": {
             "hashes": [
@@ -3656,11 +3665,11 @@
         },
         "tomlkit": {
             "hashes": [
-                "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f",
-                "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"
+                "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72",
+                "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.12.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.0"
         },
         "torch": {
             "hashes": [
@@ -3946,10 +3955,10 @@
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
@@ -4238,7 +4247,7 @@
                 "sha256:35cae59c682506794a218310445e8326cd8fec410879d1c44953b494b1121e77",
                 "sha256:5c9b6549b84c8aa7f92426272b670e1302941d72f0275caf32d2ea7db3c269f9"
             ],
-            "markers": "python_version >= '3.9' and python_full_version < '4.0.0'",
+            "markers": "python_version >= '3.9' and python_version < '4.0'",
             "version": "==3.0.2"
         },
         "ypy-websocket": {
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile
index 949efc6b4..84f2e54c6 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile
+++ b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile
@@ -15,6 +15,7 @@ name = "pytorch"
 tensorboard = "~=2.16.2"
 torch = {version = "~=2.3.1", index = "pytorch"}
 torchvision = {version = "~=0.18.1", index = "pytorch"} # https://pytorch.org/get-started/previous-versions/#linux-and-windows-1
+pytorch-triton-rocm = {version = "~=2.3.1", index = "pytorch"}
 
 # Datascience and useful extensions
 boto3 = "~=1.34.50"
@@ -27,7 +28,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 
 # DB connectors
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock
index 3562b2087..8dbab59f5 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "922cc25e73cf7ddb2207c65bbb40e3878b67f151420fdf9a67003856db36a5e2"
+            "sha256": "674730930a41a5a499dbf4c8e2b3986f392da3fde3d384d8b217175d250b8a96"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -34,7 +34,7 @@
                 "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad",
                 "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"
             ],
-            "markers": "python_version >= '3.7' and python_version < '4'",
+            "markers": "python_version >= '3.7' and python_version < '4.0'",
             "version": "==22.1.0"
         },
         "aiohttp": {
@@ -161,7 +161,7 @@
                 "sha256:0fca07b290282b9449590cbdb39b3461c45f2b6037523949f028ff2cba82c85e",
                 "sha256:c2aec138a24f8462d6199c65666590dab14acb18af6c62950c82bc8d40862558"
             ],
-            "markers": "python_version < '4' and python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==1.1.6"
         },
         "argon2-cffi": {
@@ -196,7 +196,7 @@
                 "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e",
                 "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==21.2.0"
         },
         "arrow": {
@@ -209,11 +209,11 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
-                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
+                "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a",
+                "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.2.2"
+            "version": "==3.2.4"
         },
         "asttokens": {
             "hashes": [
@@ -256,43 +256,43 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
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@@ -333,43 +333,43 @@
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@@ -535,11 +535,11 @@
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@@ -740,7 +740,7 @@
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@@ -756,16 +756,16 @@
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@@ -888,7 +888,7 @@
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@@ -1002,16 +1002,16 @@
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@@ -1023,11 +1023,11 @@
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@@ -1179,11 +1179,11 @@
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@@ -1195,11 +1195,11 @@
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@@ -1244,7 +1244,7 @@
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@@ -1291,11 +1291,11 @@
                 "format-nongpl"
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@@ -1451,11 +1451,11 @@
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@@ -1615,7 +1615,7 @@
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@@ -2137,7 +2137,7 @@
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@@ -2214,7 +2214,7 @@
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@@ -2281,7 +2281,7 @@
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@@ -2289,7 +2289,7 @@
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@@ -2310,78 +2310,89 @@
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@@ -2470,11 +2481,11 @@
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@@ -2486,10 +2497,10 @@
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@@ -2505,44 +2516,44 @@
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@@ -2704,10 +2715,10 @@
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@@ -2810,7 +2821,7 @@
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@@ -2871,7 +2882,7 @@
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@@ -2912,6 +2923,7 @@
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@@ -2975,7 +2987,7 @@
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+            "markers": "python_version >= '3.6'",
             "version": "==6.0.1"
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@@ -3078,24 +3090,18 @@
                 "default"
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@@ -3148,7 +3154,7 @@
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@@ -3160,115 +3166,119 @@
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@@ -3480,11 +3490,11 @@
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-                "sha256:9b2cbc7f1a640289430e13d2a56f02f867a1da0190f2f99d8968c2f74da0e515"
+                "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f",
+                "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.12.1"
+            "version": "==1.13.1"
         },
         "tabulate": {
             "hashes": [
@@ -3496,11 +3506,11 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2",
-                "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.4.2"
+            "version": "==9.0.0"
         },
         "tensorboard": {
             "hashes": [
@@ -3560,11 +3570,11 @@
         },
         "tomlkit": {
             "hashes": [
-                "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f",
-                "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"
+                "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72",
+                "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.12.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.0"
         },
         "torch": {
             "hashes": [
@@ -3828,10 +3838,10 @@
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
@@ -3922,7 +3932,7 @@
                 "sha256:f8212564d49c50eb4565e502814f694e240c55551a5f1bc841d4fcaabb0a9b8a",
                 "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==1.16.0"
         },
         "xyzservices": {
@@ -4120,7 +4130,7 @@
                 "sha256:35cae59c682506794a218310445e8326cd8fec410879d1c44953b494b1121e77",
                 "sha256:5c9b6549b84c8aa7f92426272b670e1302941d72f0275caf32d2ea7db3c269f9"
             ],
-            "markers": "python_version >= '3.9' and python_version < '4'",
+            "markers": "python_version >= '3.9' and python_version < '4.0'",
             "version": "==3.0.2"
         },
         "ypy-websocket": {
diff --git a/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile b/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile
index c20e0981b..182a42c43 100644
--- a/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile
+++ b/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile
@@ -21,7 +21,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 
 # DB connectors
diff --git a/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile.lock b/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile.lock
index 7c70ac3ef..5f90948f8 100644
--- a/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/rocm/tensorflow/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "da4cc90e6f3c95ed9dbeca32a24474922b609b9536e3cbbb7a689734df1c0469"
+            "sha256": "ca4f62c51ea9254c79a0801813995b694b3d431a9fda32ed15d7f948186019c5"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -156,7 +156,7 @@
                 "sha256:0fca07b290282b9449590cbdb39b3461c45f2b6037523949f028ff2cba82c85e",
                 "sha256:c2aec138a24f8462d6199c65666590dab14acb18af6c62950c82bc8d40862558"
             ],
-            "markers": "python_version >= '3.6' and python_version < '4'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==1.1.6"
         },
         "argon2-cffi": {
@@ -204,11 +204,11 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
-                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
+                "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a",
+                "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25"
             ],
-            "markers": "python_full_version >= '3.8.0'",
-            "version": "==3.2.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.2.4"
         },
         "asttokens": {
             "hashes": [
@@ -258,43 +258,43 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
+                "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d",
+                "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7",
+                "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170",
+                "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d",
+                "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe",
+                "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060",
+                "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184",
+                "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a",
+                "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68",
+                "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c",
+                "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458",
+                "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9",
+                "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328",
+                "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7",
+                "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34",
+                "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e",
+                "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2",
+                "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5",
+                "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae",
+                "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00",
+                "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841",
+                "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8",
+                "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221",
+                "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+            "version": "==4.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
                 "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==4.12.3"
         },
         "black": {
@@ -335,35 +335,35 @@
         },
         "bokeh": {
             "hashes": [
-                "sha256:931a43ee59dbf1720383ab904f8205e126b85561aac55592415b800c96f1b0eb",
-                "sha256:a16d5cc0abb93d2d270d70fc35851f3e1b9208814a985a4678e0ba5ef2d9cd42"
+                "sha256:b7c22fb0f7004b04f12e1b7b26ee0269a26737a08ded848fb58f6a34ec1eb155",
+                "sha256:c6f33817f866fc67fbeb5df79cd13a8bb592c05c591f3fd7f4f22b824f7afa01"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.4.2"
+            "version": "==3.4.3"
         },
         "boto3": {
             "hashes": [
-                "sha256:23ca8d8f7a30c3bbd989808056b5fc5d68ff5121c02c722c6167b6b1bb7f8726",
-                "sha256:578bbd5e356005719b6b610d03edff7ea1b0824d078afe62d3fb8bea72f83a87"
+                "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc",
+                "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"
             ],
             "index": "pypi",
-            "version": "==1.34.140"
+            "version": "==1.34.150"
         },
         "botocore": {
             "hashes": [
-                "sha256:43940d3a67d946ba3301631ba4078476a75f1015d4fb0fb0272d0b754b2cf9de",
-                "sha256:86302b2226c743b9eec7915a4c6cfaffd338ae03989cd9ee181078ef39d1ab39"
+                "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a",
+                "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.140"
+            "version": "==1.34.150"
         },
         "cachetools": {
             "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
+                "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474",
+                "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.3.3"
+            "version": "==5.4.0"
         },
         "certifi": {
             "hashes": [
@@ -524,7 +524,7 @@
                 "sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519",
                 "sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561"
             ],
-            "markers": "python_full_version >= '3.7.0'",
+            "markers": "python_version >= '3.7'",
             "version": "==3.3.2"
         },
         "click": {
@@ -537,11 +537,11 @@
         },
         "codeflare-sdk": {
             "hashes": [
-                "sha256:3b9d8785e19a897ef803f8d0dce897df2f1ff4389757edd45f8077eba0b45b5c",
-                "sha256:4ca0c2dcf7a085083fa8464a5e1d36a350387242566a3cd404609cbc50cee5a0"
+                "sha256:45dc76b9e6372490a8275418d3a27609ca33b63cb2141b84c926db373a6594c8",
+                "sha256:e4fe929cde1ed102b82a718d336fdc5be38c4202590fee54b62946d3c4f3b17a"
             ],
             "index": "pypi",
-            "version": "==0.16.4"
+            "version": "==0.18.0"
         },
         "colorama": {
             "hashes": [
@@ -764,11 +764,11 @@
         },
         "exceptiongroup": {
             "hashes": [
-                "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad",
-                "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"
+                "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b",
+                "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"
             ],
             "markers": "python_version < '3.11'",
-            "version": "==1.2.1"
+            "version": "==1.2.2"
         },
         "executing": {
             "hashes": [
@@ -993,6 +993,7 @@
         },
         "gast": {
             "hashes": [
+                "sha256:52b182313f7330389f72b069ba00f174cfe2a06411099547288839c6cbafbd54",
                 "sha256:88fc5300d32c7ac6ca7b515310862f71e6fdf2c029bbec7c66c0f5dd47b6b1fb"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
@@ -1019,24 +1020,24 @@
                 "sha256:f12a9b8309b5e21d92483bbd47ce2c445861ec7d269ef6784ecc0ea8c1fa6125",
                 "sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_version >= '3.6'",
             "version": "==2.19.1"
         },
         "google-auth": {
             "hashes": [
-                "sha256:042c4702efa9f7d3c48d3a69341c209381b125faa6dbf3ebe56bc7e40ae05c23",
-                "sha256:87805c36970047247c8afe614d4e3af8eceafc1ebba0c679fe75ddd1d575e871"
+                "sha256:49315be72c55a6a37d62819e3573f6b416aca00721f7e3e31a008d928bf64022",
+                "sha256:53326ea2ebec768070a94bee4e1b9194c9646ea0c2bd72422785bd0f9abfad7b"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.31.0"
+            "version": "==2.32.0"
         },
         "google-auth-oauthlib": {
             "hashes": [
-                "sha256:292d2d3783349f2b0734a0a0207b1e1e322ac193c2c09d8f7c613fb7cc501ea8",
-                "sha256:297c1ce4cb13a99b5834c74a1fe03252e1e499716718b190f56bcb9c4abc4faf"
+                "sha256:2d58a27262d55aa1b87678c3ba7142a080098cbc2024f903c62355deb235d91f",
+                "sha256:afd0cad092a2eaa53cd8e8298557d6de1034c6cb4a740500b5357b648af97263"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.2.0"
+            "version": "==1.2.1"
         },
         "google-cloud-core": {
             "hashes": [
@@ -1048,11 +1049,11 @@
         },
         "google-cloud-storage": {
             "hashes": [
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@@ -1154,54 +1155,54 @@
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@@ -1240,11 +1241,11 @@
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@@ -1297,7 +1298,7 @@
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         "jedi": {
@@ -1348,12 +1349,15 @@
             "version": "==3.0.0"
         },
         "jsonschema": {
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+                "format-nongpl"
+            ],
             "hashes": [
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@@ -1509,11 +1513,11 @@
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@@ -1557,7 +1561,7 @@
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@@ -2121,7 +2125,7 @@
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@@ -2536,7 +2540,7 @@
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@@ -2615,10 +2619,10 @@
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@@ -2634,44 +2638,44 @@
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@@ -2836,10 +2840,10 @@
         },
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@@ -3200,24 +3204,18 @@
                 "default"
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@@ -3272,7 +3270,7 @@
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@@ -3284,115 +3282,119 @@
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+                "sha256:bd04d8cab16cab5b0a9ffc7d10f0779cf1120ab16c3925404428f74a0a43205a",
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+                "sha256:c2087dbb76a87ec2c619253e021e4fb20d1a72580feeaa6892b0b3d955175a71",
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+                "sha256:c6d20c8896c00775e6f62d8373aba32956aa0b850d02b5ec493f486c88e12859",
+                "sha256:c7af6f7b80f687b33a4cdb0a785a5d4de1fb027a44c9a049d8eb67d5bfe8a687",
+                "sha256:c7b07959866a6afb019abb9564d8a55046feb7a84506c74a6f197cbcdf8a208e",
+                "sha256:ca0dda0c5715efe2ab35bb83f813f681ebcd2840d8b1b92bfc6fe3ab382fae4a",
+                "sha256:cdb7eb3cf3deb3dd9e7b8749323b5d970052711f9e1e9f36364163627f96da58",
+                "sha256:ce757c7c90d35719b38fa3d4ca55654a76a40716ee299b0865f2de21c146801c",
+                "sha256:d1fa67ef839bad3815124f5f57e48cd50ff392f4911a9f3cf449d66fa3df62a5",
+                "sha256:d2dbd8f4990d4788cb122f63bf000357533f34860d269c1a8e90ae362090ff3a",
+                "sha256:d4ec0046facab83012d821b33cead742a35b54575c4edfb7ed7445f63441835f",
+                "sha256:dbceedcf4a9329cc665452db1aaf0845b85c666e4885b92ee0cddb1dbf7e052a",
+                "sha256:dc733d35f861f8d78abfaf54035461e10423422999b360966bf1c443cbc42705",
+                "sha256:dd635c2c4043222d80d80ca1ac4530a633102a9f2ad12252183bcf338c1b9474",
+                "sha256:de1f7cd5b6b351e1afd7568bdab94934d656abe273d66cda0ceea43bbc02a0c2",
+                "sha256:df7c841813f6265e636fe548a49664c77af31ddfa0085515326342a751a6ba51",
+                "sha256:e0f9d268b19e8f61bf42a1da48276bcd05f7ab5560311f541d22557f8227b866",
+                "sha256:e2d66eb41ffca6cc3c91d8387509d27ba73ad28371ef90255c50cb51f8953301",
+                "sha256:e429fc517a1c5e2a70d576077231538a98d59a45dfc552d1ac45a132844e6dfb",
+                "sha256:e4d2b88efe65544a7d5121b0c3b003ebba92bfede2ea3577ce548b69c5235185",
+                "sha256:e76c902d229a3aa9d5ceb813e1cbcc69bf5bda44c80d574ff1ac1fa3136dea71",
+                "sha256:ef07a0a1d254eeb16455d839cef6e8c2ed127f47f014bbda64a58b5482b6c836",
+                "sha256:f09529d2332264a902688031a83c19de8fda5eb5881e44233286b9c9ec91856d",
+                "sha256:f0a6d4a93d2a05daec7cb885157c97bbb0be4da739d6f9dfb02e101eb40921cd",
+                "sha256:f0cf2a0dbb5987da4bd92a7ca727eadb225581dd9681365beba9accbe5308f7d",
+                "sha256:f2671cb47e50a97f419a02cd1e0c339b31de017b033186358db92f4d8e2e17d8",
+                "sha256:f35b34a5184d5e0cc360b61664c1c06e866aab077b5a7c538a3e20c8fcdbf90b",
+                "sha256:f3d73022990ab0c8b172cce57c69fd9a89c24fd473a5e79cbce92df87e3d9c48",
+                "sha256:f5b8353ea1a4d7dfb59a7f45c04df66ecfd363bb5b35f33b11ea579111d4655f",
+                "sha256:f809a17cc78bd331e137caa25262b507225854073fd319e987bd216bed911b7c",
+                "sha256:f9bc4161bd3b970cd6a6fcda70583ad4afd10f2750609fb1f3ca9505050d4ef3",
+                "sha256:fdf4890cda3b59170009d012fca3294c00140e7f2abe1910e6a730809d0f3f9b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.18.1"
+            "version": "==0.19.1"
         },
         "rsa": {
             "hashes": [
                 "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7",
                 "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"
             ],
-            "markers": "python_version >= '3.6' and python_version < '4'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==4.9"
         },
         "ruamel.yaml": {
@@ -3533,14 +3535,6 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.8.3"
         },
-        "setuptools": {
-            "hashes": [
-                "sha256:0ff4183f8f42cd8fa3acea16c45205521a4ef28f73c6391d8a25e92893134f2e",
-                "sha256:c21c49fb1042386df081cb5d86759792ab89efca84cf114889191cd09aacc80c"
-            ],
-            "index": "pypi",
-            "version": "==69.2.0"
-        },
         "simpervisor": {
             "hashes": [
                 "sha256:3e313318264559beea3f475ead202bc1cd58a2f1288363abb5657d306c5b8388",
@@ -3620,11 +3614,11 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78",
-                "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.5.0"
+            "version": "==9.0.0"
         },
         "tensorboard": {
             "hashes": [
@@ -3728,11 +3722,11 @@
         },
         "tomlkit": {
             "hashes": [
-                "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f",
-                "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"
+                "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72",
+                "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.12.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.0"
         },
         "tornado": {
             "hashes": [
@@ -3780,7 +3774,7 @@
                 "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
                 "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
             ],
-            "markers": "python_version >= '3.8'",
+            "markers": "python_version < '3.11'",
             "version": "==4.12.2"
         },
         "tzdata": {
@@ -3887,7 +3881,7 @@
                 "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3",
                 "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "markers": "python_version < '3.10'",
             "version": "==1.26.19"
         },
         "virtualenv": {
@@ -3974,10 +3968,10 @@
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
@@ -4286,7 +4280,7 @@
                 "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
                 "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "markers": "python_version >= '3.8'",
+            "markers": "python_version < '3.10'",
             "version": "==3.19.2"
         }
     },
diff --git a/jupyter/tensorflow/ubi9-python-3.9/Pipfile b/jupyter/tensorflow/ubi9-python-3.9/Pipfile
index be6a89abc..43d367aee 100644
--- a/jupyter/tensorflow/ubi9-python-3.9/Pipfile
+++ b/jupyter/tensorflow/ubi9-python-3.9/Pipfile
@@ -21,7 +21,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/jupyter/tensorflow/ubi9-python-3.9/Pipfile.lock b/jupyter/tensorflow/ubi9-python-3.9/Pipfile.lock
index 4ada43c53..5e2ea3cf2 100644
--- a/jupyter/tensorflow/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/tensorflow/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "53e6643520ff09797bf0e1771b3ce582c3d3c36046167b5b9f4f6b962a711483"
+            "sha256": "4b41a45381ebe60322008cf2b6018a898a975c9cd799b678a7461884437f0049"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -29,7 +29,7 @@
                 "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad",
                 "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"
             ],
-            "markers": "python_version >= '3.7' and python_full_version < '4.0.0'",
+            "markers": "python_version >= '3.7' and python_version < '4'",
             "version": "==22.1.0"
         },
         "aiohttp": {
@@ -157,7 +157,7 @@
                 "sha256:0fca07b290282b9449590cbdb39b3461c45f2b6037523949f028ff2cba82c85e",
                 "sha256:c2aec138a24f8462d6199c65666590dab14acb18af6c62950c82bc8d40862558"
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+            "markers": "python_version >= '3.6' and python_version < '4'",
             "version": "==1.1.6"
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         "argon2-cffi": {
@@ -205,11 +205,11 @@
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@@ -259,36 +259,36 @@
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+            "version": "==4.2.0"
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         "beautifulsoup4": {
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@@ -336,43 +336,43 @@
         },
         "bokeh": {
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         "cffi": {
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@@ -538,11 +538,11 @@
         },
         "codeflare-sdk": {
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@@ -744,7 +744,7 @@
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+            "markers": "python_version >= '3.6' and python_version < '4'",
             "version": "==0.16"
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         "docstring-to-markdown": {
@@ -765,11 +765,11 @@
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@@ -810,51 +810,51 @@
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@@ -995,6 +995,7 @@
         },
         "gast": {
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@@ -1050,11 +1051,11 @@
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@@ -1243,11 +1244,11 @@
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@@ -1259,11 +1260,11 @@
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@@ -1355,11 +1356,11 @@
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@@ -1515,11 +1516,11 @@
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@@ -1692,6 +1693,7 @@
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@@ -2593,11 +2606,11 @@
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@@ -2609,10 +2622,10 @@
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@@ -2628,44 +2641,44 @@
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@@ -2829,10 +2842,10 @@
         },
         "pylint": {
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-            "version": "==3.2.4"
+            "version": "==3.2.6"
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@@ -3193,24 +3206,18 @@
                 "default"
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@@ -3265,7 +3272,7 @@
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@@ -3277,115 +3284,119 @@
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@@ -3449,7 +3460,7 @@
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@@ -3605,11 +3616,11 @@
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@@ -3657,25 +3668,25 @@
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+                "sha256:0df00891669390078a003cedbdd3b8e645c718b111917535fa1d7725e95cdb95",
+                "sha256:249c12b830165841411ba71e08215d0e94277a49c551e6dd5d72aab54fe5491b",
+                "sha256:257aab23470a0796978efc9c2bcf8b0bc80f22e6298612a4c0a50d3f4e88060c",
+                "sha256:286389a203a5aee1a4fa2e53718c661091aa5fea797ff4fa6715ab8436b02e6c",
+                "sha256:32c50ab4e29a23c1f91cd0f9ab8c381a0ab10f45ef5c5252e94965916041737c",
+                "sha256:426de1173cb81fbd62becec2012fc00322a295326d90eb6c737fab636f182aed",
+                "sha256:6e1f2796b57e799a8ca1b75bf47c2aaa437c968408cc1a402a9862929e104cda",
+                "sha256:8943036bbf84e7a2be3705cb56f9c9df7c48c9e614bb941f0936c58e3ca89d6f",
+                "sha256:8febbfcc67c61e542a5ac1a98c7c20a91a5e1afc2e14b1ef0cb7c28bc3b6aa70",
+                "sha256:9679b36e3a80921876f31685ab6f7270f3411a4cc51bc2847e80d0e4b5291e27",
+                "sha256:b02f9c5f94fd62773954a04f69b68c4d576d076fd0db4ca25d5479f0fbfcdbad",
+                "sha256:ee5da49019670ed364f3e5fb86b46420841a6c3cb52a300553c63841671b3e6d",
+                "sha256:ee7c8ee5fe2fd8cb6392669ef16e71841133041fee8a330eff519ad9b36e4556",
+                "sha256:fbb33f1745f218464a59cecd9a18e32ca927b0f4d77abd8f8671b645cc1a182f",
+                "sha256:fe8dcc6d222258a080ac3dfcaaaa347325ce36a7a046277f6b3e19abc1efb3c5",
+                "sha256:ffebb6666a7bfc28005f4fbbb111a455b5e7d6cd3b12752b7050863ecb27d5cc"
+            ],
+            "markers": "python_version < '3.13' and python_version >= '3.7'",
+            "version": "==0.37.1"
         },
         "termcolor": {
             "hashes": [
@@ -3726,11 +3737,11 @@
         },
         "tomlkit": {
             "hashes": [
-                "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f",
-                "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"
+                "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72",
+                "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.12.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.0"
         },
         "tornado": {
             "hashes": [
@@ -3972,10 +3983,10 @@
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
@@ -4268,7 +4279,7 @@
                 "sha256:35cae59c682506794a218310445e8326cd8fec410879d1c44953b494b1121e77",
                 "sha256:5c9b6549b84c8aa7f92426272b670e1302941d72f0275caf32d2ea7db3c269f9"
             ],
-            "markers": "python_version >= '3.9' and python_full_version < '4.0.0'",
+            "markers": "python_version >= '3.9' and python_version < '4'",
             "version": "==3.0.2"
         },
         "ypy-websocket": {
diff --git a/jupyter/trustyai/ubi9-python-3.9/Pipfile b/jupyter/trustyai/ubi9-python-3.9/Pipfile
index 7ef9de588..540e84c5e 100644
--- a/jupyter/trustyai/ubi9-python-3.9/Pipfile
+++ b/jupyter/trustyai/ubi9-python-3.9/Pipfile
@@ -19,7 +19,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/jupyter/trustyai/ubi9-python-3.9/Pipfile.lock b/jupyter/trustyai/ubi9-python-3.9/Pipfile.lock
index dc8b4c106..ebf4483bb 100644
--- a/jupyter/trustyai/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/trustyai/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "4dd689dc67992d3aa80fdbe9018e7d6df9bd42b38233fe7827a5e8a44f165cd4"
+            "sha256": "aad2bffb6fc7e7656b825fcc3d83b15fe77b20a56b807f60df4a2103eaadd8f4"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -21,7 +21,7 @@
                 "sha256:1142fa8e80dbae46bb6339573ad4c8c0841358f79c6eb50a493dceca14621bad",
                 "sha256:9107f1ca0b2a5553987a94a3c9959fe5b491fdf731389aa5b7b1bd0733e32de6"
             ],
-            "markers": "python_version >= '3.7' and python_version < '4'",
+            "markers": "python_version >= '3.7' and python_version < '4.0'",
             "version": "==22.1.0"
         },
         "aiohttp": {
@@ -149,7 +149,7 @@
                 "sha256:0fca07b290282b9449590cbdb39b3461c45f2b6037523949f028ff2cba82c85e",
                 "sha256:c2aec138a24f8462d6199c65666590dab14acb18af6c62950c82bc8d40862558"
             ],
-            "markers": "python_version < '4' and python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==1.1.6"
         },
         "argon2-cffi": {
@@ -184,7 +184,7 @@
                 "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e",
                 "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==21.2.0"
         },
         "arrow": {
@@ -197,11 +197,11 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
-                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
+                "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a",
+                "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.2.2"
+            "version": "==3.2.4"
         },
         "asttokens": {
             "hashes": [
@@ -244,43 +244,43 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
+                "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d",
+                "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7",
+                "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170",
+                "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d",
+                "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe",
+                "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060",
+                "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184",
+                "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a",
+                "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68",
+                "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c",
+                "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458",
+                "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9",
+                "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328",
+                "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7",
+                "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34",
+                "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e",
+                "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2",
+                "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5",
+                "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae",
+                "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00",
+                "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841",
+                "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8",
+                "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221",
+                "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+            "version": "==4.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
                 "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==4.12.3"
         },
         "black": {
@@ -321,43 +321,43 @@
         },
         "bokeh": {
             "hashes": [
-                "sha256:931a43ee59dbf1720383ab904f8205e126b85561aac55592415b800c96f1b0eb",
-                "sha256:a16d5cc0abb93d2d270d70fc35851f3e1b9208814a985a4678e0ba5ef2d9cd42"
+                "sha256:b7c22fb0f7004b04f12e1b7b26ee0269a26737a08ded848fb58f6a34ec1eb155",
+                "sha256:c6f33817f866fc67fbeb5df79cd13a8bb592c05c591f3fd7f4f22b824f7afa01"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==3.4.2"
+            "version": "==3.4.3"
         },
         "boto3": {
             "hashes": [
-                "sha256:344f635233c85dbb509b87638232ff9132739f90bb5e6bf01fa0e0a521a9107e",
-                "sha256:6f5d7a20afbe45e3f7c6b5e96071752d36c3942535b1f7924964f1fdf25376a7"
+                "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc",
+                "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"
             ],
             "index": "pypi",
-            "version": "==1.34.135"
+            "version": "==1.34.150"
         },
         "botocore": {
             "hashes": [
-                "sha256:2e72f37072f75cb1391fca9d7a4c32cecb52a3557d62431d0f59d5311dc7d0cf",
-                "sha256:3aa9e85e7c479babefb5a590e844435449df418085f3c74d604277bc52dc3109"
+                "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a",
+                "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.135"
+            "version": "==1.34.150"
         },
         "cachetools": {
             "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
+                "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474",
+                "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.3.3"
+            "version": "==5.4.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516",
-                "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"
+                "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b",
+                "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"
             ],
-            "markers": "python_full_version >= '3.6.0'",
-            "version": "==2024.6.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==2024.7.4"
         },
         "cffi": {
             "hashes": [
@@ -523,11 +523,11 @@
         },
         "codeflare-sdk": {
             "hashes": [
-                "sha256:3b9d8785e19a897ef803f8d0dce897df2f1ff4389757edd45f8077eba0b45b5c",
-                "sha256:4ca0c2dcf7a085083fa8464a5e1d36a350387242566a3cd404609cbc50cee5a0"
+                "sha256:45dc76b9e6372490a8275418d3a27609ca33b63cb2141b84c926db373a6594c8",
+                "sha256:e4fe929cde1ed102b82a718d336fdc5be38c4202590fee54b62946d3c4f3b17a"
             ],
             "index": "pypi",
-            "version": "==0.16.4"
+            "version": "==0.18.0"
         },
         "colorama": {
             "hashes": [
@@ -729,7 +729,7 @@
                 "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e",
                 "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637"
             ],
-            "markers": "python_version < '4' and python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==0.16"
         },
         "docstring-to-markdown": {
@@ -737,7 +737,7 @@
                 "sha256:27afb3faedba81e34c33521c32bbd258d7fbb79eedf7d29bc4e81080e854aec0",
                 "sha256:e146114d9c50c181b1d25505054a8d0f7a476837f0da2c19f07e06eaed52b73d"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==0.15"
         },
         "entrypoints": {
@@ -745,16 +745,16 @@
                 "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4",
                 "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==0.4"
         },
         "exceptiongroup": {
             "hashes": [
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@@ -877,7 +877,7 @@
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@@ -992,16 +992,16 @@
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@@ -1228,7 +1228,7 @@
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@@ -2432,20 +2443,20 @@
         },
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@@ -2471,11 +2482,11 @@
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@@ -2487,10 +2498,10 @@
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@@ -2708,10 +2719,10 @@
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@@ -2814,7 +2825,7 @@
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@@ -2875,7 +2886,7 @@
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@@ -2969,7 +2980,7 @@
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@@ -3072,24 +3083,18 @@
                 "default"
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@@ -3144,7 +3149,7 @@
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@@ -3156,115 +3161,119 @@
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+                "sha256:ef07a0a1d254eeb16455d839cef6e8c2ed127f47f014bbda64a58b5482b6c836",
+                "sha256:f09529d2332264a902688031a83c19de8fda5eb5881e44233286b9c9ec91856d",
+                "sha256:f0a6d4a93d2a05daec7cb885157c97bbb0be4da739d6f9dfb02e101eb40921cd",
+                "sha256:f0cf2a0dbb5987da4bd92a7ca727eadb225581dd9681365beba9accbe5308f7d",
+                "sha256:f2671cb47e50a97f419a02cd1e0c339b31de017b033186358db92f4d8e2e17d8",
+                "sha256:f35b34a5184d5e0cc360b61664c1c06e866aab077b5a7c538a3e20c8fcdbf90b",
+                "sha256:f3d73022990ab0c8b172cce57c69fd9a89c24fd473a5e79cbce92df87e3d9c48",
+                "sha256:f5b8353ea1a4d7dfb59a7f45c04df66ecfd363bb5b35f33b11ea579111d4655f",
+                "sha256:f809a17cc78bd331e137caa25262b507225854073fd319e987bd216bed911b7c",
+                "sha256:f9bc4161bd3b970cd6a6fcda70583ad4afd10f2750609fb1f3ca9505050d4ef3",
+                "sha256:fdf4890cda3b59170009d012fca3294c00140e7f2abe1910e6a730809d0f3f9b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.18.1"
+            "version": "==0.19.1"
         },
         "rsa": {
             "hashes": [
                 "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7",
                 "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"
             ],
-            "markers": "python_version < '4' and python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==4.9"
         },
         "ruamel.yaml": {
@@ -3484,11 +3493,11 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2",
-                "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.4.2"
+            "version": "==9.0.0"
         },
         "termcolor": {
             "hashes": [
@@ -3532,11 +3541,11 @@
         },
         "tomlkit": {
             "hashes": [
-                "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f",
-                "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"
+                "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72",
+                "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.12.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.13.0"
         },
         "tornado": {
             "hashes": [
@@ -3770,10 +3779,10 @@
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
@@ -3864,7 +3873,7 @@
                 "sha256:f8212564d49c50eb4565e502814f694e240c55551a5f1bc841d4fcaabb0a9b8a",
                 "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==1.16.0"
         },
         "xyzservices": {
@@ -4062,7 +4071,7 @@
                 "sha256:35cae59c682506794a218310445e8326cd8fec410879d1c44953b494b1121e77",
                 "sha256:5c9b6549b84c8aa7f92426272b670e1302941d72f0275caf32d2ea7db3c269f9"
             ],
-            "markers": "python_version >= '3.9' and python_version < '4'",
+            "markers": "python_version >= '3.9' and python_version < '4.0'",
             "version": "==3.0.2"
         },
         "ypy-websocket": {
diff --git a/runtimes/datascience/ubi9-python-3.9/Pipfile b/runtimes/datascience/ubi9-python-3.9/Pipfile
index ee59b7bb3..5f0fc3fca 100644
--- a/runtimes/datascience/ubi9-python-3.9/Pipfile
+++ b/runtimes/datascience/ubi9-python-3.9/Pipfile
@@ -16,7 +16,7 @@ plotly = "~=5.20.0"
 scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/runtimes/datascience/ubi9-python-3.9/Pipfile.lock b/runtimes/datascience/ubi9-python-3.9/Pipfile.lock
index dd3d3fab9..f09da6146 100644
--- a/runtimes/datascience/ubi9-python-3.9/Pipfile.lock
+++ b/runtimes/datascience/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "88f57b623868e3e3938059f37951f29d87486177ae8faf3dbca1c3b9d3a90bd2"
+            "sha256": "40e26b94cf088511f0a5e070298921884a371b369d69000a51a58cb4b19aba59"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -151,43 +151,43 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
+                "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d",
+                "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7",
+                "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170",
+                "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d",
+                "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe",
+                "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060",
+                "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184",
+                "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a",
+                "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68",
+                "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c",
+                "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458",
+                "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9",
+                "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328",
+                "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7",
+                "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34",
+                "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e",
+                "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2",
+                "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5",
+                "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae",
+                "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00",
+                "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841",
+                "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8",
+                "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221",
+                "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+            "version": "==4.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
                 "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==4.12.3"
         },
         "bleach": {
@@ -200,28 +200,27 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:947c7a94ac3a2131142914a53afc3b1c5a572d6a79515bf2f0473188817cfcd6",
-                "sha256:f906c797a02d37a3b88fe4c97e4d72b387e19ab6f3096d2f573578f020fd9bf4"
+                "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc",
+                "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==1.34.141"
+            "version": "==1.34.150"
         },
         "botocore": {
             "hashes": [
-                "sha256:0e661a452c0489b6d62a9c91fed3320d5690a524489a7e50afc8efadb994dba8",
-                "sha256:d2815c09037039a287461eddc07af895d798bc897e6ba4b08f5a12eaa9886ff1"
+                "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a",
+                "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.141"
+            "version": "==1.34.150"
         },
         "cachetools": {
             "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
+                "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474",
+                "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.3.3"
+            "version": "==5.4.0"
         },
         "certifi": {
             "hashes": [
@@ -382,7 +381,7 @@
                 "sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519",
                 "sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561"
             ],
-            "markers": "python_full_version >= '3.7.0'",
+            "markers": "python_version >= '3.7'",
             "version": "==3.3.2"
         },
         "click": {
@@ -395,12 +394,11 @@
         },
         "codeflare-sdk": {
             "hashes": [
-                "sha256:3b9d8785e19a897ef803f8d0dce897df2f1ff4389757edd45f8077eba0b45b5c",
-                "sha256:4ca0c2dcf7a085083fa8464a5e1d36a350387242566a3cd404609cbc50cee5a0"
+                "sha256:45dc76b9e6372490a8275418d3a27609ca33b63cb2141b84c926db373a6594c8",
+                "sha256:e4fe929cde1ed102b82a718d336fdc5be38c4202590fee54b62946d3c4f3b17a"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9' and python_version < '4.0'",
-            "version": "==0.16.4"
+            "version": "==0.18.0"
         },
         "colorful": {
             "hashes": [
@@ -745,11 +743,11 @@
         },
         "google-auth": {
             "hashes": [
-                "sha256:042c4702efa9f7d3c48d3a69341c209381b125faa6dbf3ebe56bc7e40ae05c23",
-                "sha256:87805c36970047247c8afe614d4e3af8eceafc1ebba0c679fe75ddd1d575e871"
+                "sha256:49315be72c55a6a37d62819e3573f6b416aca00721f7e3e31a008d928bf64022",
+                "sha256:53326ea2ebec768070a94bee4e1b9194c9646ea0c2bd72422785bd0f9abfad7b"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.31.0"
+            "version": "==2.32.0"
         },
         "googleapis-common-protos": {
             "hashes": [
@@ -761,54 +759,54 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:03b43d0ccf99c557ec671c7dede64f023c7da9bb632ac65dbc57f166e4970040",
-                "sha256:0a12ddb1678ebc6a84ec6b0487feac020ee2b1659cbe69b80f06dbffdb249122",
-                "sha256:0a2813093ddb27418a4c99f9b1c223fab0b053157176a64cc9db0f4557b69bd9",
-                "sha256:0cc79c982ccb2feec8aad0e8fb0d168bcbca85bc77b080d0d3c5f2f15c24ea8f",
-                "sha256:1257b76748612aca0f89beec7fa0615727fd6f2a1ad580a9638816a4b2eb18fd",
-                "sha256:1262402af5a511c245c3ae918167eca57342c72320dffae5d9b51840c4b2f86d",
-                "sha256:19264fc964576ddb065368cae953f8d0514ecc6cb3da8903766d9fb9d4554c33",
-                "sha256:198908f9b22e2672a998870355e226a725aeab327ac4e6ff3a1399792ece4762",
-                "sha256:1de403fc1305fd96cfa75e83be3dee8538f2413a6b1685b8452301c7ba33c294",
-                "sha256:20405cb8b13fd779135df23fabadc53b86522d0f1cba8cca0e87968587f50650",
-                "sha256:2981c7365a9353f9b5c864595c510c983251b1ab403e05b1ccc70a3d9541a73b",
-                "sha256:2c3c1b90ab93fed424e454e93c0ed0b9d552bdf1b0929712b094f5ecfe7a23ad",
-                "sha256:39b9d0acaa8d835a6566c640f48b50054f422d03e77e49716d4c4e8e279665a1",
-                "sha256:3b64ae304c175671efdaa7ec9ae2cc36996b681eb63ca39c464958396697daff",
-                "sha256:4657d24c8063e6095f850b68f2d1ba3b39f2b287a38242dcabc166453e950c59",
-                "sha256:4d6dab6124225496010bd22690f2d9bd35c7cbb267b3f14e7a3eb05c911325d4",
-                "sha256:55260032b95c49bee69a423c2f5365baa9369d2f7d233e933564d8a47b893027",
-                "sha256:55697ecec192bc3f2f3cc13a295ab670f51de29884ca9ae6cd6247df55df2502",
-                "sha256:5841dd1f284bd1b3d8a6eca3a7f062b06f1eec09b184397e1d1d43447e89a7ae",
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@@ -820,11 +818,11 @@
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@@ -840,7 +838,6 @@
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@@ -849,7 +846,6 @@
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@@ -882,7 +878,6 @@
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@@ -923,7 +918,6 @@
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@@ -932,7 +926,6 @@
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@@ -1121,7 +1114,6 @@
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@@ -1156,7 +1148,6 @@
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@@ -1206,7 +1197,6 @@
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@@ -1421,7 +1410,6 @@
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@@ -1430,7 +1418,6 @@
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@@ -1439,7 +1426,6 @@
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@@ -1754,7 +1737,6 @@
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@@ -1770,7 +1752,6 @@
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@@ -1869,44 +1849,44 @@
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+                "sha256:902cf4739458852fe917104365ec0efbea7d29a15e4276c96a8d33e6ed8ec137",
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+                "sha256:9e318e6786b1e750a62f90c6f7fa8b542102bdcf97c7c4de2a48b50b61bd36ec",
+                "sha256:a9421b23c85f361a133aa7c5e8ec757668f70343f4ed8fdb5a4a14abd5437244",
+                "sha256:aaf71f95b21f9dc708123335df22e5a2fef6307e3e6f9ed773b2e0938cc4d491",
+                "sha256:afedc35fe4b9e30ab240b208bb9dc8938cb4afe9187589e8d8d085e1aacb8309",
+                "sha256:b5e28e56143750808c1c79c70a16519e9bc0a68b623197b96292b21b62d6055c",
+                "sha256:b82c9514c6d74b89a370c4060bdb80d2299bc6857e462e4a215b4ef7aa7b090e",
+                "sha256:b8f78398e67a7227aefa95f876481485403eb974b29e9dc38b307bb6eb2315ea",
+                "sha256:bbda75f245caecff8faa7e32ee94dfaa8312a3367397975527f29654cd17a6ed",
+                "sha256:bca34e913d27401bda2a6f390d0614049f5a95b3b11cd8eff80fe4ec340a1208",
+                "sha256:bd04d8cab16cab5b0a9ffc7d10f0779cf1120ab16c3925404428f74a0a43205a",
+                "sha256:c149a652aeac4902ecff2dd93c3b2681c608bd5208c793c4a99404b3e1afc87c",
+                "sha256:c2087dbb76a87ec2c619253e021e4fb20d1a72580feeaa6892b0b3d955175a71",
+                "sha256:c34f751bf67cab69638564eee34023909380ba3e0d8ee7f6fe473079bf93f09b",
+                "sha256:c6d20c8896c00775e6f62d8373aba32956aa0b850d02b5ec493f486c88e12859",
+                "sha256:c7af6f7b80f687b33a4cdb0a785a5d4de1fb027a44c9a049d8eb67d5bfe8a687",
+                "sha256:c7b07959866a6afb019abb9564d8a55046feb7a84506c74a6f197cbcdf8a208e",
+                "sha256:ca0dda0c5715efe2ab35bb83f813f681ebcd2840d8b1b92bfc6fe3ab382fae4a",
+                "sha256:cdb7eb3cf3deb3dd9e7b8749323b5d970052711f9e1e9f36364163627f96da58",
+                "sha256:ce757c7c90d35719b38fa3d4ca55654a76a40716ee299b0865f2de21c146801c",
+                "sha256:d1fa67ef839bad3815124f5f57e48cd50ff392f4911a9f3cf449d66fa3df62a5",
+                "sha256:d2dbd8f4990d4788cb122f63bf000357533f34860d269c1a8e90ae362090ff3a",
+                "sha256:d4ec0046facab83012d821b33cead742a35b54575c4edfb7ed7445f63441835f",
+                "sha256:dbceedcf4a9329cc665452db1aaf0845b85c666e4885b92ee0cddb1dbf7e052a",
+                "sha256:dc733d35f861f8d78abfaf54035461e10423422999b360966bf1c443cbc42705",
+                "sha256:dd635c2c4043222d80d80ca1ac4530a633102a9f2ad12252183bcf338c1b9474",
+                "sha256:de1f7cd5b6b351e1afd7568bdab94934d656abe273d66cda0ceea43bbc02a0c2",
+                "sha256:df7c841813f6265e636fe548a49664c77af31ddfa0085515326342a751a6ba51",
+                "sha256:e0f9d268b19e8f61bf42a1da48276bcd05f7ab5560311f541d22557f8227b866",
+                "sha256:e2d66eb41ffca6cc3c91d8387509d27ba73ad28371ef90255c50cb51f8953301",
+                "sha256:e429fc517a1c5e2a70d576077231538a98d59a45dfc552d1ac45a132844e6dfb",
+                "sha256:e4d2b88efe65544a7d5121b0c3b003ebba92bfede2ea3577ce548b69c5235185",
+                "sha256:e76c902d229a3aa9d5ceb813e1cbcc69bf5bda44c80d574ff1ac1fa3136dea71",
+                "sha256:ef07a0a1d254eeb16455d839cef6e8c2ed127f47f014bbda64a58b5482b6c836",
+                "sha256:f09529d2332264a902688031a83c19de8fda5eb5881e44233286b9c9ec91856d",
+                "sha256:f0a6d4a93d2a05daec7cb885157c97bbb0be4da739d6f9dfb02e101eb40921cd",
+                "sha256:f0cf2a0dbb5987da4bd92a7ca727eadb225581dd9681365beba9accbe5308f7d",
+                "sha256:f2671cb47e50a97f419a02cd1e0c339b31de017b033186358db92f4d8e2e17d8",
+                "sha256:f35b34a5184d5e0cc360b61664c1c06e866aab077b5a7c538a3e20c8fcdbf90b",
+                "sha256:f3d73022990ab0c8b172cce57c69fd9a89c24fd473a5e79cbce92df87e3d9c48",
+                "sha256:f5b8353ea1a4d7dfb59a7f45c04df66ecfd363bb5b35f33b11ea579111d4655f",
+                "sha256:f809a17cc78bd331e137caa25262b507225854073fd319e987bd216bed911b7c",
+                "sha256:f9bc4161bd3b970cd6a6fcda70583ad4afd10f2750609fb1f3ca9505050d4ef3",
+                "sha256:fdf4890cda3b59170009d012fca3294c00140e7f2abe1910e6a730809d0f3f9b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.19.0"
+            "version": "==0.19.1"
         },
         "rsa": {
             "hashes": [
                 "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7",
                 "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"
             ],
-            "markers": "python_version >= '3.6' and python_version < '4'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==4.9"
         },
         "s3transfer": {
@@ -2497,7 +2471,6 @@
                 "sha256:ff4effe5a1d4e8fed260a83a163f7dbf4f6087b54528d8880bab1d1377bd78be"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
             "version": "==1.4.2"
         },
         "scipy": {
@@ -2529,17 +2502,8 @@
                 "sha256:f7ce148dffcd64ade37b2df9315541f9adad6efcaa86866ee7dd5db0c8f041c3"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
             "version": "==1.12.0"
         },
-        "setuptools": {
-            "hashes": [
-                "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05",
-                "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==70.2.0"
-        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
@@ -2580,11 +2544,11 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78",
-                "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.5.0"
+            "version": "==9.0.0"
         },
         "textwrap3": {
             "hashes": [
@@ -2624,7 +2588,6 @@
                 "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
             "version": "==6.3.3"
         },
         "tqdm": {
@@ -2641,7 +2604,6 @@
                 "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7'",
             "version": "==5.1.1"
         },
         "typing-extensions": {
@@ -2666,7 +2628,6 @@
                 "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"
             ],
             "index": "pypi",
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.26.18"
         },
         "virtualenv": {
@@ -2883,7 +2844,7 @@
                 "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
                 "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "markers": "python_version >= '3.8'",
+            "markers": "python_version < '3.10'",
             "version": "==3.19.2"
         }
     },
diff --git a/runtimes/pytorch/ubi9-python-3.9/Pipfile b/runtimes/pytorch/ubi9-python-3.9/Pipfile
index 8e75de762..ecc3800eb 100644
--- a/runtimes/pytorch/ubi9-python-3.9/Pipfile
+++ b/runtimes/pytorch/ubi9-python-3.9/Pipfile
@@ -25,7 +25,7 @@ plotly = "~=5.20.0"
 scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/runtimes/pytorch/ubi9-python-3.9/Pipfile.lock b/runtimes/pytorch/ubi9-python-3.9/Pipfile.lock
index 1c31ed13b..524708dfc 100644
--- a/runtimes/pytorch/ubi9-python-3.9/Pipfile.lock
+++ b/runtimes/pytorch/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "bca78aac4b0f17504b0d2886abbb7d02959480a2022d952c3c3fd522c32effdf"
+            "sha256": "842722828751600f7fc7916164c953ee01eed3c6e968471dcccc8092a69e7821"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -164,43 +164,43 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
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-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
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             "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+            "version": "==4.2.0"
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-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==4.12.3"
         },
         "bleach": {
@@ -213,28 +213,27 @@
         },
         "boto3": {
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-            "markers": "python_version >= '3.8'",
-            "version": "==1.34.141"
+            "version": "==1.34.150"
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-            "version": "==1.34.141"
+            "version": "==1.34.150"
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+            "version": "==5.4.0"
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@@ -395,7 +394,7 @@
                 "sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519",
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+            "markers": "python_version >= '3.7'",
             "version": "==3.3.2"
         },
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@@ -408,12 +407,11 @@
         },
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-            "markers": "python_version >= '3.9' and python_version < '4.0'",
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@@ -758,11 +756,11 @@
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@@ -774,55 +772,55 @@
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@@ -834,11 +832,11 @@
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@@ -854,7 +852,6 @@
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@@ -863,7 +860,6 @@
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@@ -896,7 +892,6 @@
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@@ -937,7 +932,6 @@
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@@ -946,7 +940,6 @@
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@@ -1143,7 +1136,6 @@
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@@ -1178,7 +1170,6 @@
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@@ -1228,7 +1219,6 @@
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@@ -1441,7 +1431,6 @@
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@@ -1450,7 +1439,6 @@
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@@ -1459,7 +1447,6 @@
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@@ -1468,7 +1455,6 @@
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@@ -1527,7 +1513,6 @@
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@@ -1610,6 +1595,7 @@
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         "nvidia-nvjitlink-cu12": {
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@@ -1734,7 +1720,6 @@
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@@ -1885,7 +1869,6 @@
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@@ -2206,7 +2187,6 @@
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@@ -2260,7 +2240,6 @@
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@@ -2430,24 +2408,18 @@
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@@ -2463,7 +2435,6 @@
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@@ -2479,120 +2450,124 @@
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+            "markers": "python_version < '4.0' and python_full_version >= '3.6.3'",
             "version": "==12.6.0"
         },
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+                "sha256:bd04d8cab16cab5b0a9ffc7d10f0779cf1120ab16c3925404428f74a0a43205a",
+                "sha256:c149a652aeac4902ecff2dd93c3b2681c608bd5208c793c4a99404b3e1afc87c",
+                "sha256:c2087dbb76a87ec2c619253e021e4fb20d1a72580feeaa6892b0b3d955175a71",
+                "sha256:c34f751bf67cab69638564eee34023909380ba3e0d8ee7f6fe473079bf93f09b",
+                "sha256:c6d20c8896c00775e6f62d8373aba32956aa0b850d02b5ec493f486c88e12859",
+                "sha256:c7af6f7b80f687b33a4cdb0a785a5d4de1fb027a44c9a049d8eb67d5bfe8a687",
+                "sha256:c7b07959866a6afb019abb9564d8a55046feb7a84506c74a6f197cbcdf8a208e",
+                "sha256:ca0dda0c5715efe2ab35bb83f813f681ebcd2840d8b1b92bfc6fe3ab382fae4a",
+                "sha256:cdb7eb3cf3deb3dd9e7b8749323b5d970052711f9e1e9f36364163627f96da58",
+                "sha256:ce757c7c90d35719b38fa3d4ca55654a76a40716ee299b0865f2de21c146801c",
+                "sha256:d1fa67ef839bad3815124f5f57e48cd50ff392f4911a9f3cf449d66fa3df62a5",
+                "sha256:d2dbd8f4990d4788cb122f63bf000357533f34860d269c1a8e90ae362090ff3a",
+                "sha256:d4ec0046facab83012d821b33cead742a35b54575c4edfb7ed7445f63441835f",
+                "sha256:dbceedcf4a9329cc665452db1aaf0845b85c666e4885b92ee0cddb1dbf7e052a",
+                "sha256:dc733d35f861f8d78abfaf54035461e10423422999b360966bf1c443cbc42705",
+                "sha256:dd635c2c4043222d80d80ca1ac4530a633102a9f2ad12252183bcf338c1b9474",
+                "sha256:de1f7cd5b6b351e1afd7568bdab94934d656abe273d66cda0ceea43bbc02a0c2",
+                "sha256:df7c841813f6265e636fe548a49664c77af31ddfa0085515326342a751a6ba51",
+                "sha256:e0f9d268b19e8f61bf42a1da48276bcd05f7ab5560311f541d22557f8227b866",
+                "sha256:e2d66eb41ffca6cc3c91d8387509d27ba73ad28371ef90255c50cb51f8953301",
+                "sha256:e429fc517a1c5e2a70d576077231538a98d59a45dfc552d1ac45a132844e6dfb",
+                "sha256:e4d2b88efe65544a7d5121b0c3b003ebba92bfede2ea3577ce548b69c5235185",
+                "sha256:e76c902d229a3aa9d5ceb813e1cbcc69bf5bda44c80d574ff1ac1fa3136dea71",
+                "sha256:ef07a0a1d254eeb16455d839cef6e8c2ed127f47f014bbda64a58b5482b6c836",
+                "sha256:f09529d2332264a902688031a83c19de8fda5eb5881e44233286b9c9ec91856d",
+                "sha256:f0a6d4a93d2a05daec7cb885157c97bbb0be4da739d6f9dfb02e101eb40921cd",
+                "sha256:f0cf2a0dbb5987da4bd92a7ca727eadb225581dd9681365beba9accbe5308f7d",
+                "sha256:f2671cb47e50a97f419a02cd1e0c339b31de017b033186358db92f4d8e2e17d8",
+                "sha256:f35b34a5184d5e0cc360b61664c1c06e866aab077b5a7c538a3e20c8fcdbf90b",
+                "sha256:f3d73022990ab0c8b172cce57c69fd9a89c24fd473a5e79cbce92df87e3d9c48",
+                "sha256:f5b8353ea1a4d7dfb59a7f45c04df66ecfd363bb5b35f33b11ea579111d4655f",
+                "sha256:f809a17cc78bd331e137caa25262b507225854073fd319e987bd216bed911b7c",
+                "sha256:f9bc4161bd3b970cd6a6fcda70583ad4afd10f2750609fb1f3ca9505050d4ef3",
+                "sha256:fdf4890cda3b59170009d012fca3294c00140e7f2abe1910e6a730809d0f3f9b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.19.0"
+            "version": "==0.19.1"
         },
         "rsa": {
             "hashes": [
                 "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7",
                 "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"
             ],
-            "markers": "python_version >= '3.6' and python_version < '4'",
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==4.9"
         },
         "s3transfer": {
@@ -2628,7 +2603,6 @@
                 "sha256:ff4effe5a1d4e8fed260a83a163f7dbf4f6087b54528d8880bab1d1377bd78be"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
             "version": "==1.4.2"
         },
         "scipy": {
@@ -2660,17 +2634,8 @@
                 "sha256:f7ce148dffcd64ade37b2df9315541f9adad6efcaa86866ee7dd5db0c8f041c3"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
             "version": "==1.12.0"
         },
-        "setuptools": {
-            "hashes": [
-                "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05",
-                "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==70.2.0"
-        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
@@ -2711,26 +2676,25 @@
         },
         "sympy": {
             "hashes": [
-                "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57",
-                "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"
+                "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f",
+                "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.13.0"
+            "version": "==1.13.1"
         },
         "tenacity": {
             "hashes": [
-                "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78",
-                "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.5.0"
+            "version": "==9.0.0"
         },
         "tensorboard": {
             "hashes": [
                 "sha256:9f2b4e7dad86667615c0e5cd072f1ea8403fc032a299f0072d6f74855775cc45"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
             "version": "==2.16.2"
         },
         "tensorboard-data-server": {
@@ -2812,7 +2776,6 @@
                 "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
             "version": "==6.3.3"
         },
         "tqdm": {
@@ -2829,7 +2792,6 @@
                 "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7'",
             "version": "==5.1.1"
         },
         "triton": {
@@ -2866,7 +2828,6 @@
                 "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"
             ],
             "index": "pypi",
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.26.18"
         },
         "virtualenv": {
@@ -3091,7 +3052,7 @@
                 "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
                 "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "markers": "python_version >= '3.8'",
+            "markers": "python_version < '3.10'",
             "version": "==3.19.2"
         }
     },
diff --git a/runtimes/tensorflow/ubi9-python-3.9/Pipfile b/runtimes/tensorflow/ubi9-python-3.9/Pipfile
index dc9d94330..f4e0d021e 100644
--- a/runtimes/tensorflow/ubi9-python-3.9/Pipfile
+++ b/runtimes/tensorflow/ubi9-python-3.9/Pipfile
@@ -21,7 +21,7 @@ scikit-learn = "~=1.4.0"
 scipy = "~=1.12.0"
 skl2onnx = "~=1.16.0"
 onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
-codeflare-sdk = "~=0.16.4"
+codeflare-sdk = "~=0.18.0"
 memray = "~=1.10.0"  # any version above this would cause issue with rich package
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/runtimes/tensorflow/ubi9-python-3.9/Pipfile.lock b/runtimes/tensorflow/ubi9-python-3.9/Pipfile.lock
index 1e30a133e..500a2389f 100644
--- a/runtimes/tensorflow/ubi9-python-3.9/Pipfile.lock
+++ b/runtimes/tensorflow/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "bc77845837ca116f3a410a7ecd020134280d7bcbd31a3f78cc49cfceb9995bac"
+            "sha256": "c57c77c757ff6b1e3b37873765b11e98487ab4f02d549cf0035076644253bc92"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -166,43 +166,43 @@
         },
         "bcrypt": {
             "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
+                "sha256:096a15d26ed6ce37a14c1ac1e48119660f21b24cba457f160a4b830f3fe6b5cb",
+                "sha256:0da52759f7f30e83f1e30a888d9163a81353ef224d82dc58eb5bb52efcabc399",
+                "sha256:1bb429fedbe0249465cdd85a58e8376f31bb315e484f16e68ca4c786dcc04291",
+                "sha256:1d84cf6d877918620b687b8fd1bf7781d11e8a0998f576c7aa939776b512b98d",
+                "sha256:1ee38e858bf5d0287c39b7a1fc59eec64bbf880c7d504d3a06a96c16e14058e7",
+                "sha256:1ff39b78a52cf03fdf902635e4c81e544714861ba3f0efc56558979dd4f09170",
+                "sha256:27fe0f57bb5573104b5a6de5e4153c60814c711b29364c10a75a54bb6d7ff48d",
+                "sha256:3413bd60460f76097ee2e0a493ccebe4a7601918219c02f503984f0a7ee0aebe",
+                "sha256:3698393a1b1f1fd5714524193849d0c6d524d33523acca37cd28f02899285060",
+                "sha256:373db9abe198e8e2c70d12b479464e0d5092cc122b20ec504097b5f2297ed184",
+                "sha256:39e1d30c7233cfc54f5c3f2c825156fe044efdd3e0b9d309512cc514a263ec2a",
+                "sha256:3bbbfb2734f0e4f37c5136130405332640a1e46e6b23e000eeff2ba8d005da68",
+                "sha256:3d3a6d28cb2305b43feac298774b997e372e56c7c7afd90a12b3dc49b189151c",
+                "sha256:5a1e8aa9b28ae28020a3ac4b053117fb51c57a010b9f969603ed885f23841458",
+                "sha256:61ed14326ee023917ecd093ee6ef422a72f3aec6f07e21ea5f10622b735538a9",
+                "sha256:655ea221910bcac76ea08aaa76df427ef8625f92e55a8ee44fbf7753dbabb328",
+                "sha256:762a2c5fb35f89606a9fde5e51392dad0cd1ab7ae64149a8b935fe8d79dd5ed7",
+                "sha256:77800b7147c9dc905db1cba26abe31e504d8247ac73580b4aa179f98e6608f34",
+                "sha256:8ac68872c82f1add6a20bd489870c71b00ebacd2e9134a8aa3f98a0052ab4b0e",
+                "sha256:8d7bb9c42801035e61c109c345a28ed7e84426ae4865511eb82e913df18f58c2",
+                "sha256:8f6ede91359e5df88d1f5c1ef47428a4420136f3ce97763e31b86dd8280fbdf5",
+                "sha256:9c1c4ad86351339c5f320ca372dfba6cb6beb25e8efc659bedd918d921956bae",
+                "sha256:c02d944ca89d9b1922ceb8a46460dd17df1ba37ab66feac4870f6862a1533c00",
+                "sha256:c52aac18ea1f4a4f65963ea4f9530c306b56ccd0c6f8c8da0c06976e34a6e841",
+                "sha256:cb2a8ec2bc07d3553ccebf0746bbf3d19426d1c6d1adbd4fa48925f66af7b9e8",
+                "sha256:cf69eaf5185fd58f268f805b505ce31f9b9fc2d64b376642164e9244540c1221",
+                "sha256:f4f4acf526fcd1c34e7ce851147deedd4e26e6402369304220250598b26448db"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
+            "version": "==4.2.0"
         },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
                 "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==4.12.3"
         },
         "bleach": {
@@ -215,28 +215,27 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:947c7a94ac3a2131142914a53afc3b1c5a572d6a79515bf2f0473188817cfcd6",
-                "sha256:f906c797a02d37a3b88fe4c97e4d72b387e19ab6f3096d2f573578f020fd9bf4"
+                "sha256:894b222f7850b870a7ac63d7e378ac36c5c34375da24ddc30e131d9fafe369dc",
+                "sha256:ad648c89a4935590a69341e5430fc42a021489a22de171ee3fd7bb204f9ef0fa"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==1.34.141"
+            "version": "==1.34.150"
         },
         "botocore": {
             "hashes": [
-                "sha256:0e661a452c0489b6d62a9c91fed3320d5690a524489a7e50afc8efadb994dba8",
-                "sha256:d2815c09037039a287461eddc07af895d798bc897e6ba4b08f5a12eaa9886ff1"
+                "sha256:4d23387e0f076d87b637a2a35c0ff2b8daca16eace36b63ce27f65630c6b375a",
+                "sha256:b988d47f4d502df85befce11a48002421e4e6ea4289997b5e0261bac5fa76ce6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.141"
+            "version": "==1.34.150"
         },
         "cachetools": {
             "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
+                "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474",
+                "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.3.3"
+            "version": "==5.4.0"
         },
         "certifi": {
             "hashes": [
@@ -397,7 +396,7 @@
                 "sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519",
                 "sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561"
             ],
-            "markers": "python_full_version >= '3.7.0'",
+            "markers": "python_version >= '3.7'",
             "version": "==3.3.2"
         },
         "click": {
@@ -410,12 +409,11 @@
         },
         "codeflare-sdk": {
             "hashes": [
-                "sha256:3b9d8785e19a897ef803f8d0dce897df2f1ff4389757edd45f8077eba0b45b5c",
-                "sha256:4ca0c2dcf7a085083fa8464a5e1d36a350387242566a3cd404609cbc50cee5a0"
+                "sha256:45dc76b9e6372490a8275418d3a27609ca33b63cb2141b84c926db373a6594c8",
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-            "markers": "python_version >= '3.9' and python_version < '4.0'",
-            "version": "==0.16.4"
+            "version": "==0.18.0"
         },
         "colorful": {
             "hashes": [
@@ -759,6 +757,7 @@
         },
         "gast": {
             "hashes": [
+                "sha256:52b182313f7330389f72b069ba00f174cfe2a06411099547288839c6cbafbd54",
                 "sha256:88fc5300d32c7ac6ca7b515310862f71e6fdf2c029bbec7c66c0f5dd47b6b1fb"
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@@ -774,19 +773,19 @@
         },
         "google-auth": {
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+            "version": "==2.32.0"
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+            "version": "==1.2.1"
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@@ -806,55 +805,55 @@
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-            "version": "==1.64.1"
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@@ -893,11 +892,11 @@
         },
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@@ -913,7 +912,6 @@
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@@ -922,7 +920,6 @@
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@@ -955,7 +952,6 @@
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@@ -996,7 +992,6 @@
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@@ -1005,7 +1000,6 @@
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@@ -1225,7 +1219,6 @@
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@@ -1260,7 +1253,6 @@
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@@ -1310,7 +1302,6 @@
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@@ -1539,7 +1530,6 @@
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@@ -1548,7 +1538,6 @@
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@@ -1557,7 +1546,6 @@
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@@ -1566,7 +1554,6 @@
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@@ -1617,7 +1604,6 @@
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@@ -1738,7 +1724,6 @@
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@@ -1755,7 +1740,6 @@
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@@ -1889,7 +1873,6 @@
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@@ -1905,7 +1888,6 @@
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@@ -1973,7 +1955,6 @@
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@@ -1985,10 +1966,10 @@
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@@ -2210,7 +2191,6 @@
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@@ -2264,7 +2244,6 @@
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@@ -2425,7 +2404,6 @@
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@@ -2434,24 +2412,18 @@
                 "default"
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@@ -2467,7 +2439,6 @@
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@@ -2488,115 +2459,119 @@
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         "tqdm": {
@@ -2859,7 +2821,6 @@
                 "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7'",
             "version": "==5.1.1"
         },
         "typing-extensions": {
@@ -2884,7 +2845,6 @@
                 "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"
             ],
             "index": "pypi",
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.26.18"
         },
         "virtualenv": {
@@ -3121,7 +3081,7 @@
                 "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
                 "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "markers": "python_version >= '3.8'",
+            "markers": "python_version < '3.10'",
             "version": "==3.19.2"
         }
     },

From 2095eb5f00115150780262dac5d94d62f9770994 Mon Sep 17 00:00:00 2001
From: aTheo <atheodor@redhat.com>
Date: Tue, 30 Jul 2024 21:19:11 +0300
Subject: [PATCH 5/7] Incorporate rocm-pytorch and rocm-tensorflow runtime
 images (#626)

* Incorporate rocm-pytorch and rocm-tensorflow runtime images

* Commit autogenerated changes from the  to update the build-notebooks.yaml

* Rename references of amd to rocm as more proper naming
---
 .github/workflows/build-notebooks.yaml        |   22 +
 Makefile                                      |   14 +
 .../rocm-pytorch/ubi9-python-3.9/Dockerfile   |   28 +
 runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile |   60 +
 .../rocm-pytorch/ubi9-python-3.9/Pipfile.lock | 2946 ++++++++++++++++
 .../kustomize/base/kustomization.yaml         |   14 +
 .../ubi9-python-3.9/kustomize/base/pod.yaml   |   29 +
 .../kustomize/base/requirements-elyra.txt     |   20 +
 .../ubi9-python-3.9/utils/bootstrapper.py     |  770 ++++
 .../ubi9-python-3.9/utils/pip.conf            |    4 +
 .../utils/requirements-elyra.txt              |   71 +
 .../ubi9-python-3.9/Dockerfile                |   28 +
 .../rocm-tensorflow/ubi9-python-3.9/Pipfile   |   54 +
 .../ubi9-python-3.9/Pipfile.lock              | 3086 +++++++++++++++++
 .../kustomize/base/kustomization.yaml         |   14 +
 .../ubi9-python-3.9/kustomize/base/pod.yaml   |   29 +
 .../kustomize/base/requirements-elyra.txt     |   20 +
 .../ubi9-python-3.9/utils/bootstrapper.py     |  770 ++++
 .../ubi9-python-3.9/utils/pip.conf            |    4 +
 .../utils/requirements-elyra.txt              |   71 +
 20 files changed, 8054 insertions(+)
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/Dockerfile
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/kustomization.yaml
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/pod.yaml
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/requirements-elyra.txt
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/utils/bootstrapper.py
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/utils/pip.conf
 create mode 100644 runtimes/rocm-pytorch/ubi9-python-3.9/utils/requirements-elyra.txt
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/Dockerfile
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile.lock
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/kustomization.yaml
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/pod.yaml
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/requirements-elyra.txt
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/utils/bootstrapper.py
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/utils/pip.conf
 create mode 100644 runtimes/rocm-tensorflow/ubi9-python-3.9/utils/requirements-elyra.txt

diff --git a/.github/workflows/build-notebooks.yaml b/.github/workflows/build-notebooks.yaml
index ef9d9258f..dee9374c9 100644
--- a/.github/workflows/build-notebooks.yaml
+++ b/.github/workflows/build-notebooks.yaml
@@ -471,6 +471,28 @@
             },
             "secrets": "inherit"
         },
+        "rocm-runtime-pytorch-ubi9-python-3_9": {
+            "needs": [
+                "rocm-ubi9-python-3_9"
+            ],
+            "uses": "./.github/workflows/build-notebooks-TEMPLATE.yaml",
+            "with": {
+                "target": "rocm-runtime-pytorch-ubi9-python-3.9",
+                "github": "${{ toJSON(github) }}"
+            },
+            "secrets": "inherit"
+        },
+        "rocm-runtime-tensorflow-ubi9-python-3_9": {
+            "needs": [
+                "rocm-ubi9-python-3_9"
+            ],
+            "uses": "./.github/workflows/build-notebooks-TEMPLATE.yaml",
+            "with": {
+                "target": "rocm-runtime-tensorflow-ubi9-python-3.9",
+                "github": "${{ toJSON(github) }}"
+            },
+            "secrets": "inherit"
+        },
         "base-anaconda-python-3_8": {
             "needs": [],
             "uses": "./.github/workflows/build-notebooks-TEMPLATE.yaml",
diff --git a/Makefile b/Makefile
index d3c82f736..4179e8465 100644
--- a/Makefile
+++ b/Makefile
@@ -277,6 +277,16 @@ rocm-jupyter-tensorflow-ubi9-python-3.9: rocm-jupyter-datascience-ubi9-python-3.
 rocm-jupyter-pytorch-ubi9-python-3.9: rocm-jupyter-datascience-ubi9-python-3.9
 	$(call image,$@,jupyter/rocm/pytorch/ubi9-python-3.9,$<)
 
+# Build and push rocm-jupyter-runtime-pytorch-ubi9-python-3.9 image to the registry
+.PHONY: rocm-runtime-pytorch-ubi9-python-3.9
+rocm-runtime-pytorch-ubi9-python-3.9: rocm-ubi9-python-3.9
+	$(call image,$@,runtimes/rocm-pytorch/ubi9-python-3.9,$<)
+
+# Build and push rocm-jupyter-runtime-tensorflow-ubi9-python-3.9 image to the registry
+.PHONY: rocm-runtime-tensorflow-ubi9-python-3.9
+rocm-runtime-tensorflow-ubi9-python-3.9: rocm-ubi9-python-3.9
+	$(call image,$@,runtimes/rocm-tensorflow/ubi9-python-3.9,$<)
+
 ####################################### Buildchain for Anaconda Python #######################################
 
 # Build and push base-anaconda-python-3.8 image to the registry
@@ -566,6 +576,10 @@ refresh-pipfilelock-files:
 	cd runtimes/pytorch/ubi8-python-3.8 && pipenv lock
 	cd runtimes/tensorflow/ubi8-python-3.8 && pipenv lock
 	cd runtimes/tensorflow/ubi9-python-3.9 && pipenv lock
+	cd runtimes/rocm-tensorflow/ubi9-python-3.9 && pipenv lock
+	cd runtimes/rocm-pytorch/ubi9-python-3.9 && pipenv lock
+
+
 	
 # This is only for the workflow action
 # For running manually, set the required environment variables
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/Dockerfile b/runtimes/rocm-pytorch/ubi9-python-3.9/Dockerfile
new file mode 100644
index 000000000..cd1114cd9
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/Dockerfile
@@ -0,0 +1,28 @@
+ARG BASE_IMAGE
+FROM ${BASE_IMAGE}
+
+LABEL name="odh-notebook-runtime-rocm-pytorch-ubi9-python-3.9" \
+    summary="Runtime ROCm pytorch notebook image for ODH notebooks" \
+    description="Runtime ROCm pytorch notebook image with base Python 3.9 builder image based on UBI9 for ODH notebooks" \
+    io.k8s.display-name="Runtime ROCm pytorch notebook image for ODH notebooks" \
+    io.k8s.description="Runtime ROCm pytorch notebook image with base Python 3.9 builder image based on UBI9 for ODH notebooks" \
+    authoritative-source-url="https://github.com/opendatahub-io/notebooks" \
+    io.openshift.build.commit.ref="main" \
+    io.openshift.build.source-location="https://github.com/opendatahub-io/notebooks/tree/main/runtimes/rocm-pytorch/ubi9-python-3.9" \
+    io.openshift.build.image="quay.io/opendatahub/workbench-images:rocm-runtime-pytorch-ubi9-python-3.9"
+
+WORKDIR /opt/app-root/bin
+
+# Install Python packages from Pipfile.lock
+COPY Pipfile.lock ./
+# Copy Elyra dependencies for air-gapped enviroment
+COPY utils ./utils/
+
+RUN echo "Installing softwares and packages" && \
+    micropipenv install && \
+    rm -f ./Pipfile.lock && \
+    # Fix permissions to support pip in Openshift environments \
+    chmod -R g+w /opt/app-root/lib/python3.9/site-packages && \
+    fix-permissions /opt/app-root -P
+
+WORKDIR /opt/app-root/src
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile
new file mode 100644
index 000000000..132e3acbe
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile
@@ -0,0 +1,60 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[[source]]
+url = "https://download.pytorch.org/whl/rocm6.0/"
+verify_ssl = true
+name = "pytorch"
+
+[dev-packages]
+
+[packages]
+# PyTorch packages
+tensorboard = "~=2.16.2"
+torch = {version = "~=2.3.1", index = "pytorch"}
+torchvision = {version = "~=0.18.1", index = "pytorch"} # https://pytorch.org/get-started/previous-versions/#linux-and-windows-1
+
+# Datascience and useful extensions
+boto3 = "~=1.34.50"
+kafka-python = "~=2.0.2"
+matplotlib = "~=3.8.3"
+numpy = "~=1.26.4"
+pandas = "~=2.2.0"
+plotly = "~=5.20.0"
+scikit-learn = "~=1.4.0"
+scipy = "~=1.12.0"
+skl2onnx = "~=1.16.0"
+onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
+codeflare-sdk = "~=0.16.4"
+memray = "~=1.10.0"  # any version above this would cause issue with rich package
+
+# DB connectors
+pymongo = "~=4.6.2"
+psycopg = "~=3.1.18"
+pyodbc = "~=5.1.0"
+mysql-connector-python = "~=8.3.0"
+
+# This is a comprehensive list of python dependencies that Elyra requires to execute Jupyter notebooks.
+ipykernel = "==6.13.0"
+ipython = "==8.10.0"
+ipython-genutils = "==0.2.0"
+jinja2 = "==3.1.4"
+jupyter-client = "==7.3.1"
+jupyter-core = "==4.11.2"
+MarkupSafe = "==2.1.1"
+minio = "==7.1.15"
+nbclient = "==0.6.3"
+nbconvert = "==7.1.0"
+nbformat = "==5.4.0"
+papermill = "==2.3.4"
+pyzmq = "==24.0.1"
+prompt-toolkit = "==3.0.30"
+requests = "==2.31.0"
+tornado = "==6.3.3"
+traitlets = "==5.1.1"
+urllib3 = "==1.26.18"
+
+[requires]
+python_version = "3.9"
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock
new file mode 100644
index 000000000..abf3ba0bc
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock
@@ -0,0 +1,2946 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "246a3980f3c1899dbdb24185e15eff66561940ad31f984684950fa5b8d9ec3a4"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.9"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            },
+            {
+                "name": "pytorch",
+                "url": "https://download.pytorch.org/whl/rocm6.0/",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308",
+                "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.1.0"
+        },
+        "aiohttp": {
+            "hashes": [
+                "sha256:0605cc2c0088fcaae79f01c913a38611ad09ba68ff482402d3410bf59039bfb8",
+                "sha256:0a158704edf0abcac8ac371fbb54044f3270bdbc93e254a82b6c82be1ef08f3c",
+                "sha256:0cbf56238f4bbf49dab8c2dc2e6b1b68502b1e88d335bea59b3f5b9f4c001475",
+                "sha256:1732102949ff6087589408d76cd6dea656b93c896b011ecafff418c9661dc4ed",
+                "sha256:18f634d540dd099c262e9f887c8bbacc959847cfe5da7a0e2e1cf3f14dbf2daf",
+                "sha256:239f975589a944eeb1bad26b8b140a59a3a320067fb3cd10b75c3092405a1372",
+                "sha256:2faa61a904b83142747fc6a6d7ad8fccff898c849123030f8e75d5d967fd4a81",
+                "sha256:320e8618eda64e19d11bdb3bd04ccc0a816c17eaecb7e4945d01deee2a22f95f",
+                "sha256:38d80498e2e169bc61418ff36170e0aad0cd268da8b38a17c4cf29d254a8b3f1",
+                "sha256:3916c8692dbd9d55c523374a3b8213e628424d19116ac4308e434dbf6d95bbdd",
+                "sha256:393c7aba2b55559ef7ab791c94b44f7482a07bf7640d17b341b79081f5e5cd1a",
+                "sha256:3b7b30258348082826d274504fbc7c849959f1989d86c29bc355107accec6cfb",
+                "sha256:3fcb4046d2904378e3aeea1df51f697b0467f2aac55d232c87ba162709478c46",
+                "sha256:4109adee842b90671f1b689901b948f347325045c15f46b39797ae1bf17019de",
+                "sha256:4558e5012ee03d2638c681e156461d37b7a113fe13970d438d95d10173d25f78",
+                "sha256:45731330e754f5811c314901cebdf19dd776a44b31927fa4b4dbecab9e457b0c",
+                "sha256:4715a9b778f4293b9f8ae7a0a7cef9829f02ff8d6277a39d7f40565c737d3771",
+                "sha256:471f0ef53ccedec9995287f02caf0c068732f026455f07db3f01a46e49d76bbb",
+                "sha256:4d3ebb9e1316ec74277d19c5f482f98cc65a73ccd5430540d6d11682cd857430",
+                "sha256:4ff550491f5492ab5ed3533e76b8567f4b37bd2995e780a1f46bca2024223233",
+                "sha256:52c27110f3862a1afbcb2af4281fc9fdc40327fa286c4625dfee247c3ba90156",
+                "sha256:55b39c8684a46e56ef8c8d24faf02de4a2b2ac60d26cee93bc595651ff545de9",
+                "sha256:5a7ee16aab26e76add4afc45e8f8206c95d1d75540f1039b84a03c3b3800dd59",
+                "sha256:5ca51eadbd67045396bc92a4345d1790b7301c14d1848feaac1d6a6c9289e888",
+                "sha256:5d6b3f1fabe465e819aed2c421a6743d8debbde79b6a8600739300630a01bf2c",
+                "sha256:60cdbd56f4cad9f69c35eaac0fbbdf1f77b0ff9456cebd4902f3dd1cf096464c",
+                "sha256:6380c039ec52866c06d69b5c7aad5478b24ed11696f0e72f6b807cfb261453da",
+                "sha256:639d0042b7670222f33b0028de6b4e2fad6451462ce7df2af8aee37dcac55424",
+                "sha256:66331d00fb28dc90aa606d9a54304af76b335ae204d1836f65797d6fe27f1ca2",
+                "sha256:67c3119f5ddc7261d47163ed86d760ddf0e625cd6246b4ed852e82159617b5fb",
+                "sha256:694d828b5c41255e54bc2dddb51a9f5150b4eefa9886e38b52605a05d96566e8",
+                "sha256:6ae79c1bc12c34082d92bf9422764f799aee4746fd7a392db46b7fd357d4a17a",
+                "sha256:702e2c7c187c1a498a4e2b03155d52658fdd6fda882d3d7fbb891a5cf108bb10",
+                "sha256:714d4e5231fed4ba2762ed489b4aec07b2b9953cf4ee31e9871caac895a839c0",
+                "sha256:7b179eea70833c8dee51ec42f3b4097bd6370892fa93f510f76762105568cf09",
+                "sha256:7f64cbd44443e80094309875d4f9c71d0401e966d191c3d469cde4642bc2e031",
+                "sha256:82a6a97d9771cb48ae16979c3a3a9a18b600a8505b1115cfe354dfb2054468b4",
+                "sha256:84dabd95154f43a2ea80deffec9cb44d2e301e38a0c9d331cc4aa0166fe28ae3",
+                "sha256:8676e8fd73141ded15ea586de0b7cda1542960a7b9ad89b2b06428e97125d4fa",
+                "sha256:88e311d98cc0bf45b62fc46c66753a83445f5ab20038bcc1b8a1cc05666f428a",
+                "sha256:8b4f72fbb66279624bfe83fd5eb6aea0022dad8eec62b71e7bf63ee1caadeafe",
+                "sha256:8c64a6dc3fe5db7b1b4d2b5cb84c4f677768bdc340611eca673afb7cf416ef5a",
+                "sha256:8cf142aa6c1a751fcb364158fd710b8a9be874b81889c2bd13aa8893197455e2",
+                "sha256:8d1964eb7617907c792ca00b341b5ec3e01ae8c280825deadbbd678447b127e1",
+                "sha256:93e22add827447d2e26d67c9ac0161756007f152fdc5210277d00a85f6c92323",
+                "sha256:9c69e77370cce2d6df5d12b4e12bdcca60c47ba13d1cbbc8645dd005a20b738b",
+                "sha256:9dbc053ac75ccc63dc3a3cc547b98c7258ec35a215a92bd9f983e0aac95d3d5b",
+                "sha256:9e3a1ae66e3d0c17cf65c08968a5ee3180c5a95920ec2731f53343fac9bad106",
+                "sha256:a6ea1a5b409a85477fd8e5ee6ad8f0e40bf2844c270955e09360418cfd09abac",
+                "sha256:a81b1143d42b66ffc40a441379387076243ef7b51019204fd3ec36b9f69e77d6",
+                "sha256:ad7f2919d7dac062f24d6f5fe95d401597fbb015a25771f85e692d043c9d7832",
+                "sha256:afc52b8d969eff14e069a710057d15ab9ac17cd4b6753042c407dcea0e40bf75",
+                "sha256:b3df71da99c98534be076196791adca8819761f0bf6e08e07fd7da25127150d6",
+                "sha256:c088c4d70d21f8ca5c0b8b5403fe84a7bc8e024161febdd4ef04575ef35d474d",
+                "sha256:c26959ca7b75ff768e2776d8055bf9582a6267e24556bb7f7bd29e677932be72",
+                "sha256:c413016880e03e69d166efb5a1a95d40f83d5a3a648d16486592c49ffb76d0db",
+                "sha256:c6021d296318cb6f9414b48e6a439a7f5d1f665464da507e8ff640848ee2a58a",
+                "sha256:c671dc117c2c21a1ca10c116cfcd6e3e44da7fcde37bf83b2be485ab377b25da",
+                "sha256:c7a4b7a6cf5b6eb11e109a9755fd4fda7d57395f8c575e166d363b9fc3ec4678",
+                "sha256:c8a02fbeca6f63cb1f0475c799679057fc9268b77075ab7cf3f1c600e81dd46b",
+                "sha256:cd2adf5c87ff6d8b277814a28a535b59e20bfea40a101db6b3bdca7e9926bc24",
+                "sha256:d1469f228cd9ffddd396d9948b8c9cd8022b6d1bf1e40c6f25b0fb90b4f893ed",
+                "sha256:d153f652a687a8e95ad367a86a61e8d53d528b0530ef382ec5aaf533140ed00f",
+                "sha256:d5ab8e1f6bee051a4bf6195e38a5c13e5e161cb7bad83d8854524798bd9fcd6e",
+                "sha256:da00da442a0e31f1c69d26d224e1efd3a1ca5bcbf210978a2ca7426dfcae9f58",
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+                "sha256:a3a6ed1d525bfb91b3fc9b690c5a21bb52de28c018530ad85093cc488bee2dd2",
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+                "sha256:e0381b4ce23ff92f8170080c97678040fc5b08da85e9e292292aba67fdac6c34",
+                "sha256:e23a6d84d9d1738dbc6e38167776107e63307dfc8ad108e580548d1f2c587f42",
+                "sha256:e516dc8baf7b380e6c1c26792610230f37147bb754d6426462ab115a02944385",
+                "sha256:ea65804b5dc88dacd4a40279af0cdadcfe74b3e5b4c897aa0d81cf86927fee78",
+                "sha256:ec61d826d80fc293ed46c9dd26995921e3a82146feacd952ef0757236fc137be",
+                "sha256:ee04010f26d5102399bd17f8df8bc38dc7ccd7701dc77f4a68c5b8d733406958",
+                "sha256:f3bc6af6e2b8f92eced34ef6a96ffb248e863af20ef4fde9448cc8c9b858b749",
+                "sha256:f7d6b36dd2e029b6bcb8a13cf19664c7b8e19ab3a58e0fefbb5b8461447ed5ec"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.9.4"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
+                "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.19.2"
+        }
+    },
+    "develop": {}
+}
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/kustomization.yaml b/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/kustomization.yaml
new file mode 100644
index 000000000..d01bbd247
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/kustomization.yaml
@@ -0,0 +1,14 @@
+---
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+namePrefix: runtime-
+resources:
+  - pod.yaml
+images:
+  - name: runtime-workbench
+    newName: quay.io/opendatahub/workbench-images
+    newTag: runtime-rocm-pytorch-ubi9-python-3.9
+configMapGenerator:
+  - name: req-config
+    files:
+      - requirements-elyra.txt
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/pod.yaml b/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/pod.yaml
new file mode 100644
index 000000000..bc5343566
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/pod.yaml
@@ -0,0 +1,29 @@
+---
+apiVersion: v1
+kind: Pod
+metadata:
+  name: pod
+  labels:
+    app: runtime-image
+spec:
+  containers:
+    - name: runtime
+      image: runtime-workbench
+      command: ["/bin/sh", "-c", "while true ; do date; sleep 1; done;"]
+      imagePullPolicy: Always
+      ports:
+        - containerPort: 8080
+      resources:
+        limits:
+          cpu: 500m
+          memory: 500Mi
+        requests:
+          cpu: 500m
+          memory: 500Mi
+      volumeMounts:
+        - name: config
+          mountPath: /opt/app-root/elyra
+  volumes:
+    - name: config
+      configMap:
+        name: req-config
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/requirements-elyra.txt b/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/requirements-elyra.txt
new file mode 100644
index 000000000..91fb8e57d
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/kustomize/base/requirements-elyra.txt
@@ -0,0 +1,20 @@
+# This is a comprehensive list of python dependencies that Elyra requires to execute Jupyter notebooks.
+# This is copied from elyra directly: https://github.com/elyra-ai/elyra/blob/main/etc/generic/requirements-elyra.txt
+ipykernel==6.13.0
+ipython==8.10.0
+ipython-genutils==0.2.0
+jinja2==3.1.4
+jupyter-client==7.3.1
+jupyter-core==4.11.2
+MarkupSafe==2.1.1
+minio==7.1.15
+nbclient==0.6.3
+nbconvert==7.1.0
+nbformat==5.4.0
+papermill==2.3.4
+pyzmq==24.0.1
+prompt-toolkit==3.0.30
+requests==2.31.0
+tornado==6.3.3
+traitlets==5.1.1
+urllib3==1.26.18
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/utils/bootstrapper.py b/runtimes/rocm-pytorch/ubi9-python-3.9/utils/bootstrapper.py
new file mode 100644
index 000000000..6163cdd84
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/utils/bootstrapper.py
@@ -0,0 +1,770 @@
+# Copied from: https://github.com/elyra-ai/elyra/blob/main/elyra/kfp/bootstrapper.py
+#
+# Copyright 2018-2023 Elyra Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+from abc import ABC
+from abc import abstractmethod
+import glob
+import json
+import logging
+import os
+from pathlib import Path
+import subprocess
+import sys
+from tempfile import TemporaryFile
+import time
+from typing import Any
+from typing import Dict
+from typing import Optional
+from typing import Type
+from typing import TypeVar
+from urllib.parse import urljoin
+from urllib.parse import urlparse
+from urllib.parse import urlunparse
+
+from packaging import version
+
+
+# Inputs and Outputs separator character.  If updated,
+# same-named variable in _notebook_op.py must be updated!
+INOUT_SEPARATOR = ";"
+
+# Setup forward reference for type hint on return from class factory method.  See
+# https://stackoverflow.com/questions/39205527/can-you-annotate-return-type-when-value-is-instance-of-cls/39205612#39205612
+F = TypeVar("F", bound="FileOpBase")
+
+logger = logging.getLogger("elyra")
+enable_pipeline_info = os.getenv("ELYRA_ENABLE_PIPELINE_INFO", "true").lower() == "true"
+pipeline_name = None  # global used in formatted logging
+operation_name = None  # global used in formatted logging
+
+
+class FileOpBase(ABC):
+    """Abstract base class for file-based operations"""
+
+    filepath = None
+    cos_client = None
+    cos_bucket = None
+
+    @classmethod
+    def get_instance(cls: Type[F], **kwargs: Any) -> F:
+        """Creates an appropriate subclass instance based on the extension of the filepath (-f) argument"""
+        filepath = kwargs["filepath"]
+        if ".ipynb" in filepath:
+            return NotebookFileOp(**kwargs)
+        elif ".py" in filepath:
+            return PythonFileOp(**kwargs)
+        elif ".r" in filepath:
+            return RFileOp(**kwargs)
+        else:
+            raise ValueError(f"Unsupported file type: {filepath}")
+
+    def __init__(self, **kwargs: Any) -> None:
+        """Initializes the FileOpBase instance"""
+        import minio
+        from minio.credentials import providers
+
+        self.filepath = kwargs["filepath"]
+        self.input_params = kwargs or {}
+        self.cos_endpoint = urlparse(self.input_params.get("cos-endpoint"))
+        self.cos_bucket = self.input_params.get("cos-bucket")
+
+        self.parameter_pass_method = self.input_params.get("parameter_pass_method")
+        self.pipeline_param_dict = self.convert_param_str_to_dict(self.input_params.get("pipeline_parameters"))
+
+        # Infer secure from the endpoint's scheme.
+        self.secure = self.cos_endpoint.scheme == "https"
+
+        # get minio credentials provider
+        if "cos-user" in self.input_params and "cos-password" in self.input_params:
+            cred_provider = providers.StaticProvider(
+                access_key=self.input_params.get("cos-user"),
+                secret_key=self.input_params.get("cos-password"),
+            )
+        elif "AWS_ACCESS_KEY_ID" in os.environ and "AWS_SECRET_ACCESS_KEY" in os.environ:
+            cred_provider = providers.EnvAWSProvider()
+        elif "AWS_ROLE_ARN" in os.environ and "AWS_WEB_IDENTITY_TOKEN_FILE" in os.environ:
+            cred_provider = providers.IamAwsProvider()
+        else:
+            raise RuntimeError(
+                "No minio credentials provider can be initialised for current configs. "
+                "Please validate your runtime configuration details and retry."
+            )
+
+        # get minio client
+        self.cos_client = minio.Minio(self.cos_endpoint.netloc, secure=self.secure, credentials=cred_provider)
+
+    @abstractmethod
+    def execute(self) -> None:
+        """Execute the operation relative to derived class"""
+        raise NotImplementedError("Method 'execute()' must be implemented by subclasses!")
+
+    def process_dependencies(self) -> None:
+        """Process dependencies
+
+        If a dependency archive is present, it will be downloaded from object storage
+        and expanded into the local directory.
+
+        This method can be overridden by subclasses, although overrides should first
+        call the superclass method.
+        """
+        OpUtil.log_operation_info("processing dependencies")
+        t0 = time.time()
+        archive_file = self.input_params.get("cos-dependencies-archive")
+
+        self.get_file_from_object_storage(archive_file)
+
+        inputs = self.input_params.get("inputs")
+        if inputs:
+            input_list = inputs.split(INOUT_SEPARATOR)
+            for file in input_list:
+                self.get_file_from_object_storage(file.strip())
+
+        subprocess.call(["tar", "-zxvf", archive_file])
+        duration = time.time() - t0
+        OpUtil.log_operation_info("dependencies processed", duration)
+
+    def process_outputs(self) -> None:
+        """Process outputs
+
+        If outputs have been specified, it will upload the appropriate files to object storage
+
+        This method can be overridden by subclasses, although overrides should first
+        call the superclass method.
+        """
+        OpUtil.log_operation_info("processing outputs")
+        t0 = time.time()
+        outputs = self.input_params.get("outputs")
+        if outputs:
+            output_list = outputs.split(INOUT_SEPARATOR)
+            for file in output_list:
+                self.process_output_file(file.strip())
+        duration = time.time() - t0
+        OpUtil.log_operation_info("outputs processed", duration)
+
+    def process_metrics_and_metadata(self) -> None:
+        """Process metrics and metadata
+
+        This method exposes metrics/metadata that the processed
+        notebook | script produces in the KFP UI.
+
+        This method should not be overridden by subclasses.
+        """
+
+        OpUtil.log_operation_info("processing metrics and metadata")
+        t0 = time.time()
+
+        # Location where the KFP specific output files will be stored
+        # in the environment where the bootsrapper is running.
+        # Defaults to '/tmp' if not specified.
+        output_path = Path(os.getenv("ELYRA_WRITABLE_CONTAINER_DIR", "/tmp"))
+
+        # verify that output_path exists, is a directory
+        # and writable by creating a temporary file in that location
+        try:
+            with TemporaryFile(mode="w", dir=output_path) as t:
+                t.write("can write")
+        except Exception:
+            # output_path doesn't meet the requirements
+            # treat this as a non-fatal error and log a warning
+            logger.warning(f'Cannot create files in "{output_path}".')
+            OpUtil.log_operation_info("Aborted metrics and metadata processing", time.time() - t0)
+            return
+
+        # Name of the proprietary KFP UI metadata file.
+        # Notebooks | scripts might (but don't have to) produce this file
+        # as documented in
+        # https://www.kubeflow.org/docs/pipelines/sdk/output-viewer/
+        # Each ExecuteFileOp must declare this as an output file or
+        # the KFP UI won't pick up the information.
+        kfp_ui_metadata_filename = "mlpipeline-ui-metadata.json"
+
+        # Name of the proprietary KFP metadata file.
+        # Notebooks | scripts might (but don't have to) produce this file
+        # as documented in
+        # https://www.kubeflow.org/docs/pipelines/sdk/pipelines-metrics/
+        # Each ExecuteFileOp must declare this as an output file or
+        # the KFP UI won't pick up the information.
+        kfp_metrics_filename = "mlpipeline-metrics.json"
+
+        # If the notebook | Python script produced one of the files
+        # copy it to the target location where KFP is looking for it.
+        for filename in [kfp_ui_metadata_filename, kfp_metrics_filename]:
+            try:
+                src = Path(".") / filename
+                logger.debug(f"Processing {src} ...")
+                # try to load the file, if one was created by the
+                # notebook or script
+                with open(src, "r") as f:
+                    metadata = json.load(f)
+
+                # the file exists and contains valid JSON
+                logger.debug(f"File content: {json.dumps(metadata)}")
+
+                target = output_path / filename
+                # try to save the file in the destination location
+                with open(target, "w") as f:
+                    json.dump(metadata, f)
+            except FileNotFoundError:
+                # The script | notebook didn't produce the file
+                # we are looking for. This is not an error condition
+                # that needs to be handled.
+                logger.debug(f"{self.filepath} produced no file named {src}")
+            except ValueError as ve:
+                # The file content could not be parsed. Log a warning
+                # and treat this as a non-fatal error.
+                logger.warning(f"Ignoring incompatible {str(src)} produced by {self.filepath}: {ve} {str(ve)}")
+            except Exception as ex:
+                # Something is wrong with the user-generated metadata file.
+                # Log a warning and treat this as a non-fatal error.
+                logger.warning(f"Error processing {str(src)} produced by {self.filepath}: {ex} {str(ex)}")
+
+        #
+        # Augment kfp_ui_metadata_filename with Elyra-specific information:
+        #  - link to object storage where input and output artifacts are
+        #    stored
+        ui_metadata_output = output_path / kfp_ui_metadata_filename
+        try:
+            # re-load the file
+            with open(ui_metadata_output, "r") as f:
+                metadata = json.load(f)
+        except Exception:
+            # ignore all errors
+            metadata = {}
+
+        # Assure the 'output' property exists and is of the correct type
+        if metadata.get("outputs", None) is None or not isinstance(metadata["outputs"], list):
+            metadata["outputs"] = []
+
+        # Define HREF for COS bucket:
+        # <COS_URL>/<BUCKET_NAME>/<COS_DIRECTORY>
+        bucket_url = urljoin(
+            urlunparse(self.cos_endpoint), f"{self.cos_bucket}/{self.input_params.get('cos-directory', '')}/"
+        )
+
+        # add Elyra metadata to 'outputs'
+        metadata["outputs"].append(
+            {
+                "storage": "inline",
+                "source": f"## Inputs for {self.filepath}\n"
+                f"[{self.input_params['cos-dependencies-archive']}]({bucket_url})",
+                "type": "markdown",
+            }
+        )
+
+        # print the content of the augmented metadata file
+        logger.debug(f"Output UI metadata: {json.dumps(metadata)}")
+
+        logger.debug(f"Saving UI metadata file as {ui_metadata_output} ...")
+
+        # Save [updated] KFP UI metadata file
+        with open(ui_metadata_output, "w") as f:
+            json.dump(metadata, f)
+
+        duration = time.time() - t0
+        OpUtil.log_operation_info("metrics and metadata processed", duration)
+
+    def get_object_storage_filename(self, filename: str) -> str:
+        """Function to pre-pend cloud storage working dir to file name
+
+        :param filename: the local file
+        :return: the full path of the object storage file
+        """
+        return os.path.join(self.input_params.get("cos-directory", ""), filename)
+
+    def get_file_from_object_storage(self, file_to_get: str) -> None:
+        """Utility function to get files from an object storage
+
+        :param file_to_get: filename
+        """
+
+        object_to_get = self.get_object_storage_filename(file_to_get)
+        t0 = time.time()
+        self.cos_client.fget_object(bucket_name=self.cos_bucket, object_name=object_to_get, file_path=file_to_get)
+        duration = time.time() - t0
+        OpUtil.log_operation_info(
+            f"downloaded {file_to_get} from bucket: {self.cos_bucket}, object: {object_to_get}", duration
+        )
+
+    def put_file_to_object_storage(self, file_to_upload: str, object_name: Optional[str] = None) -> None:
+        """Utility function to put files into an object storage
+
+        :param file_to_upload: filename
+        :param object_name: remote filename (used to rename)
+        """
+
+        object_to_upload = object_name
+        if not object_to_upload:
+            object_to_upload = file_to_upload
+
+        object_to_upload = self.get_object_storage_filename(object_to_upload)
+        t0 = time.time()
+        self.cos_client.fput_object(bucket_name=self.cos_bucket, object_name=object_to_upload, file_path=file_to_upload)
+        duration = time.time() - t0
+        OpUtil.log_operation_info(
+            f"uploaded {file_to_upload} to bucket: {self.cos_bucket} object: {object_to_upload}", duration
+        )
+
+    def has_wildcard(self, filename):
+        wildcards = ["*", "?"]
+        return bool(any(c in filename for c in wildcards))
+
+    def process_output_file(self, output_file):
+        """Puts the file to object storage.  Handles wildcards and directories."""
+
+        matched_files = [output_file]
+        if self.has_wildcard(output_file):  # explode the wildcarded file
+            matched_files = glob.glob(output_file)
+
+        for matched_file in matched_files:
+            if os.path.isdir(matched_file):
+                for file in os.listdir(matched_file):
+                    self.process_output_file(os.path.join(matched_file, file))
+            else:
+                self.put_file_to_object_storage(matched_file)
+
+    def convert_param_str_to_dict(self, pipeline_parameters: Optional[str] = None) -> Dict[str, Any]:
+        """Convert INOUT-separated string of pipeline parameters into a dictionary."""
+        parameter_dict = {}
+        if pipeline_parameters:
+            parameter_list = pipeline_parameters.split(INOUT_SEPARATOR)
+            for parameter in parameter_list:
+                param_name, value = parameter.split("=", 1)
+                if self.parameter_pass_method == "env" and (not value or not isinstance(value, str)):
+                    continue  # env vars must be non-empty strings
+                parameter_dict[param_name] = value
+        return parameter_dict
+
+    def set_parameters_in_env(self) -> None:
+        """Make pipeline parameters available as environment variables."""
+        for name, value in self.pipeline_param_dict.items():
+            if name in os.environ:
+                continue  # avoid overwriting env vars with the same name
+            os.environ[name] = value
+
+
+class NotebookFileOp(FileOpBase):
+    """Perform Notebook File Operation"""
+
+    def execute(self) -> None:
+        """Execute the Notebook and upload results to object storage"""
+        notebook = os.path.basename(self.filepath)
+        notebook_name = notebook.replace(".ipynb", "")
+        notebook_output = f"{notebook_name}-output.ipynb"
+        notebook_html = f"{notebook_name}.html"
+
+        try:
+            OpUtil.log_operation_info(f"executing notebook using 'papermill {notebook} {notebook_output}'")
+            t0 = time.time()
+            # Include kernel selection in execution time
+            kernel_name = NotebookFileOp.find_best_kernel(notebook)
+
+            kwargs = {}
+            if self.parameter_pass_method == "env":
+                self.set_parameters_in_env()
+
+            import papermill
+
+            papermill.execute_notebook(notebook, notebook_output, kernel_name=kernel_name, **kwargs)
+            duration = time.time() - t0
+            OpUtil.log_operation_info("notebook execution completed", duration)
+
+            NotebookFileOp.convert_notebook_to_html(notebook_output, notebook_html)
+            self.put_file_to_object_storage(notebook_output, notebook)
+            self.put_file_to_object_storage(notebook_html)
+            self.process_outputs()
+        except Exception as ex:
+            # log in case of errors
+            logger.error(f"Unexpected error: {sys.exc_info()[0]}")
+
+            NotebookFileOp.convert_notebook_to_html(notebook_output, notebook_html)
+            self.put_file_to_object_storage(notebook_output, notebook)
+            self.put_file_to_object_storage(notebook_html)
+            raise ex
+
+    @staticmethod
+    def convert_notebook_to_html(notebook_file: str, html_file: str) -> str:
+        """Function to convert a Jupyter notebook file (.ipynb) into an html file
+
+        :param notebook_file: object storage client
+        :param html_file: name of what the html output file should be
+        :return: html_file: the converted notebook in html format
+        """
+        import nbconvert
+        import nbformat
+
+        OpUtil.log_operation_info(f"converting from {notebook_file} to {html_file}")
+        t0 = time.time()
+        nb = nbformat.read(notebook_file, as_version=4)
+        html_exporter = nbconvert.HTMLExporter()
+        data, resources = html_exporter.from_notebook_node(nb)
+        with open(html_file, "w") as f:
+            f.write(data)
+            f.close()
+
+        duration = time.time() - t0
+        OpUtil.log_operation_info(f"{notebook_file} converted to {html_file}", duration)
+        return html_file
+
+    @staticmethod
+    def find_best_kernel(notebook_file: str) -> str:
+        """Determines the best kernel to use via the following algorithm:
+
+        1. Loads notebook and gets kernel_name and kernel_language from NB metadata.
+        2. Gets the list of configured kernels using KernelSpecManager.
+        3. If notebook kernel_name is in list, use that, else
+        4. If not found, load each configured kernel.json file and find a language match.
+        5. On first match, log info message regarding the switch and use that kernel.
+        6. If no language match is found, revert to notebook kernel and log warning message.
+        """
+        from jupyter_client.kernelspec import KernelSpecManager
+        import nbformat
+
+        nb = nbformat.read(notebook_file, 4)
+
+        nb_kspec = nb.metadata.kernelspec
+        nb_kernel_name = nb_kspec.get("name")
+        nb_kernel_lang = nb_kspec.get("language")
+
+        kernel_specs = KernelSpecManager().find_kernel_specs()
+
+        # see if we have a direct match...
+        if nb_kernel_name in kernel_specs.keys():
+            return nb_kernel_name
+
+        # no match found for kernel, try matching language...
+        for name, file in kernel_specs.items():
+            # load file (JSON) and pick out language, if match, use first found
+            with open(os.path.join(file, "kernel.json")) as f:
+                kspec = json.load(f)
+                if kspec.get("language").lower() == nb_kernel_lang.lower():
+                    matched_kernel = os.path.basename(file)
+                    logger.info(
+                        f"Matched kernel by language ({nb_kernel_lang}), using kernel "
+                        f"'{matched_kernel}' instead of the missing kernel '{nb_kernel_name}'."
+                    )
+                    return matched_kernel
+
+        # no match found for language, return notebook kernel and let execution fail
+        logger.warning(
+            f"Reverting back to missing notebook kernel '{nb_kernel_name}' since no "
+            f"language match ({nb_kernel_lang}) was found in current kernel specifications."
+        )
+        return nb_kernel_name
+
+
+class PythonFileOp(FileOpBase):
+    """Perform Python File Operation"""
+
+    def execute(self) -> None:
+        """Execute the Python script and upload results to object storage"""
+        python_script = os.path.basename(self.filepath)
+        python_script_name = python_script.replace(".py", "")
+        # python_script_output = f"{python_script_name}.log"
+
+        try:
+            OpUtil.log_operation_info(
+                f"executing python script using 'python3 {python_script}'"
+            )
+            t0 = time.time()
+
+            run_args = ["python3", python_script]
+            if self.parameter_pass_method == "env":
+                self.set_parameters_in_env()
+            
+            logger.info("----------------------Python logs start----------------------")
+            # Removing support for the s3 storage of python script logs
+            # with open(python_script_output, "w") as log_file:
+            #     process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+            process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+
+            for line in iter(process.stdout.readline, b''):
+                sys.stdout.write(line.decode())
+                
+            process.stdout.close()
+            return_code = process.wait()
+            logger.info("----------------------Python logs ends----------------------")
+            if return_code:
+                raise subprocess.CalledProcessError(return_code, run_args)
+            duration = time.time() - t0
+            OpUtil.log_operation_info("python script execution completed", duration)
+
+            # self.put_file_to_object_storage(python_script_output, python_script_output)
+            self.process_outputs()
+        except Exception as ex:
+            # log in case of errors
+            logger.error(f"Unexpected error: {sys.exc_info()[0]}")
+            logger.error(f"Error details: {ex}")
+
+            # self.put_file_to_object_storage(python_script_output, python_script_output)
+            raise ex
+
+
+class RFileOp(FileOpBase):
+    """Perform R File Operation"""
+
+    def execute(self) -> None:
+        """Execute the R script and upload results to object storage"""
+        r_script = os.path.basename(self.filepath)
+        r_script_name = r_script.replace(".r", "")
+        # r_script_output = f"{r_script_name}.log"
+
+        try:
+            OpUtil.log_operation_info(f"executing R script using 'Rscript {r_script}'")
+            t0 = time.time()
+
+            run_args = ["Rscript", r_script]
+            if self.parameter_pass_method == "env":
+                self.set_parameters_in_env()
+
+            logger.info("----------------------R script logs start----------------------")
+            # Removing support for the s3 storage of R script logs
+            # with open(r_script_output, "w") as log_file:
+            #     process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+            process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+
+            for line in iter(process.stdout.readline, b''):
+                sys.stdout.write(line.decode())
+                
+            process.stdout.close()
+            return_code = process.wait()
+            logger.info("----------------------R script logs ends----------------------")
+            if return_code:
+                raise subprocess.CalledProcessError(return_code, run_args)
+
+            duration = time.time() - t0
+            OpUtil.log_operation_info("R script execution completed", duration)
+
+            # self.put_file_to_object_storage(r_script_output, r_script_output)
+            self.process_outputs()
+        except Exception as ex:
+            # log in case of errors
+            logger.error(f"Unexpected error: {sys.exc_info()[0]}")
+            logger.error(f"Error details: {ex}")
+
+            # self.put_file_to_object_storage(r_script_output, r_script_output)
+            raise ex
+
+
+class OpUtil(object):
+    """Utility functions for preparing file execution."""
+
+    @classmethod
+    def package_install(cls, user_volume_path) -> None:
+        OpUtil.log_operation_info("Installing packages")
+        t0 = time.time()
+        requirements_file = cls.determine_elyra_requirements()
+        elyra_packages = cls.package_list_to_dict(requirements_file)
+        current_packages = cls.package_list_to_dict("requirements-current.txt")
+        to_install_list = []
+
+        for package, ver in elyra_packages.items():
+            if package in current_packages:
+                if current_packages[package] is None:
+                    logger.warning(
+                        f"WARNING: Source package '{package}' found already installed as an "
+                        "editable package. This may conflict with the required version: "
+                        f"{ver} . Skipping..."
+                    )
+                    continue
+                try:
+                    version.Version(current_packages[package])
+                except version.InvalidVersion:  # current version is not PEP-440 compliant
+                    logger.warning(
+                        f"WARNING: Source package '{package}' found already installed from "
+                        f"{current_packages[package]}. This may conflict with the required "
+                        f"version: {ver} . Skipping..."
+                    )
+                    continue
+                if version.Version(ver) > version.Version(current_packages[package]):
+                    logger.info(f"Updating {package} package from version {current_packages[package]} to {ver}...")
+                    to_install_list.append(f"{package}=={ver}")
+                elif version.Version(ver) < version.Version(current_packages[package]):
+                    logger.info(
+                        f"Newer {package} package with version {current_packages[package]} "
+                        f"already installed. Skipping..."
+                    )
+            else:
+                logger.info(f"Package not found. Installing {package} package with version {ver}...")
+                to_install_list.append(f"{package}=={ver}")
+
+        if to_install_list:
+            if user_volume_path:
+                to_install_list.insert(0, f"--target={user_volume_path}")
+                to_install_list.append("--no-cache-dir")
+
+            subprocess.run([sys.executable, "-m", "pip", "install"] + to_install_list, check=True)
+
+        if user_volume_path:
+            os.environ["PIP_CONFIG_FILE"] = f"{user_volume_path}/pip.conf"
+
+        subprocess.run([sys.executable, "-m", "pip", "freeze"])
+        duration = time.time() - t0
+        OpUtil.log_operation_info("Packages installed", duration)
+
+    @classmethod
+    def determine_elyra_requirements(cls) -> Any:
+        if sys.version_info.major == 3:
+            if sys.version_info.minor in [8, 9, 10, 11]:
+                return "requirements-elyra.txt"
+        logger.error(
+            f"This version of Python '{sys.version_info.major}.{sys.version_info.minor}' "
+            f"is not supported for Elyra generic components"
+        )
+        return None
+
+    @classmethod
+    def package_list_to_dict(cls, filename: str) -> dict:
+        package_dict = {}
+        with open(filename) as fh:
+            for line in fh:
+                if line[0] != "#":
+                    if " @ " in line:
+                        package_name, package_version = line.strip("\n").split(sep=" @ ")
+                    elif "===" in line:
+                        package_name, package_version = line.strip("\n").split(sep="===")
+                    elif "==" in line:
+                        package_name, package_version = line.strip("\n").split(sep="==")
+                    elif line.startswith("-e ") or line.startswith("--editable "):
+                        package_name = line.strip("\n").replace("-e ", "").replace("--editable ", "")
+                        if "#egg=" in package_name:  # editable package from version control system
+                            package_name = package_name.split("=")[-1]
+                        elif "/" in package_name:  # editable package from local directory
+                            package_name = os.path.basename(package_name)
+                        package_version = None
+                    else:
+                        # Tolerate other formats but do not add to package list
+                        continue
+
+                    package_dict[package_name] = package_version
+
+        return package_dict
+
+    @classmethod
+    def parse_arguments(cls, args) -> dict:
+        import argparse
+
+        global pipeline_name, operation_name
+
+        logger.debug("Parsing Arguments.....")
+        parser = argparse.ArgumentParser()
+        parser.add_argument(
+            "-e", "--cos-endpoint", dest="cos-endpoint", help="Cloud object storage endpoint", required=True
+        )
+        parser.add_argument(
+            "-b", "--cos-bucket", dest="cos-bucket", help="Cloud object storage bucket to use", required=True
+        )
+        parser.add_argument(
+            "-d",
+            "--cos-directory",
+            dest="cos-directory",
+            help="Working directory in cloud object storage bucket to use",
+            required=True,
+        )
+        parser.add_argument(
+            "-t",
+            "--cos-dependencies-archive",
+            dest="cos-dependencies-archive",
+            help="Archive containing notebook and dependency artifacts",
+            required=True,
+        )
+        parser.add_argument("-f", "--file", dest="filepath", help="File to execute", required=True)
+        parser.add_argument("-o", "--outputs", dest="outputs", help="Files to output to object store", required=False)
+        parser.add_argument("-i", "--inputs", dest="inputs", help="Files to pull in from parent node", required=False)
+        parser.add_argument(
+            "-p",
+            "--user-volume-path",
+            dest="user-volume-path",
+            help="Directory in Volume to install python libraries into",
+            required=False,
+        )
+        parser.add_argument(
+            "-n",
+            "--pipeline-name",
+            dest="pipeline-name",
+            help="Pipeline name",
+            required=True,
+        )
+        parser.add_argument(
+            "-r",
+            "--pipeline-parameters",
+            dest="pipeline_parameters",
+            help="Pipeline parameters that apply to this node",
+            required=False,
+        )
+        parser.add_argument(
+            "-m",
+            "--parameter-pass-method",
+            dest="parameter_pass_method",
+            choices=["env"],
+            help="The method by which pipeline parameters should be applied to this node.",
+            required=False,
+        )
+        parsed_args = vars(parser.parse_args(args))
+
+        # set pipeline name as global
+        pipeline_name = parsed_args.get("pipeline-name")
+        # operation/node name is the basename of the non-suffixed filepath, set as global
+        operation_name = os.path.basename(os.path.splitext(parsed_args.get("filepath"))[0])
+
+        return parsed_args
+
+    @classmethod
+    def log_operation_info(cls, action_clause: str, duration_secs: Optional[float] = None) -> None:
+        """Produces a formatted log INFO message used entirely for support purposes.
+
+        This method is intended to be called for any entries that should be captured across aggregated
+        log files to identify steps within a given pipeline and each of its operations.  As a result,
+        calls to this method should produce single-line entries in the log (no embedded newlines).
+        Each entry is prefixed with the pipeline name.
+
+        General logging should NOT use this method but use logger.<level>() statements directly.
+
+        :param action_clause: str representing the action that is being logged
+        :param duration_secs: optional float value representing the duration of the action being logged
+        """
+        global pipeline_name, operation_name
+        if enable_pipeline_info:
+            duration_clause = f"({duration_secs:.3f} secs)" if duration_secs else ""
+            logger.info(f"'{pipeline_name}':'{operation_name}' - {action_clause} {duration_clause}")
+
+
+def main():
+    # Configure logger format, level
+    logging.basicConfig(
+        format="[%(levelname)1.1s %(asctime)s.%(msecs).03d] %(message)s", datefmt="%H:%M:%S", level=logging.DEBUG
+    )
+    # Setup packages and gather arguments
+    input_params = OpUtil.parse_arguments(sys.argv[1:])
+    OpUtil.log_operation_info("starting operation")
+    t0 = time.time()
+    OpUtil.package_install(user_volume_path=input_params.get("user-volume-path"))
+
+    # Create the appropriate instance, process dependencies and execute the operation
+    file_op = FileOpBase.get_instance(**input_params)
+
+    file_op.process_dependencies()
+
+    file_op.execute()
+
+    # Process notebook | script metrics and KFP UI metadata
+    file_op.process_metrics_and_metadata()
+
+    duration = time.time() - t0
+    OpUtil.log_operation_info("operation completed", duration)
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/utils/pip.conf b/runtimes/rocm-pytorch/ubi9-python-3.9/utils/pip.conf
new file mode 100644
index 000000000..69a2baf4c
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/utils/pip.conf
@@ -0,0 +1,4 @@
+# Copied from: https://github.com/elyra-ai/elyra/blob/main/etc/kfp/pip.conf
+
+[global]
+target=/opt/app-root/src/jupyter-work-dir/python3/
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/utils/requirements-elyra.txt b/runtimes/rocm-pytorch/ubi9-python-3.9/utils/requirements-elyra.txt
new file mode 100644
index 000000000..ddf75d0c5
--- /dev/null
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/utils/requirements-elyra.txt
@@ -0,0 +1,71 @@
+# Copied from: https://github.com/elyra-ai/elyra/blob/main/etc/generic/requirements-elyra.txt
+
+# This is a comprehensive list of python dependencies that Elyra requires to execute Jupyter notebooks.
+ipykernel==6.13.0
+ipython==8.10.0
+ipython-genutils==0.2.0
+jinja2==3.1.4
+jupyter-client==7.3.1
+jupyter-core==4.11.2
+MarkupSafe==2.1.1
+minio==7.1.15
+nbclient==0.6.3
+nbconvert==7.1.0
+nbformat==5.4.0
+papermill==2.3.4
+pyzmq==24.0.1
+prompt-toolkit==3.0.30
+requests==2.31.0
+tornado==6.3.3
+traitlets==5.1.1
+urllib3==1.26.9
+#
+# These excluded are transitive dependencies of the included python packages.
+#ansiwrap==0.8.4
+#appnope==0.1.3
+#asttokens==2.0.5
+#attrs==21.4.0
+#backcall==0.2.0
+#beautifulsoup4==4.11.1
+#bleach==5.0.0
+#certifi==2021.10.8
+#charset-normalizer==2.0.12
+#click==8.1.3
+#debugpy==1.6.0
+#decorator==5.1.1
+#defusedxml==0.7.1
+#entrypoints==0.4
+#executing==0.8.3
+#fastjsonschema==2.15.3
+#idna==3.3
+#importlib-resources==5.7.1
+#jedi==0.18.1
+#jsonschema==4.5.1
+#jupyterlab-pygments==0.2.2
+#matplotlib-inline==0.1.3
+#mistune==0.8.4
+#nest-asyncio==1.5.5
+#packaging==21.3
+#pandocfilters==1.5.0
+#parso==0.8.3
+#pexpect==4.8.0
+#pickleshare==0.7.5
+#psutil==5.9.0
+#ptyprocess==0.7.0
+#pure-eval==0.2.2
+#Pygments==2.12.0
+#pyparsing==3.0.9
+#pyrsistent==0.18.1
+#python-dateutil==2.8.2
+#PyYAML==6.0
+#six==1.16.0
+#soupsieve==2.3.2.post1
+#stack-data==0.2.0
+#tenacity==8.0.1
+#textwrap3==0.9.2
+#tinycss2==1.1.1
+#tqdm==4.64.0
+#wcwidth==0.2.5
+#webencodings==0.5.1
+#zipp==3.8.0
+#
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/Dockerfile b/runtimes/rocm-tensorflow/ubi9-python-3.9/Dockerfile
new file mode 100644
index 000000000..4e0b753d0
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/Dockerfile
@@ -0,0 +1,28 @@
+ARG BASE_IMAGE
+FROM ${BASE_IMAGE}
+
+LABEL name="odh-notebook-rocm-runtime-tensorflow-ubi9-python-3.9" \
+    summary="Runtime ROCm tensorflow notebook image for ODH notebooks" \
+    description="Runtime ROCm tensorflow notebook image with base Python 3.9 builder image based on UBI9 for ODH notebooks" \
+    io.k8s.display-name="Runtime ROCm tensorflow notebook image for ODH notebooks" \
+    io.k8s.description="Runtime ROCm tensorflow notebook image with base Python 3.9 builder image based on UBI9 for ODH notebooks" \
+    authoritative-source-url="https://github.com/opendatahub-io/notebooks" \
+    io.openshift.build.commit.ref="main" \
+    io.openshift.build.source-location="https://github.com/opendatahub-io/notebooks/tree/main/runtimes/rocm-tensorflow/ubi9-python-3.9" \
+    io.openshift.build.image="quay.io/opendatahub/workbench-images:rocm-runtime-tensorflow-ubi9-python-3.9"
+
+WORKDIR /opt/app-root/bin
+
+# Install Python packages from Pipfile.lock
+COPY Pipfile.lock ./
+# Copy Elyra dependencies for air-gapped enviroment
+COPY utils ./utils/
+
+RUN echo "Installing softwares and packages" && \
+    micropipenv install && \
+    rm -f ./Pipfile.lock && \
+    # Fix permissions to support pip in Openshift environments \
+    chmod -R g+w /opt/app-root/lib/python3.9/site-packages && \
+    fix-permissions /opt/app-root -P
+
+WORKDIR /opt/app-root/src
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile b/runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile
new file mode 100644
index 000000000..38f393b0f
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile
@@ -0,0 +1,54 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[dev-packages]
+
+[packages]
+tensorflow_rocm = {file = "https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1/tensorflow_rocm-2.15.0-cp39-cp39-manylinux2014_x86_64.whl"}
+tensorboard = "~=2.15.2"
+tf2onnx = "~= 1.16.1"
+
+# Datascience and useful extensions
+boto3 = "~=1.34.50"
+kafka-python = "~=2.0.2"
+matplotlib = "~=3.8.3"
+numpy = "~=1.26.4"
+pandas = "~=2.2.0"
+plotly = "~=5.20.0"
+scikit-learn = "~=1.4.0"
+scipy = "~=1.12.0"
+skl2onnx = "~=1.16.0"
+onnxconverter-common = "~=1.13.0" # Required for skl2onnx, as upgraded version is not compatible with protobuf
+codeflare-sdk = "~=0.16.4"
+memray = "~=1.10.0"  # any version above this would cause issue with rich package
+
+# DB connectors
+pymongo = "~=4.6.2"
+psycopg = "~=3.1.18"
+pyodbc = "~=5.1.0"
+mysql-connector-python = "~=8.3.0"
+
+# This is a comprehensive list of python dependencies that Elyra requires to execute Jupyter notebooks.
+ipykernel = "==6.13.0"
+ipython = "==8.10.0"
+ipython-genutils = "==0.2.0"
+jinja2 = "==3.1.4"
+jupyter-client = "==7.3.1"
+jupyter-core = "==4.11.2"
+MarkupSafe = "==2.1.1"
+minio = "==7.1.15"
+nbclient = "==0.6.3"
+nbconvert = "==7.1.0"
+nbformat = "==5.4.0"
+papermill = "==2.3.4"
+pyzmq = "==24.0.1"
+prompt-toolkit = "==3.0.30"
+requests = "==2.31.0"
+tornado = "==6.3.3"
+traitlets = "==5.1.1"
+urllib3 = "==1.26.18"
+
+[requires]
+python_version = "3.9"
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile.lock b/runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile.lock
new file mode 100644
index 000000000..4af5b0f6b
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/Pipfile.lock
@@ -0,0 +1,3086 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "95a176eee9e09006822e8a081dc5893ca022b503dd871f6d9eae67d1cf5679d6"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.9"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308",
+                "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.1.0"
+        },
+        "aiohttp": {
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+        },
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+                "sha256:f7d6b36dd2e029b6bcb8a13cf19664c7b8e19ab3a58e0fefbb5b8461447ed5ec"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.9.4"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
+                "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.19.2"
+        }
+    },
+    "develop": {}
+}
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/kustomization.yaml b/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/kustomization.yaml
new file mode 100644
index 000000000..4505cbbb5
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/kustomization.yaml
@@ -0,0 +1,14 @@
+---
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+namePrefix: runtime-
+resources:
+  - pod.yaml
+images:
+  - name: runtime-workbench
+    newName: quay.io/opendatahub/workbench-images
+    newTag: runtime-rocm-tensorflow-ubi9-python-3.9
+configMapGenerator:
+  - name: req-config
+    files:
+      - requirements-elyra.txt
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/pod.yaml b/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/pod.yaml
new file mode 100644
index 000000000..bc5343566
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/pod.yaml
@@ -0,0 +1,29 @@
+---
+apiVersion: v1
+kind: Pod
+metadata:
+  name: pod
+  labels:
+    app: runtime-image
+spec:
+  containers:
+    - name: runtime
+      image: runtime-workbench
+      command: ["/bin/sh", "-c", "while true ; do date; sleep 1; done;"]
+      imagePullPolicy: Always
+      ports:
+        - containerPort: 8080
+      resources:
+        limits:
+          cpu: 500m
+          memory: 500Mi
+        requests:
+          cpu: 500m
+          memory: 500Mi
+      volumeMounts:
+        - name: config
+          mountPath: /opt/app-root/elyra
+  volumes:
+    - name: config
+      configMap:
+        name: req-config
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/requirements-elyra.txt b/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/requirements-elyra.txt
new file mode 100644
index 000000000..91fb8e57d
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/kustomize/base/requirements-elyra.txt
@@ -0,0 +1,20 @@
+# This is a comprehensive list of python dependencies that Elyra requires to execute Jupyter notebooks.
+# This is copied from elyra directly: https://github.com/elyra-ai/elyra/blob/main/etc/generic/requirements-elyra.txt
+ipykernel==6.13.0
+ipython==8.10.0
+ipython-genutils==0.2.0
+jinja2==3.1.4
+jupyter-client==7.3.1
+jupyter-core==4.11.2
+MarkupSafe==2.1.1
+minio==7.1.15
+nbclient==0.6.3
+nbconvert==7.1.0
+nbformat==5.4.0
+papermill==2.3.4
+pyzmq==24.0.1
+prompt-toolkit==3.0.30
+requests==2.31.0
+tornado==6.3.3
+traitlets==5.1.1
+urllib3==1.26.18
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/bootstrapper.py b/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/bootstrapper.py
new file mode 100644
index 000000000..6163cdd84
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/bootstrapper.py
@@ -0,0 +1,770 @@
+# Copied from: https://github.com/elyra-ai/elyra/blob/main/elyra/kfp/bootstrapper.py
+#
+# Copyright 2018-2023 Elyra Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+from abc import ABC
+from abc import abstractmethod
+import glob
+import json
+import logging
+import os
+from pathlib import Path
+import subprocess
+import sys
+from tempfile import TemporaryFile
+import time
+from typing import Any
+from typing import Dict
+from typing import Optional
+from typing import Type
+from typing import TypeVar
+from urllib.parse import urljoin
+from urllib.parse import urlparse
+from urllib.parse import urlunparse
+
+from packaging import version
+
+
+# Inputs and Outputs separator character.  If updated,
+# same-named variable in _notebook_op.py must be updated!
+INOUT_SEPARATOR = ";"
+
+# Setup forward reference for type hint on return from class factory method.  See
+# https://stackoverflow.com/questions/39205527/can-you-annotate-return-type-when-value-is-instance-of-cls/39205612#39205612
+F = TypeVar("F", bound="FileOpBase")
+
+logger = logging.getLogger("elyra")
+enable_pipeline_info = os.getenv("ELYRA_ENABLE_PIPELINE_INFO", "true").lower() == "true"
+pipeline_name = None  # global used in formatted logging
+operation_name = None  # global used in formatted logging
+
+
+class FileOpBase(ABC):
+    """Abstract base class for file-based operations"""
+
+    filepath = None
+    cos_client = None
+    cos_bucket = None
+
+    @classmethod
+    def get_instance(cls: Type[F], **kwargs: Any) -> F:
+        """Creates an appropriate subclass instance based on the extension of the filepath (-f) argument"""
+        filepath = kwargs["filepath"]
+        if ".ipynb" in filepath:
+            return NotebookFileOp(**kwargs)
+        elif ".py" in filepath:
+            return PythonFileOp(**kwargs)
+        elif ".r" in filepath:
+            return RFileOp(**kwargs)
+        else:
+            raise ValueError(f"Unsupported file type: {filepath}")
+
+    def __init__(self, **kwargs: Any) -> None:
+        """Initializes the FileOpBase instance"""
+        import minio
+        from minio.credentials import providers
+
+        self.filepath = kwargs["filepath"]
+        self.input_params = kwargs or {}
+        self.cos_endpoint = urlparse(self.input_params.get("cos-endpoint"))
+        self.cos_bucket = self.input_params.get("cos-bucket")
+
+        self.parameter_pass_method = self.input_params.get("parameter_pass_method")
+        self.pipeline_param_dict = self.convert_param_str_to_dict(self.input_params.get("pipeline_parameters"))
+
+        # Infer secure from the endpoint's scheme.
+        self.secure = self.cos_endpoint.scheme == "https"
+
+        # get minio credentials provider
+        if "cos-user" in self.input_params and "cos-password" in self.input_params:
+            cred_provider = providers.StaticProvider(
+                access_key=self.input_params.get("cos-user"),
+                secret_key=self.input_params.get("cos-password"),
+            )
+        elif "AWS_ACCESS_KEY_ID" in os.environ and "AWS_SECRET_ACCESS_KEY" in os.environ:
+            cred_provider = providers.EnvAWSProvider()
+        elif "AWS_ROLE_ARN" in os.environ and "AWS_WEB_IDENTITY_TOKEN_FILE" in os.environ:
+            cred_provider = providers.IamAwsProvider()
+        else:
+            raise RuntimeError(
+                "No minio credentials provider can be initialised for current configs. "
+                "Please validate your runtime configuration details and retry."
+            )
+
+        # get minio client
+        self.cos_client = minio.Minio(self.cos_endpoint.netloc, secure=self.secure, credentials=cred_provider)
+
+    @abstractmethod
+    def execute(self) -> None:
+        """Execute the operation relative to derived class"""
+        raise NotImplementedError("Method 'execute()' must be implemented by subclasses!")
+
+    def process_dependencies(self) -> None:
+        """Process dependencies
+
+        If a dependency archive is present, it will be downloaded from object storage
+        and expanded into the local directory.
+
+        This method can be overridden by subclasses, although overrides should first
+        call the superclass method.
+        """
+        OpUtil.log_operation_info("processing dependencies")
+        t0 = time.time()
+        archive_file = self.input_params.get("cos-dependencies-archive")
+
+        self.get_file_from_object_storage(archive_file)
+
+        inputs = self.input_params.get("inputs")
+        if inputs:
+            input_list = inputs.split(INOUT_SEPARATOR)
+            for file in input_list:
+                self.get_file_from_object_storage(file.strip())
+
+        subprocess.call(["tar", "-zxvf", archive_file])
+        duration = time.time() - t0
+        OpUtil.log_operation_info("dependencies processed", duration)
+
+    def process_outputs(self) -> None:
+        """Process outputs
+
+        If outputs have been specified, it will upload the appropriate files to object storage
+
+        This method can be overridden by subclasses, although overrides should first
+        call the superclass method.
+        """
+        OpUtil.log_operation_info("processing outputs")
+        t0 = time.time()
+        outputs = self.input_params.get("outputs")
+        if outputs:
+            output_list = outputs.split(INOUT_SEPARATOR)
+            for file in output_list:
+                self.process_output_file(file.strip())
+        duration = time.time() - t0
+        OpUtil.log_operation_info("outputs processed", duration)
+
+    def process_metrics_and_metadata(self) -> None:
+        """Process metrics and metadata
+
+        This method exposes metrics/metadata that the processed
+        notebook | script produces in the KFP UI.
+
+        This method should not be overridden by subclasses.
+        """
+
+        OpUtil.log_operation_info("processing metrics and metadata")
+        t0 = time.time()
+
+        # Location where the KFP specific output files will be stored
+        # in the environment where the bootsrapper is running.
+        # Defaults to '/tmp' if not specified.
+        output_path = Path(os.getenv("ELYRA_WRITABLE_CONTAINER_DIR", "/tmp"))
+
+        # verify that output_path exists, is a directory
+        # and writable by creating a temporary file in that location
+        try:
+            with TemporaryFile(mode="w", dir=output_path) as t:
+                t.write("can write")
+        except Exception:
+            # output_path doesn't meet the requirements
+            # treat this as a non-fatal error and log a warning
+            logger.warning(f'Cannot create files in "{output_path}".')
+            OpUtil.log_operation_info("Aborted metrics and metadata processing", time.time() - t0)
+            return
+
+        # Name of the proprietary KFP UI metadata file.
+        # Notebooks | scripts might (but don't have to) produce this file
+        # as documented in
+        # https://www.kubeflow.org/docs/pipelines/sdk/output-viewer/
+        # Each ExecuteFileOp must declare this as an output file or
+        # the KFP UI won't pick up the information.
+        kfp_ui_metadata_filename = "mlpipeline-ui-metadata.json"
+
+        # Name of the proprietary KFP metadata file.
+        # Notebooks | scripts might (but don't have to) produce this file
+        # as documented in
+        # https://www.kubeflow.org/docs/pipelines/sdk/pipelines-metrics/
+        # Each ExecuteFileOp must declare this as an output file or
+        # the KFP UI won't pick up the information.
+        kfp_metrics_filename = "mlpipeline-metrics.json"
+
+        # If the notebook | Python script produced one of the files
+        # copy it to the target location where KFP is looking for it.
+        for filename in [kfp_ui_metadata_filename, kfp_metrics_filename]:
+            try:
+                src = Path(".") / filename
+                logger.debug(f"Processing {src} ...")
+                # try to load the file, if one was created by the
+                # notebook or script
+                with open(src, "r") as f:
+                    metadata = json.load(f)
+
+                # the file exists and contains valid JSON
+                logger.debug(f"File content: {json.dumps(metadata)}")
+
+                target = output_path / filename
+                # try to save the file in the destination location
+                with open(target, "w") as f:
+                    json.dump(metadata, f)
+            except FileNotFoundError:
+                # The script | notebook didn't produce the file
+                # we are looking for. This is not an error condition
+                # that needs to be handled.
+                logger.debug(f"{self.filepath} produced no file named {src}")
+            except ValueError as ve:
+                # The file content could not be parsed. Log a warning
+                # and treat this as a non-fatal error.
+                logger.warning(f"Ignoring incompatible {str(src)} produced by {self.filepath}: {ve} {str(ve)}")
+            except Exception as ex:
+                # Something is wrong with the user-generated metadata file.
+                # Log a warning and treat this as a non-fatal error.
+                logger.warning(f"Error processing {str(src)} produced by {self.filepath}: {ex} {str(ex)}")
+
+        #
+        # Augment kfp_ui_metadata_filename with Elyra-specific information:
+        #  - link to object storage where input and output artifacts are
+        #    stored
+        ui_metadata_output = output_path / kfp_ui_metadata_filename
+        try:
+            # re-load the file
+            with open(ui_metadata_output, "r") as f:
+                metadata = json.load(f)
+        except Exception:
+            # ignore all errors
+            metadata = {}
+
+        # Assure the 'output' property exists and is of the correct type
+        if metadata.get("outputs", None) is None or not isinstance(metadata["outputs"], list):
+            metadata["outputs"] = []
+
+        # Define HREF for COS bucket:
+        # <COS_URL>/<BUCKET_NAME>/<COS_DIRECTORY>
+        bucket_url = urljoin(
+            urlunparse(self.cos_endpoint), f"{self.cos_bucket}/{self.input_params.get('cos-directory', '')}/"
+        )
+
+        # add Elyra metadata to 'outputs'
+        metadata["outputs"].append(
+            {
+                "storage": "inline",
+                "source": f"## Inputs for {self.filepath}\n"
+                f"[{self.input_params['cos-dependencies-archive']}]({bucket_url})",
+                "type": "markdown",
+            }
+        )
+
+        # print the content of the augmented metadata file
+        logger.debug(f"Output UI metadata: {json.dumps(metadata)}")
+
+        logger.debug(f"Saving UI metadata file as {ui_metadata_output} ...")
+
+        # Save [updated] KFP UI metadata file
+        with open(ui_metadata_output, "w") as f:
+            json.dump(metadata, f)
+
+        duration = time.time() - t0
+        OpUtil.log_operation_info("metrics and metadata processed", duration)
+
+    def get_object_storage_filename(self, filename: str) -> str:
+        """Function to pre-pend cloud storage working dir to file name
+
+        :param filename: the local file
+        :return: the full path of the object storage file
+        """
+        return os.path.join(self.input_params.get("cos-directory", ""), filename)
+
+    def get_file_from_object_storage(self, file_to_get: str) -> None:
+        """Utility function to get files from an object storage
+
+        :param file_to_get: filename
+        """
+
+        object_to_get = self.get_object_storage_filename(file_to_get)
+        t0 = time.time()
+        self.cos_client.fget_object(bucket_name=self.cos_bucket, object_name=object_to_get, file_path=file_to_get)
+        duration = time.time() - t0
+        OpUtil.log_operation_info(
+            f"downloaded {file_to_get} from bucket: {self.cos_bucket}, object: {object_to_get}", duration
+        )
+
+    def put_file_to_object_storage(self, file_to_upload: str, object_name: Optional[str] = None) -> None:
+        """Utility function to put files into an object storage
+
+        :param file_to_upload: filename
+        :param object_name: remote filename (used to rename)
+        """
+
+        object_to_upload = object_name
+        if not object_to_upload:
+            object_to_upload = file_to_upload
+
+        object_to_upload = self.get_object_storage_filename(object_to_upload)
+        t0 = time.time()
+        self.cos_client.fput_object(bucket_name=self.cos_bucket, object_name=object_to_upload, file_path=file_to_upload)
+        duration = time.time() - t0
+        OpUtil.log_operation_info(
+            f"uploaded {file_to_upload} to bucket: {self.cos_bucket} object: {object_to_upload}", duration
+        )
+
+    def has_wildcard(self, filename):
+        wildcards = ["*", "?"]
+        return bool(any(c in filename for c in wildcards))
+
+    def process_output_file(self, output_file):
+        """Puts the file to object storage.  Handles wildcards and directories."""
+
+        matched_files = [output_file]
+        if self.has_wildcard(output_file):  # explode the wildcarded file
+            matched_files = glob.glob(output_file)
+
+        for matched_file in matched_files:
+            if os.path.isdir(matched_file):
+                for file in os.listdir(matched_file):
+                    self.process_output_file(os.path.join(matched_file, file))
+            else:
+                self.put_file_to_object_storage(matched_file)
+
+    def convert_param_str_to_dict(self, pipeline_parameters: Optional[str] = None) -> Dict[str, Any]:
+        """Convert INOUT-separated string of pipeline parameters into a dictionary."""
+        parameter_dict = {}
+        if pipeline_parameters:
+            parameter_list = pipeline_parameters.split(INOUT_SEPARATOR)
+            for parameter in parameter_list:
+                param_name, value = parameter.split("=", 1)
+                if self.parameter_pass_method == "env" and (not value or not isinstance(value, str)):
+                    continue  # env vars must be non-empty strings
+                parameter_dict[param_name] = value
+        return parameter_dict
+
+    def set_parameters_in_env(self) -> None:
+        """Make pipeline parameters available as environment variables."""
+        for name, value in self.pipeline_param_dict.items():
+            if name in os.environ:
+                continue  # avoid overwriting env vars with the same name
+            os.environ[name] = value
+
+
+class NotebookFileOp(FileOpBase):
+    """Perform Notebook File Operation"""
+
+    def execute(self) -> None:
+        """Execute the Notebook and upload results to object storage"""
+        notebook = os.path.basename(self.filepath)
+        notebook_name = notebook.replace(".ipynb", "")
+        notebook_output = f"{notebook_name}-output.ipynb"
+        notebook_html = f"{notebook_name}.html"
+
+        try:
+            OpUtil.log_operation_info(f"executing notebook using 'papermill {notebook} {notebook_output}'")
+            t0 = time.time()
+            # Include kernel selection in execution time
+            kernel_name = NotebookFileOp.find_best_kernel(notebook)
+
+            kwargs = {}
+            if self.parameter_pass_method == "env":
+                self.set_parameters_in_env()
+
+            import papermill
+
+            papermill.execute_notebook(notebook, notebook_output, kernel_name=kernel_name, **kwargs)
+            duration = time.time() - t0
+            OpUtil.log_operation_info("notebook execution completed", duration)
+
+            NotebookFileOp.convert_notebook_to_html(notebook_output, notebook_html)
+            self.put_file_to_object_storage(notebook_output, notebook)
+            self.put_file_to_object_storage(notebook_html)
+            self.process_outputs()
+        except Exception as ex:
+            # log in case of errors
+            logger.error(f"Unexpected error: {sys.exc_info()[0]}")
+
+            NotebookFileOp.convert_notebook_to_html(notebook_output, notebook_html)
+            self.put_file_to_object_storage(notebook_output, notebook)
+            self.put_file_to_object_storage(notebook_html)
+            raise ex
+
+    @staticmethod
+    def convert_notebook_to_html(notebook_file: str, html_file: str) -> str:
+        """Function to convert a Jupyter notebook file (.ipynb) into an html file
+
+        :param notebook_file: object storage client
+        :param html_file: name of what the html output file should be
+        :return: html_file: the converted notebook in html format
+        """
+        import nbconvert
+        import nbformat
+
+        OpUtil.log_operation_info(f"converting from {notebook_file} to {html_file}")
+        t0 = time.time()
+        nb = nbformat.read(notebook_file, as_version=4)
+        html_exporter = nbconvert.HTMLExporter()
+        data, resources = html_exporter.from_notebook_node(nb)
+        with open(html_file, "w") as f:
+            f.write(data)
+            f.close()
+
+        duration = time.time() - t0
+        OpUtil.log_operation_info(f"{notebook_file} converted to {html_file}", duration)
+        return html_file
+
+    @staticmethod
+    def find_best_kernel(notebook_file: str) -> str:
+        """Determines the best kernel to use via the following algorithm:
+
+        1. Loads notebook and gets kernel_name and kernel_language from NB metadata.
+        2. Gets the list of configured kernels using KernelSpecManager.
+        3. If notebook kernel_name is in list, use that, else
+        4. If not found, load each configured kernel.json file and find a language match.
+        5. On first match, log info message regarding the switch and use that kernel.
+        6. If no language match is found, revert to notebook kernel and log warning message.
+        """
+        from jupyter_client.kernelspec import KernelSpecManager
+        import nbformat
+
+        nb = nbformat.read(notebook_file, 4)
+
+        nb_kspec = nb.metadata.kernelspec
+        nb_kernel_name = nb_kspec.get("name")
+        nb_kernel_lang = nb_kspec.get("language")
+
+        kernel_specs = KernelSpecManager().find_kernel_specs()
+
+        # see if we have a direct match...
+        if nb_kernel_name in kernel_specs.keys():
+            return nb_kernel_name
+
+        # no match found for kernel, try matching language...
+        for name, file in kernel_specs.items():
+            # load file (JSON) and pick out language, if match, use first found
+            with open(os.path.join(file, "kernel.json")) as f:
+                kspec = json.load(f)
+                if kspec.get("language").lower() == nb_kernel_lang.lower():
+                    matched_kernel = os.path.basename(file)
+                    logger.info(
+                        f"Matched kernel by language ({nb_kernel_lang}), using kernel "
+                        f"'{matched_kernel}' instead of the missing kernel '{nb_kernel_name}'."
+                    )
+                    return matched_kernel
+
+        # no match found for language, return notebook kernel and let execution fail
+        logger.warning(
+            f"Reverting back to missing notebook kernel '{nb_kernel_name}' since no "
+            f"language match ({nb_kernel_lang}) was found in current kernel specifications."
+        )
+        return nb_kernel_name
+
+
+class PythonFileOp(FileOpBase):
+    """Perform Python File Operation"""
+
+    def execute(self) -> None:
+        """Execute the Python script and upload results to object storage"""
+        python_script = os.path.basename(self.filepath)
+        python_script_name = python_script.replace(".py", "")
+        # python_script_output = f"{python_script_name}.log"
+
+        try:
+            OpUtil.log_operation_info(
+                f"executing python script using 'python3 {python_script}'"
+            )
+            t0 = time.time()
+
+            run_args = ["python3", python_script]
+            if self.parameter_pass_method == "env":
+                self.set_parameters_in_env()
+            
+            logger.info("----------------------Python logs start----------------------")
+            # Removing support for the s3 storage of python script logs
+            # with open(python_script_output, "w") as log_file:
+            #     process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+            process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+
+            for line in iter(process.stdout.readline, b''):
+                sys.stdout.write(line.decode())
+                
+            process.stdout.close()
+            return_code = process.wait()
+            logger.info("----------------------Python logs ends----------------------")
+            if return_code:
+                raise subprocess.CalledProcessError(return_code, run_args)
+            duration = time.time() - t0
+            OpUtil.log_operation_info("python script execution completed", duration)
+
+            # self.put_file_to_object_storage(python_script_output, python_script_output)
+            self.process_outputs()
+        except Exception as ex:
+            # log in case of errors
+            logger.error(f"Unexpected error: {sys.exc_info()[0]}")
+            logger.error(f"Error details: {ex}")
+
+            # self.put_file_to_object_storage(python_script_output, python_script_output)
+            raise ex
+
+
+class RFileOp(FileOpBase):
+    """Perform R File Operation"""
+
+    def execute(self) -> None:
+        """Execute the R script and upload results to object storage"""
+        r_script = os.path.basename(self.filepath)
+        r_script_name = r_script.replace(".r", "")
+        # r_script_output = f"{r_script_name}.log"
+
+        try:
+            OpUtil.log_operation_info(f"executing R script using 'Rscript {r_script}'")
+            t0 = time.time()
+
+            run_args = ["Rscript", r_script]
+            if self.parameter_pass_method == "env":
+                self.set_parameters_in_env()
+
+            logger.info("----------------------R script logs start----------------------")
+            # Removing support for the s3 storage of R script logs
+            # with open(r_script_output, "w") as log_file:
+            #     process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+            process = subprocess.Popen(run_args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+
+            for line in iter(process.stdout.readline, b''):
+                sys.stdout.write(line.decode())
+                
+            process.stdout.close()
+            return_code = process.wait()
+            logger.info("----------------------R script logs ends----------------------")
+            if return_code:
+                raise subprocess.CalledProcessError(return_code, run_args)
+
+            duration = time.time() - t0
+            OpUtil.log_operation_info("R script execution completed", duration)
+
+            # self.put_file_to_object_storage(r_script_output, r_script_output)
+            self.process_outputs()
+        except Exception as ex:
+            # log in case of errors
+            logger.error(f"Unexpected error: {sys.exc_info()[0]}")
+            logger.error(f"Error details: {ex}")
+
+            # self.put_file_to_object_storage(r_script_output, r_script_output)
+            raise ex
+
+
+class OpUtil(object):
+    """Utility functions for preparing file execution."""
+
+    @classmethod
+    def package_install(cls, user_volume_path) -> None:
+        OpUtil.log_operation_info("Installing packages")
+        t0 = time.time()
+        requirements_file = cls.determine_elyra_requirements()
+        elyra_packages = cls.package_list_to_dict(requirements_file)
+        current_packages = cls.package_list_to_dict("requirements-current.txt")
+        to_install_list = []
+
+        for package, ver in elyra_packages.items():
+            if package in current_packages:
+                if current_packages[package] is None:
+                    logger.warning(
+                        f"WARNING: Source package '{package}' found already installed as an "
+                        "editable package. This may conflict with the required version: "
+                        f"{ver} . Skipping..."
+                    )
+                    continue
+                try:
+                    version.Version(current_packages[package])
+                except version.InvalidVersion:  # current version is not PEP-440 compliant
+                    logger.warning(
+                        f"WARNING: Source package '{package}' found already installed from "
+                        f"{current_packages[package]}. This may conflict with the required "
+                        f"version: {ver} . Skipping..."
+                    )
+                    continue
+                if version.Version(ver) > version.Version(current_packages[package]):
+                    logger.info(f"Updating {package} package from version {current_packages[package]} to {ver}...")
+                    to_install_list.append(f"{package}=={ver}")
+                elif version.Version(ver) < version.Version(current_packages[package]):
+                    logger.info(
+                        f"Newer {package} package with version {current_packages[package]} "
+                        f"already installed. Skipping..."
+                    )
+            else:
+                logger.info(f"Package not found. Installing {package} package with version {ver}...")
+                to_install_list.append(f"{package}=={ver}")
+
+        if to_install_list:
+            if user_volume_path:
+                to_install_list.insert(0, f"--target={user_volume_path}")
+                to_install_list.append("--no-cache-dir")
+
+            subprocess.run([sys.executable, "-m", "pip", "install"] + to_install_list, check=True)
+
+        if user_volume_path:
+            os.environ["PIP_CONFIG_FILE"] = f"{user_volume_path}/pip.conf"
+
+        subprocess.run([sys.executable, "-m", "pip", "freeze"])
+        duration = time.time() - t0
+        OpUtil.log_operation_info("Packages installed", duration)
+
+    @classmethod
+    def determine_elyra_requirements(cls) -> Any:
+        if sys.version_info.major == 3:
+            if sys.version_info.minor in [8, 9, 10, 11]:
+                return "requirements-elyra.txt"
+        logger.error(
+            f"This version of Python '{sys.version_info.major}.{sys.version_info.minor}' "
+            f"is not supported for Elyra generic components"
+        )
+        return None
+
+    @classmethod
+    def package_list_to_dict(cls, filename: str) -> dict:
+        package_dict = {}
+        with open(filename) as fh:
+            for line in fh:
+                if line[0] != "#":
+                    if " @ " in line:
+                        package_name, package_version = line.strip("\n").split(sep=" @ ")
+                    elif "===" in line:
+                        package_name, package_version = line.strip("\n").split(sep="===")
+                    elif "==" in line:
+                        package_name, package_version = line.strip("\n").split(sep="==")
+                    elif line.startswith("-e ") or line.startswith("--editable "):
+                        package_name = line.strip("\n").replace("-e ", "").replace("--editable ", "")
+                        if "#egg=" in package_name:  # editable package from version control system
+                            package_name = package_name.split("=")[-1]
+                        elif "/" in package_name:  # editable package from local directory
+                            package_name = os.path.basename(package_name)
+                        package_version = None
+                    else:
+                        # Tolerate other formats but do not add to package list
+                        continue
+
+                    package_dict[package_name] = package_version
+
+        return package_dict
+
+    @classmethod
+    def parse_arguments(cls, args) -> dict:
+        import argparse
+
+        global pipeline_name, operation_name
+
+        logger.debug("Parsing Arguments.....")
+        parser = argparse.ArgumentParser()
+        parser.add_argument(
+            "-e", "--cos-endpoint", dest="cos-endpoint", help="Cloud object storage endpoint", required=True
+        )
+        parser.add_argument(
+            "-b", "--cos-bucket", dest="cos-bucket", help="Cloud object storage bucket to use", required=True
+        )
+        parser.add_argument(
+            "-d",
+            "--cos-directory",
+            dest="cos-directory",
+            help="Working directory in cloud object storage bucket to use",
+            required=True,
+        )
+        parser.add_argument(
+            "-t",
+            "--cos-dependencies-archive",
+            dest="cos-dependencies-archive",
+            help="Archive containing notebook and dependency artifacts",
+            required=True,
+        )
+        parser.add_argument("-f", "--file", dest="filepath", help="File to execute", required=True)
+        parser.add_argument("-o", "--outputs", dest="outputs", help="Files to output to object store", required=False)
+        parser.add_argument("-i", "--inputs", dest="inputs", help="Files to pull in from parent node", required=False)
+        parser.add_argument(
+            "-p",
+            "--user-volume-path",
+            dest="user-volume-path",
+            help="Directory in Volume to install python libraries into",
+            required=False,
+        )
+        parser.add_argument(
+            "-n",
+            "--pipeline-name",
+            dest="pipeline-name",
+            help="Pipeline name",
+            required=True,
+        )
+        parser.add_argument(
+            "-r",
+            "--pipeline-parameters",
+            dest="pipeline_parameters",
+            help="Pipeline parameters that apply to this node",
+            required=False,
+        )
+        parser.add_argument(
+            "-m",
+            "--parameter-pass-method",
+            dest="parameter_pass_method",
+            choices=["env"],
+            help="The method by which pipeline parameters should be applied to this node.",
+            required=False,
+        )
+        parsed_args = vars(parser.parse_args(args))
+
+        # set pipeline name as global
+        pipeline_name = parsed_args.get("pipeline-name")
+        # operation/node name is the basename of the non-suffixed filepath, set as global
+        operation_name = os.path.basename(os.path.splitext(parsed_args.get("filepath"))[0])
+
+        return parsed_args
+
+    @classmethod
+    def log_operation_info(cls, action_clause: str, duration_secs: Optional[float] = None) -> None:
+        """Produces a formatted log INFO message used entirely for support purposes.
+
+        This method is intended to be called for any entries that should be captured across aggregated
+        log files to identify steps within a given pipeline and each of its operations.  As a result,
+        calls to this method should produce single-line entries in the log (no embedded newlines).
+        Each entry is prefixed with the pipeline name.
+
+        General logging should NOT use this method but use logger.<level>() statements directly.
+
+        :param action_clause: str representing the action that is being logged
+        :param duration_secs: optional float value representing the duration of the action being logged
+        """
+        global pipeline_name, operation_name
+        if enable_pipeline_info:
+            duration_clause = f"({duration_secs:.3f} secs)" if duration_secs else ""
+            logger.info(f"'{pipeline_name}':'{operation_name}' - {action_clause} {duration_clause}")
+
+
+def main():
+    # Configure logger format, level
+    logging.basicConfig(
+        format="[%(levelname)1.1s %(asctime)s.%(msecs).03d] %(message)s", datefmt="%H:%M:%S", level=logging.DEBUG
+    )
+    # Setup packages and gather arguments
+    input_params = OpUtil.parse_arguments(sys.argv[1:])
+    OpUtil.log_operation_info("starting operation")
+    t0 = time.time()
+    OpUtil.package_install(user_volume_path=input_params.get("user-volume-path"))
+
+    # Create the appropriate instance, process dependencies and execute the operation
+    file_op = FileOpBase.get_instance(**input_params)
+
+    file_op.process_dependencies()
+
+    file_op.execute()
+
+    # Process notebook | script metrics and KFP UI metadata
+    file_op.process_metrics_and_metadata()
+
+    duration = time.time() - t0
+    OpUtil.log_operation_info("operation completed", duration)
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/pip.conf b/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/pip.conf
new file mode 100644
index 000000000..69a2baf4c
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/pip.conf
@@ -0,0 +1,4 @@
+# Copied from: https://github.com/elyra-ai/elyra/blob/main/etc/kfp/pip.conf
+
+[global]
+target=/opt/app-root/src/jupyter-work-dir/python3/
diff --git a/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/requirements-elyra.txt b/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/requirements-elyra.txt
new file mode 100644
index 000000000..ddf75d0c5
--- /dev/null
+++ b/runtimes/rocm-tensorflow/ubi9-python-3.9/utils/requirements-elyra.txt
@@ -0,0 +1,71 @@
+# Copied from: https://github.com/elyra-ai/elyra/blob/main/etc/generic/requirements-elyra.txt
+
+# This is a comprehensive list of python dependencies that Elyra requires to execute Jupyter notebooks.
+ipykernel==6.13.0
+ipython==8.10.0
+ipython-genutils==0.2.0
+jinja2==3.1.4
+jupyter-client==7.3.1
+jupyter-core==4.11.2
+MarkupSafe==2.1.1
+minio==7.1.15
+nbclient==0.6.3
+nbconvert==7.1.0
+nbformat==5.4.0
+papermill==2.3.4
+pyzmq==24.0.1
+prompt-toolkit==3.0.30
+requests==2.31.0
+tornado==6.3.3
+traitlets==5.1.1
+urllib3==1.26.9
+#
+# These excluded are transitive dependencies of the included python packages.
+#ansiwrap==0.8.4
+#appnope==0.1.3
+#asttokens==2.0.5
+#attrs==21.4.0
+#backcall==0.2.0
+#beautifulsoup4==4.11.1
+#bleach==5.0.0
+#certifi==2021.10.8
+#charset-normalizer==2.0.12
+#click==8.1.3
+#debugpy==1.6.0
+#decorator==5.1.1
+#defusedxml==0.7.1
+#entrypoints==0.4
+#executing==0.8.3
+#fastjsonschema==2.15.3
+#idna==3.3
+#importlib-resources==5.7.1
+#jedi==0.18.1
+#jsonschema==4.5.1
+#jupyterlab-pygments==0.2.2
+#matplotlib-inline==0.1.3
+#mistune==0.8.4
+#nest-asyncio==1.5.5
+#packaging==21.3
+#pandocfilters==1.5.0
+#parso==0.8.3
+#pexpect==4.8.0
+#pickleshare==0.7.5
+#psutil==5.9.0
+#ptyprocess==0.7.0
+#pure-eval==0.2.2
+#Pygments==2.12.0
+#pyparsing==3.0.9
+#pyrsistent==0.18.1
+#python-dateutil==2.8.2
+#PyYAML==6.0
+#six==1.16.0
+#soupsieve==2.3.2.post1
+#stack-data==0.2.0
+#tenacity==8.0.1
+#textwrap3==0.9.2
+#tinycss2==1.1.1
+#tqdm==4.64.0
+#wcwidth==0.2.5
+#webencodings==0.5.1
+#zipp==3.8.0
+#

From fb58f366bab287a2a11be44091209a5c99036ea0 Mon Sep 17 00:00:00 2001
From: Guilherme Caponetto <638737+caponetto@users.noreply.github.com>
Date: Wed, 31 Jul 2024 06:38:43 -0300
Subject: [PATCH 6/7] Sanitize ref name before using it as container tag

---
 .github/workflows/build-notebooks-TEMPLATE.yaml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build-notebooks-TEMPLATE.yaml b/.github/workflows/build-notebooks-TEMPLATE.yaml
index 02ea17e05..67697d8eb 100644
--- a/.github/workflows/build-notebooks-TEMPLATE.yaml
+++ b/.github/workflows/build-notebooks-TEMPLATE.yaml
@@ -113,10 +113,12 @@ jobs:
 
       # https://docs.github.com/en/actions/using-workflows/events-that-trigger-workflows#push
       - name: "push|schedule: make ${{ inputs.target }}"
-        run: "make ${{ inputs.target }}"
+        run: |
+          SANITIZED_REF_NAME=$(echo "${{ github.ref_name }}" | sed 's/[^a-zA-Z0-9._-]/_/g')
+          export IMAGE_TAG="${SANITIZED_REF_NAME}_${{ github.sha }}"
+          make ${{ inputs.target }}
         if: ${{ fromJson(inputs.github).event_name == 'push' || fromJson(inputs.github).event_name == 'schedule' }}
         env:
-          IMAGE_TAG: "${{ github.ref_name }}_${{ github.sha }}"
           IMAGE_REGISTRY: "ghcr.io/${{ github.repository }}/workbench-images"
           CONTAINER_BUILD_CACHE_ARGS: "--cache-from ${{ env.CACHE }} --cache-to ${{ env.CACHE }}"
 

From 2695aaf61f2d7866bfe9f3946f0d95d4c192407b Mon Sep 17 00:00:00 2001
From: Jan Stourac <jstourac@redhat.com>
Date: Fri, 2 Aug 2024 09:53:44 +0200
Subject: [PATCH 7/7] Update the ROCm versions installed from 6.0 to 6.1 to
 make it in sync with what we use in Dockerfile (#656)

* Sync the ROCm versions used among our Pipfiles and Dockerfiles to 6.1

* Add a comments to point to the points of sync for ROCM
---
 jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile  |   9 +-
 .../rocm/pytorch/ubi9-python-3.9/Pipfile.lock | 384 ++++++-----
 rocm/ubi9-python-3.9/Dockerfile               |   1 +
 runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile |   8 +-
 .../rocm-pytorch/ubi9-python-3.9/Pipfile.lock | 646 +++++++++---------
 5 files changed, 565 insertions(+), 483 deletions(-)

diff --git a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile
index 84f2e54c6..b308e95f9 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile
+++ b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile
@@ -4,7 +4,8 @@ verify_ssl = true
 name = "pypi"
 
 [[source]]
-url = "https://download.pytorch.org/whl/rocm6.0/"
+# Please keep in sync with rocm/ubi9-python-3.9/Dockerfile
+url = "https://download.pytorch.org/whl/rocm6.1/"
 verify_ssl = true
 name = "pytorch"
 
@@ -13,9 +14,9 @@ name = "pytorch"
 [packages]
 # PyTorch packages
 tensorboard = "~=2.16.2"
-torch = {version = "~=2.3.1", index = "pytorch"}
-torchvision = {version = "~=0.18.1", index = "pytorch"} # https://pytorch.org/get-started/previous-versions/#linux-and-windows-1
-pytorch-triton-rocm = {version = "~=2.3.1", index = "pytorch"}
+torch = {version = "~=2.4.0", index = "pytorch"}
+torchvision = {version = "~=0.19.0", index = "pytorch"} # https://pytorch.org/get-started/previous-versions/#linux-and-windows-1
+pytorch-triton-rocm = {version = "~=3.0.0", index = "pytorch"}
 
 # Datascience and useful extensions
 boto3 = "~=1.34.50"
diff --git a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock
index 8dbab59f5..cc63bb8af 100644
--- a/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock
+++ b/jupyter/rocm/pytorch/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "674730930a41a5a499dbf4c8e2b3986f392da3fde3d384d8b217175d250b8a96"
+            "sha256": "941195ab0ac5ec7e499b44867152683856fc05bca05a757a08e159a152649940"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -15,7 +15,7 @@
             },
             {
                 "name": "pytorch",
-                "url": "https://download.pytorch.org/whl/rocm6.0/",
+                "url": "https://download.pytorch.org/whl/rocm6.1/",
                 "verify_ssl": true
             }
         ]
@@ -37,86 +37,95 @@
             "markers": "python_version >= '3.7' and python_version < '4.0'",
             "version": "==22.1.0"
         },
+        "aiohappyeyeballs": {
+            "hashes": [
+                "sha256:40a16ceffcf1fc9e142fd488123b2e218abc4188cf12ac20c67200e1579baa42",
+                "sha256:7e1ae8399c320a8adec76f6c919ed5ceae6edd4c3672f4d9eae2b27e37c80ff6"
+            ],
+            "markers": "python_version >= '3.8' and python_version < '4.0'",
+            "version": "==2.3.4"
+        },
         "aiohttp": {
             "hashes": [
-                "sha256:0605cc2c0088fcaae79f01c913a38611ad09ba68ff482402d3410bf59039bfb8",
-                "sha256:0a158704edf0abcac8ac371fbb54044f3270bdbc93e254a82b6c82be1ef08f3c",
-                "sha256:0cbf56238f4bbf49dab8c2dc2e6b1b68502b1e88d335bea59b3f5b9f4c001475",
-                "sha256:1732102949ff6087589408d76cd6dea656b93c896b011ecafff418c9661dc4ed",
-                "sha256:18f634d540dd099c262e9f887c8bbacc959847cfe5da7a0e2e1cf3f14dbf2daf",
-                "sha256:239f975589a944eeb1bad26b8b140a59a3a320067fb3cd10b75c3092405a1372",
-                "sha256:2faa61a904b83142747fc6a6d7ad8fccff898c849123030f8e75d5d967fd4a81",
-                "sha256:320e8618eda64e19d11bdb3bd04ccc0a816c17eaecb7e4945d01deee2a22f95f",
-                "sha256:38d80498e2e169bc61418ff36170e0aad0cd268da8b38a17c4cf29d254a8b3f1",
-                "sha256:3916c8692dbd9d55c523374a3b8213e628424d19116ac4308e434dbf6d95bbdd",
-                "sha256:393c7aba2b55559ef7ab791c94b44f7482a07bf7640d17b341b79081f5e5cd1a",
-                "sha256:3b7b30258348082826d274504fbc7c849959f1989d86c29bc355107accec6cfb",
-                "sha256:3fcb4046d2904378e3aeea1df51f697b0467f2aac55d232c87ba162709478c46",
-                "sha256:4109adee842b90671f1b689901b948f347325045c15f46b39797ae1bf17019de",
-                "sha256:4558e5012ee03d2638c681e156461d37b7a113fe13970d438d95d10173d25f78",
-                "sha256:45731330e754f5811c314901cebdf19dd776a44b31927fa4b4dbecab9e457b0c",
-                "sha256:4715a9b778f4293b9f8ae7a0a7cef9829f02ff8d6277a39d7f40565c737d3771",
-                "sha256:471f0ef53ccedec9995287f02caf0c068732f026455f07db3f01a46e49d76bbb",
-                "sha256:4d3ebb9e1316ec74277d19c5f482f98cc65a73ccd5430540d6d11682cd857430",
-                "sha256:4ff550491f5492ab5ed3533e76b8567f4b37bd2995e780a1f46bca2024223233",
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-                "sha256:5a7ee16aab26e76add4afc45e8f8206c95d1d75540f1039b84a03c3b3800dd59",
-                "sha256:5ca51eadbd67045396bc92a4345d1790b7301c14d1848feaac1d6a6c9289e888",
-                "sha256:5d6b3f1fabe465e819aed2c421a6743d8debbde79b6a8600739300630a01bf2c",
-                "sha256:60cdbd56f4cad9f69c35eaac0fbbdf1f77b0ff9456cebd4902f3dd1cf096464c",
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-                "sha256:6ae79c1bc12c34082d92bf9422764f799aee4746fd7a392db46b7fd357d4a17a",
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-                "sha256:c671dc117c2c21a1ca10c116cfcd6e3e44da7fcde37bf83b2be485ab377b25da",
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-                "sha256:d1469f228cd9ffddd396d9948b8c9cd8022b6d1bf1e40c6f25b0fb90b4f893ed",
-                "sha256:d153f652a687a8e95ad367a86a61e8d53d528b0530ef382ec5aaf533140ed00f",
-                "sha256:d5ab8e1f6bee051a4bf6195e38a5c13e5e161cb7bad83d8854524798bd9fcd6e",
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-                "sha256:da22dab31d7180f8c3ac7c7635f3bcd53808f374f6aa333fe0b0b9e14b01f91a",
-                "sha256:e0ae53e33ee7476dd3d1132f932eeb39bf6125083820049d06edcdca4381f342",
-                "sha256:e7a6a8354f1b62e15d48e04350f13e726fa08b62c3d7b8401c0a1314f02e3558",
-                "sha256:e9a3d838441bebcf5cf442700e3963f58b5c33f015341f9ea86dcd7d503c07e2",
-                "sha256:edea7d15772ceeb29db4aff55e482d4bcfb6ae160ce144f2682de02f6d693551",
-                "sha256:f22eb3a6c1080d862befa0a89c380b4dafce29dc6cd56083f630073d102eb595",
-                "sha256:f26383adb94da5e7fb388d441bf09c61e5e35f455a3217bfd790c6b6bc64b2ee",
-                "sha256:f3c2890ca8c59ee683fd09adf32321a40fe1cf164e3387799efb2acebf090c11",
-                "sha256:f64fd07515dad67f24b6ea4a66ae2876c01031de91c93075b8093f07c0a2d93d",
-                "sha256:fcde4c397f673fdec23e6b05ebf8d4751314fa7c24f93334bf1f1364c1c69ac7",
-                "sha256:ff84aeb864e0fac81f676be9f4685f0527b660f1efdc40dcede3c251ef1e867f"
-            ],
-            "version": "==3.9.5"
+                "sha256:03799a95402a7ed62671c4465e1eae51d749d5439dbc49edb6eee52ea165c50b",
+                "sha256:0433795c4a8bafc03deb3e662192250ba5db347c41231b0273380d2f53c9ea0b",
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+                "sha256:0d85a173b4dbbaaad1900e197181ea0fafa617ca6656663f629a8a372fdc7d06",
+                "sha256:10f0d7894ddc6ff8f369e3fdc082ef1f940dc1f5b9003cd40945d24845477220",
+                "sha256:12c43dace645023583f3dd2337dfc3aa92c99fb943b64dcf2bc15c7aa0fb4a95",
+                "sha256:13679e11937d3f37600860de1f848e2e062e2b396d3aa79b38c89f9c8ab7e791",
+                "sha256:1c83977f7b6f4f4a96fab500f5a76d355f19f42675224a3002d375b3fb309174",
+                "sha256:1dc95c5e2a5e60095f1bb51822e3b504e6a7430c9b44bff2120c29bb876c5202",
+                "sha256:1ebd8ed91428ffbe8b33a5bd6f50174e11882d5b8e2fe28670406ab5ee045ede",
+                "sha256:21dab4a704c68dc7bc2a1219a4027158e8968e2079f1444eda2ba88bc9f2895f",
+                "sha256:25a9924343bf91b0c5082cae32cfc5a1f8787ac0433966319ec07b0ed4570722",
+                "sha256:2a03a4407bdb9ae815f0d5a19df482b17df530cf7bf9c78771aa1c713c37ff1f",
+                "sha256:2dc75da06c35a7b47a88ceadbf993a53d77d66423c2a78de8c6f9fb41ec35687",
+                "sha256:31616121369bc823791056c632f544c6c8f8d1ceecffd8bf3f72ef621eaabf49",
+                "sha256:33acb0d9bf12cdc80ceec6f5fda83ea7990ce0321c54234d629529ca2c54e33d",
+                "sha256:33e915971eee6d2056d15470a1214e4e0f72b6aad10225548a7ab4c4f54e2db7",
+                "sha256:34adb8412e736a5d0df6d1fccdf71599dfb07a63add241a94a189b6364e997f1",
+                "sha256:34eaf5cfcc979846d73571b1a4be22cad5e029d55cdbe77cdc7545caa4dcb925",
+                "sha256:39e7ec718e7a1971a5d98357e3e8c0529477d45c711d32cd91999dc8d8404e1e",
+                "sha256:3f49edf7c5cd2987634116e1b6a0ee2438fca17f7c4ee480ff41decb76cf6158",
+                "sha256:43c60d9b332a01ee985f080f639f3e56abcfb95ec1320013c94083c3b6a2e143",
+                "sha256:4b099fbb823efed3c1d736f343ac60d66531b13680ee9b2669e368280f41c2b8",
+                "sha256:4f1de31a585344a106db43a9c3af2e15bb82e053618ff759f1fdd31d82da38eb",
+                "sha256:5268b35fee7eb754fb5b3d0f16a84a2e9ed21306f5377f3818596214ad2d7714",
+                "sha256:54076a25f32305e585a3abae1f0ad10646bec539e0e5ebcc62b54ee4982ec29f",
+                "sha256:5549c71c35b5f057a4eebcc538c41299826f7813f28880722b60e41c861a57ec",
+                "sha256:563705a94ea3af43467167f3a21c665f3b847b2a0ae5544fa9e18df686a660da",
+                "sha256:594b4b4f1dfe8378b4a0342576dc87a930c960641159f5ae83843834016dbd59",
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@@ -161,7 +170,7 @@
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@@ -212,7 +221,7 @@
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@@ -244,6 +253,7 @@
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@@ -292,7 +302,7 @@
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@@ -341,19 +351,20 @@
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@@ -522,7 +533,7 @@
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@@ -1236,7 +1251,7 @@
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@@ -1311,6 +1326,7 @@
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@@ -1359,6 +1375,7 @@
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@@ -1367,6 +1384,7 @@
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@@ -1391,6 +1409,7 @@
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@@ -1423,6 +1443,7 @@
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@@ -1431,6 +1452,7 @@
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@@ -1439,6 +1461,7 @@
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@@ -1463,6 +1486,7 @@
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@@ -1724,6 +1748,7 @@
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@@ -1739,6 +1764,7 @@
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@@ -1780,6 +1806,7 @@
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@@ -2008,6 +2035,7 @@
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@@ -2040,6 +2068,7 @@
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@@ -2130,6 +2159,7 @@
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@@ -2258,6 +2289,7 @@
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@@ -2305,7 +2337,6 @@
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@@ -2399,6 +2430,7 @@
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@@ -2407,6 +2439,7 @@
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@@ -2422,6 +2455,7 @@
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@@ -2429,7 +2463,7 @@
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@@ -2485,6 +2519,7 @@
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@@ -2492,7 +2527,6 @@
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@@ -2576,6 +2610,7 @@
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@@ -2670,6 +2705,7 @@
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@@ -2684,6 +2720,7 @@
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@@ -2806,6 +2843,7 @@
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@@ -2859,6 +2897,7 @@
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@@ -2917,14 +2956,10 @@
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@@ -3140,6 +3175,7 @@
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@@ -3147,6 +3183,7 @@
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@@ -3154,7 +3191,7 @@
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@@ -3278,7 +3315,7 @@
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@@ -3342,7 +3379,7 @@
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@@ -3378,6 +3415,7 @@
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@@ -3409,6 +3447,7 @@
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@@ -3419,6 +3458,15 @@
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             "version": "==1.8.3"
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@@ -3517,6 +3565,7 @@
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@@ -3578,25 +3627,17 @@
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-                "sha256:aed0840c37a6b2ba59654d73b2ce641715311f28ecd2532b1fcecdeeaa99b334",
-                "sha256:c8e8f282463b51ebf007c7a039fd55ddec7c7393ecc4e0925ee94b9665cd9f5c"
+                "sha256:452ecaa253880d05df78bd392a5f61238f12f6abdd8e8da93aeb8d2dbb1b1218"
             ],
             "index": "pytorch",
-            "version": "==0.18.1+rocm6.0"
+            "version": "==0.19.0+rocm6.1"
         },
         "tornado": {
             "hashes": [
@@ -3644,7 +3685,7 @@
                 "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
                 "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
             ],
-            "markers": "python_version < '3.11'",
+            "markers": "python_version >= '3.8'",
             "version": "==4.12.2"
         },
         "tzdata": {
@@ -3751,7 +3792,7 @@
                 "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3",
                 "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"
             ],
-            "markers": "python_version < '3.10'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.26.19"
         },
         "virtualenv": {
@@ -3849,6 +3890,7 @@
                 "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.8'",
             "version": "==0.43.0"
         },
         "widgetsnbextension": {
@@ -4146,7 +4188,7 @@
                 "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
                 "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "markers": "python_version < '3.10'",
+            "markers": "python_version >= '3.8'",
             "version": "==3.19.2"
         }
     },
diff --git a/rocm/ubi9-python-3.9/Dockerfile b/rocm/ubi9-python-3.9/Dockerfile
index b749febc4..82dbc9e8d 100644
--- a/rocm/ubi9-python-3.9/Dockerfile
+++ b/rocm/ubi9-python-3.9/Dockerfile
@@ -15,6 +15,7 @@ LABEL name="odh-notebook-rocm-python-3.9" \
 USER 0
 WORKDIR /opt/app-root/bin
 
+# Please keep in sync with ROCm/python3.9 dependent images
 ARG ROCM_VERSION=6.1
 ARG AMDGPU_VERSION=6.1
 
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile
index 132e3acbe..b43e935fc 100644
--- a/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile
@@ -4,7 +4,8 @@ verify_ssl = true
 name = "pypi"
 
 [[source]]
-url = "https://download.pytorch.org/whl/rocm6.0/"
+# Please keep in sync with rocm/ubi9-python-3.9/Dockerfile
+url = "https://download.pytorch.org/whl/rocm6.1/"
 verify_ssl = true
 name = "pytorch"
 
@@ -13,8 +14,9 @@ name = "pytorch"
 [packages]
 # PyTorch packages
 tensorboard = "~=2.16.2"
-torch = {version = "~=2.3.1", index = "pytorch"}
-torchvision = {version = "~=0.18.1", index = "pytorch"} # https://pytorch.org/get-started/previous-versions/#linux-and-windows-1
+torch = {version = "~=2.4.0", index = "pytorch"}
+torchvision = {version = "~=0.19.0", index = "pytorch"} # https://pytorch.org/get-started/previous-versions/#linux-and-windows-1
+pytorch-triton-rocm = {version = "~=3.0.0", index = "pytorch"}
 
 # Datascience and useful extensions
 boto3 = "~=1.34.50"
diff --git a/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock
index abf3ba0bc..93659d36e 100644
--- a/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock
+++ b/runtimes/rocm-pytorch/ubi9-python-3.9/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "246a3980f3c1899dbdb24185e15eff66561940ad31f984684950fa5b8d9ec3a4"
+            "sha256": "272005201068a203e10a0a67b0cbddc2bb72cc39756d787f823161ac39b021c3"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -15,7 +15,7 @@
             },
             {
                 "name": "pytorch",
-                "url": "https://download.pytorch.org/whl/rocm6.0/",
+                "url": "https://download.pytorch.org/whl/rocm6.1/",
                 "verify_ssl": true
             }
         ]
@@ -29,86 +29,94 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.1.0"
         },
+        "aiohappyeyeballs": {
+            "hashes": [
+                "sha256:40a16ceffcf1fc9e142fd488123b2e218abc4188cf12ac20c67200e1579baa42",
+                "sha256:7e1ae8399c320a8adec76f6c919ed5ceae6edd4c3672f4d9eae2b27e37c80ff6"
+            ],
+            "markers": "python_version >= '3.8' and python_version < '4.0'",
+            "version": "==2.3.4"
+        },
         "aiohttp": {
             "hashes": [
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-                "sha256:0a158704edf0abcac8ac371fbb54044f3270bdbc93e254a82b6c82be1ef08f3c",
-                "sha256:0cbf56238f4bbf49dab8c2dc2e6b1b68502b1e88d335bea59b3f5b9f4c001475",
-                "sha256:1732102949ff6087589408d76cd6dea656b93c896b011ecafff418c9661dc4ed",
-                "sha256:18f634d540dd099c262e9f887c8bbacc959847cfe5da7a0e2e1cf3f14dbf2daf",
-                "sha256:239f975589a944eeb1bad26b8b140a59a3a320067fb3cd10b75c3092405a1372",
-                "sha256:2faa61a904b83142747fc6a6d7ad8fccff898c849123030f8e75d5d967fd4a81",
-                "sha256:320e8618eda64e19d11bdb3bd04ccc0a816c17eaecb7e4945d01deee2a22f95f",
-                "sha256:38d80498e2e169bc61418ff36170e0aad0cd268da8b38a17c4cf29d254a8b3f1",
-                "sha256:3916c8692dbd9d55c523374a3b8213e628424d19116ac4308e434dbf6d95bbdd",
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-                "sha256:edea7d15772ceeb29db4aff55e482d4bcfb6ae160ce144f2682de02f6d693551",
-                "sha256:f22eb3a6c1080d862befa0a89c380b4dafce29dc6cd56083f630073d102eb595",
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-            ],
-            "version": "==3.9.5"
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@@ -164,36 +172,36 @@
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@@ -213,19 +221,20 @@
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@@ -411,6 +420,7 @@
                 "sha256:4ca0c2dcf7a085083fa8464a5e1d36a350387242566a3cd404609cbc50cee5a0"
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@@ -743,6 +753,7 @@
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@@ -771,54 +782,54 @@
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@@ -830,11 +841,11 @@
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@@ -850,6 +861,7 @@
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@@ -858,6 +870,7 @@
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@@ -890,6 +903,7 @@
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@@ -930,6 +944,7 @@
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@@ -938,6 +953,7 @@
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@@ -1134,6 +1150,7 @@
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@@ -1168,6 +1185,7 @@
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@@ -1217,6 +1235,7 @@
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@@ -1429,6 +1448,7 @@
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@@ -1437,6 +1457,7 @@
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@@ -1445,6 +1466,7 @@
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@@ -1453,6 +1475,7 @@
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@@ -1511,6 +1534,7 @@
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@@ -1623,6 +1647,7 @@
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@@ -1639,6 +1664,7 @@
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@@ -1772,6 +1798,7 @@
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@@ -1787,6 +1814,7 @@
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@@ -1799,20 +1827,20 @@
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@@ -1843,6 +1871,7 @@
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@@ -1854,10 +1883,10 @@
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@@ -2079,6 +2108,7 @@
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@@ -2298,6 +2330,7 @@
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@@ -2359,108 +2393,112 @@
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@@ -2503,6 +2541,7 @@
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             "markers": "python_version >= '3.8'",
-            "version": "==71.0.1"
+            "version": "==72.1.0"
         },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
                 "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
         "skl2onnx": {
@@ -2584,25 +2624,26 @@
         },
         "sympy": {
             "hashes": [
-                "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57",
-                "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"
+                "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f",
+                "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.13.0"
+            "version": "==1.13.1"
         },
         "tenacity": {
             "hashes": [
-                "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78",
-                "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"
+                "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b",
+                "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.5.0"
+            "version": "==9.0.0"
         },
         "tensorboard": {
             "hashes": [
                 "sha256:9f2b4e7dad86667615c0e5cd072f1ea8403fc032a299f0072d6f74855775cc45"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.9'",
             "version": "==2.16.2"
         },
         "tensorboard-data-server": {
@@ -2639,25 +2680,17 @@
         },
         "torch": {
             "hashes": [
-                "sha256:4e8918e991ba4d145450692c8b99afbcafb2974c91168be5a3f055b37ab27863",
-                "sha256:7d0aac31a5d76a6f737238725baecf35a6924f333f60a075ef5856c9e3212045",
-                "sha256:b50429ec9286b9d07cd3f377a26425a63c9814734136f9850f5217773fca9479",
-                "sha256:b9ec21d7f922f3204da64ba2f8f488dd75c96ffb811abc41843432c7b31b4c37",
-                "sha256:d36795e37c5654f3af5569f3c4bb230ccab722016648b30b4b24b8fd5eaece25"
+                "sha256:6cdd925827f6322b60c5f6c4e11e214fa5ff91a21412180917c773380c7ae492"
             ],
             "index": "pytorch",
-            "version": "==2.3.1+rocm6.0"
+            "version": "==2.4.0+rocm6.1"
         },
         "torchvision": {
             "hashes": [
-                "sha256:0f70cfcb1eb27c16e280a7de33855211e98d1b28aab87ace3d21e79de7d5495a",
-                "sha256:64e6f32a2e9a0a00050b3fd81d4d26ad5b6332a948a9a0f0d229bdf954d9cd98",
-                "sha256:877a5d48530bf3771529daab95b6cf330a98a14596a3f8d8ad830b8f61240e7c",
-                "sha256:aed0840c37a6b2ba59654d73b2ce641715311f28ecd2532b1fcecdeeaa99b334",
-                "sha256:c8e8f282463b51ebf007c7a039fd55ddec7c7393ecc4e0925ee94b9665cd9f5c"
+                "sha256:452ecaa253880d05df78bd392a5f61238f12f6abdd8e8da93aeb8d2dbb1b1218"
             ],
             "index": "pytorch",
-            "version": "==0.18.1+rocm6.0"
+            "version": "==0.19.0+rocm6.1"
         },
         "tornado": {
             "hashes": [
@@ -2674,6 +2707,7 @@
                 "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.8'",
             "version": "==6.3.3"
         },
         "tqdm": {
@@ -2690,6 +2724,7 @@
                 "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==5.1.1"
         },
         "typing-extensions": {
@@ -2714,6 +2749,7 @@
                 "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"
             ],
             "index": "pypi",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.26.18"
         },
         "virtualenv": {