From df21c2a477c670f8ae575e3f875f4aeb62d4a56a Mon Sep 17 00:00:00 2001
From: Bhagyashri Gaikwad <bhagyashri.gaikwad2@ibm.com>
Date: Fri, 19 Jul 2024 19:10:33 +0530
Subject: [PATCH 1/3] Updated Pytorch and datascience image code for ppc64le

---
 Makefile                                     |    7 +-
 jupyter/datascience/ubi9-python-3.9/Pipfile  |   11 +-
 jupyter/pytorch/ubi9-python-3.9/Pipfile      |    5 +
 jupyter/pytorch/ubi9-python-3.9/Pipfile.lock | 1007 +++++++++++-------
 manifests/base/params.env                    |    6 +-
 5 files changed, 670 insertions(+), 366 deletions(-)

diff --git a/Makefile b/Makefile
index 83e9fcb50..bcb0cd048 100644
--- a/Makefile
+++ b/Makefile
@@ -178,9 +178,14 @@ cuda-jupyter-datascience-ubi9-python-3.9: cuda-jupyter-minimal-ubi9-python-3.9
 cuda-jupyter-tensorflow-ubi9-python-3.9: cuda-jupyter-datascience-ubi9-python-3.9
 	$(call image,$@,jupyter/tensorflow/ubi9-python-3.9,$<)
 
+# Build and push cuda-jupyter-pytorch-ubi9-python-3.9 image to the registry
+.PHONY: cuda-jupyter-pytorch-ubi9-python-3.9
+cuda-jupyter-pytorch-ubi9-python-3.9: cuda-jupyter-datascience-ubi9-python-3.9
+	$(call image,$@,jupyter/pytorch/ubi9-python-3.9,$<)
+
 # Build and push jupyter-pytorch-ubi9-python-3.9 image to the registry
 .PHONY: jupyter-pytorch-ubi9-python-3.9
-jupyter-pytorch-ubi9-python-3.9: cuda-jupyter-datascience-ubi9-python-3.9
+jupyter-pytorch-ubi9-python-3.9: jupyter-datascience-ubi9-python-3.9
 	$(call image,$@,jupyter/pytorch/ubi9-python-3.9,$<)
 
 # Build and push jupyter-trustyai-ubi9-python-3.9 image to the registry
diff --git a/jupyter/datascience/ubi9-python-3.9/Pipfile b/jupyter/datascience/ubi9-python-3.9/Pipfile
index e8d22c016..0d12a5d85 100644
--- a/jupyter/datascience/ubi9-python-3.9/Pipfile
+++ b/jupyter/datascience/ubi9-python-3.9/Pipfile
@@ -3,9 +3,18 @@ url = "https://pypi.org/simple"
 verify_ssl = true
 name = "pypi"
 
+[[source]]
+url = "http://10.20.177.222:9000/"
+verify_ssl = false
+name = "localpi"
+
 [dev-packages]
 
 [packages]
+ray = {version = "2.7.0.*", index="localpi"}
+py-spy = {version = "0.3.14.*", index="localpi"}
+pyarrow = {version = "15.0.1.dev0+g5ce6ff434.d20240426", index="localpi"}
+
 # Datascience and useful extensions
 boto3 = "~=1.34.50"
 kafka-python = "~=2.0.2"
@@ -17,7 +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 = {version = "~=0.16.0", "markers" = "platform_machine != 'ppc64le'"}
+codeflare-sdk = "~=0.16.0"
 
 # DB connectors
 pymongo = "~=4.6.2"
diff --git a/jupyter/pytorch/ubi9-python-3.9/Pipfile b/jupyter/pytorch/ubi9-python-3.9/Pipfile
index 0ede5ebba..7019b7d8b 100644
--- a/jupyter/pytorch/ubi9-python-3.9/Pipfile
+++ b/jupyter/pytorch/ubi9-python-3.9/Pipfile
@@ -20,6 +20,10 @@ name = "localpi"
 tensorboard = "~=2.16.2"
 torch = {version = "2.2.1a0", index = "localpi"}
 torchvision = {version = "0.17.*", index = "localpi"}
+ray = {version = "2.7.0.*", index="localpi"}
+py-spy = {version = "0.3.14.*", index="localpi"}
+pyarrow = {version = "15.0.1.dev0+g5ce6ff434.d20240426", index="localpi"}
+
 # Datascience and useful extensions
 boto3 = "~=1.34.50"
 kafka-python = "~=2.0.2"
@@ -31,6 +35,7 @@ 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 = "~=0.16.0"
 
 # 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 964d1dc33..55ba835da 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": "c5d4b2187398fe35ec11c033ff0f0d76e8ae0d91ce9f41de77673e04615f1780"
+            "sha256": "379ff4a1a13bee0255f36ae6550927ce9a2c7052e54334ffa119ba4861991694"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -124,6 +124,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.9.5"
         },
+        "aiohttp-cors": {
+            "hashes": [
+                "sha256:0451ba59fdf6909d0e2cd21e4c0a43752bc0703d33fc78ae94d9d9321710193e",
+                "sha256:4d39c6d7100fd9764ed1caf8cebf0eb01bf5e3f24e2e073fda6234bc48b19f5d"
+            ],
+            "version": "==0.7.0"
+        },
         "aiosignal": {
             "hashes": [
                 "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc",
@@ -208,11 +215,11 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
-                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
+                "sha256:3eae9ea67c11c858cdd2c91337d2e816bd019ac897ca07d7b346ac10105fceb3",
+                "sha256:7099b5a60985529d8d46858befa103b82d0d05a5a5e8b816b5303ed96075e1d9"
             ],
             "markers": "python_full_version >= '3.8.0'",
-            "version": "==3.2.2"
+            "version": "==3.2.3"
         },
         "asttokens": {
             "hashes": [
@@ -253,6 +260,39 @@
             "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"
+        },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
@@ -297,6 +337,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==6.1.0"
         },
+        "blessed": {
+            "hashes": [
+                "sha256:0c542922586a265e699188e52d5f5ac5ec0dd517e5a1041d90d2bbf23f906058",
+                "sha256:2cdd67f8746e048f00df47a2880f4d6acbcdb399031b604e34ba8f71d5787680"
+            ],
+            "markers": "python_version >= '2.7'",
+            "version": "==1.20.0"
+        },
         "bokeh": {
             "hashes": [
                 "sha256:931a43ee59dbf1720383ab904f8205e126b85561aac55592415b800c96f1b0eb",
@@ -307,36 +355,36 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:7071f8ce1f09113ca5630860fd590464e6325a4df55faae83c956225941016fc",
-                "sha256:da7e78c03270be872ad78301892396ffea56647efcb2c3a8621ef46a905541ab"
+                "sha256:2f3e88b10b8fcc5f6100a9d74cd28230edc9d4fa226d99dd40a3ab38ac213673",
+                "sha256:b8433d481d50b68a0162c0379c0dd4aabfc3d1ad901800beb5b87815997511c1"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.133"
+            "version": "==1.34.144"
         },
         "botocore": {
             "hashes": [
-                "sha256:5ea609aa4831a6589e32eef052a359ad8d7311733b4d86a9d35dab4bd3ec80ff",
-                "sha256:f269dad8e17432d2527b97ed9f1fd30ec8dc705f8b818957170d1af484680ef2"
+                "sha256:4215db28d25309d59c99507f1f77df9089e5bebbad35f6e19c7c44ec5383a3e8",
+                "sha256:a2cf26e1bf10d5917a2285e50257bc44e94a1d16574f282f3274f7a5d8d1f08b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.133"
+            "version": "==1.34.144"
         },
         "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_version >= '3.6'",
-            "version": "==2024.6.2"
+            "version": "==2024.7.4"
         },
         "cffi": {
             "hashes": [
@@ -500,6 +548,22 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
+        "codeflare-sdk": {
+            "hashes": [
+                "sha256:8a4ee827d0168652bb8af32a00b81a3909441db7ee10705c53dd6e2463f16be4",
+                "sha256:d94e5d477fcad7e4dd456b75f2f7b9af1fc0a315fa4cd81c24987bc4b331ee56"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8' and python_version < '4.0'",
+            "version": "==0.16.3"
+        },
+        "codeflare-torchx": {
+            "hashes": [
+                "sha256:d303efffb9b1e105390ed672a3358de40174146530929df83c7d7af27372fbcc"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.6.0.dev2"
+        },
         "colorama": {
             "hashes": [
                 "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44",
@@ -508,6 +572,13 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'",
             "version": "==0.4.6"
         },
+        "colorful": {
+            "hashes": [
+                "sha256:b56d5c01db1dac4898308ea889edcb113fbee3e6ec5df4bacffd61d5241b5b8d",
+                "sha256:eab8c1c809f5025ad2b5238a50bd691e26850da8cac8f90d660ede6ea1af9f1e"
+            ],
+            "version": "==0.5.6"
+        },
         "comm": {
             "hashes": [
                 "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e",
@@ -516,6 +587,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.2.2"
         },
+        "commonmark": {
+            "hashes": [
+                "sha256:452f9dc859be7f06631ddcb328b6919c67984aca654e5fefb3914d54691aed60",
+                "sha256:da2f38c92590f83de410ba1a3cbceafbc74fee9def35f9251ba9a971d6d66fd9"
+            ],
+            "version": "==0.9.1"
+        },
         "contourpy": {
             "hashes": [
                 "sha256:00e5388f71c1a0610e6fe56b5c44ab7ba14165cdd6d695429c5cd94021e390b2",
@@ -568,40 +646,28 @@
         },
         "cryptography": {
             "hashes": [
-                "sha256:013629ae70b40af70c9a7a5db40abe5d9054e6f4380e50ce769947b73bf3caad",
-                "sha256:2346b911eb349ab547076f47f2e035fc8ff2c02380a7cbbf8d87114fa0f1c583",
-                "sha256:2f66d9cd9147ee495a8374a45ca445819f8929a3efcd2e3df6428e46c3cbb10b",
-                "sha256:2f88d197e66c65be5e42cd72e5c18afbfae3f741742070e3019ac8f4ac57262c",
-                "sha256:31f721658a29331f895a5a54e7e82075554ccfb8b163a18719d342f5ffe5ecb1",
-                "sha256:343728aac38decfdeecf55ecab3264b015be68fc2816ca800db649607aeee648",
-                "sha256:5226d5d21ab681f432a9c1cf8b658c0cb02533eece706b155e5fbd8a0cdd3949",
-                "sha256:57080dee41209e556a9a4ce60d229244f7a66ef52750f813bfbe18959770cfba",
-                "sha256:5a94eccb2a81a309806027e1670a358b99b8fe8bfe9f8d329f27d72c094dde8c",
-                "sha256:6b7c4f03ce01afd3b76cf69a5455caa9cfa3de8c8f493e0d3ab7d20611c8dae9",
-                "sha256:7016f837e15b0a1c119d27ecd89b3515f01f90a8615ed5e9427e30d9cdbfed3d",
-                "sha256:81884c4d096c272f00aeb1f11cf62ccd39763581645b0812e99a91505fa48e0c",
-                "sha256:81d8a521705787afe7a18d5bfb47ea9d9cc068206270aad0b96a725022e18d2e",
-                "sha256:8d09d05439ce7baa8e9e95b07ec5b6c886f548deb7e0f69ef25f64b3bce842f2",
-                "sha256:961e61cefdcb06e0c6d7e3a1b22ebe8b996eb2bf50614e89384be54c48c6b63d",
-                "sha256:9c0c1716c8447ee7dbf08d6db2e5c41c688544c61074b54fc4564196f55c25a7",
-                "sha256:a0608251135d0e03111152e41f0cc2392d1e74e35703960d4190b2e0f4ca9c70",
-                "sha256:a0c5b2b0585b6af82d7e385f55a8bc568abff8923af147ee3c07bd8b42cda8b2",
-                "sha256:ad803773e9df0b92e0a817d22fd8a3675493f690b96130a5e24f1b8fabbea9c7",
-                "sha256:b297f90c5723d04bcc8265fc2a0f86d4ea2e0f7ab4b6994459548d3a6b992a14",
-                "sha256:ba4f0a211697362e89ad822e667d8d340b4d8d55fae72cdd619389fb5912eefe",
-                "sha256:c4783183f7cb757b73b2ae9aed6599b96338eb957233c58ca8f49a49cc32fd5e",
-                "sha256:c9bb2ae11bfbab395bdd072985abde58ea9860ed84e59dbc0463a5d0159f5b71",
-                "sha256:cafb92b2bc622cd1aa6a1dce4b93307792633f4c5fe1f46c6b97cf67073ec961",
-                "sha256:d45b940883a03e19e944456a558b67a41160e367a719833c53de6911cabba2b7",
-                "sha256:dc0fdf6787f37b1c6b08e6dfc892d9d068b5bdb671198c72072828b80bd5fe4c",
-                "sha256:dea567d1b0e8bc5764b9443858b673b734100c2871dc93163f58c46a97a83d28",
-                "sha256:dec9b018df185f08483f294cae6ccac29e7a6e0678996587363dc352dc65c842",
-                "sha256:e3ec3672626e1b9e55afd0df6d774ff0e953452886e06e0f1eb7eb0c832e8902",
-                "sha256:e599b53fd95357d92304510fb7bda8523ed1f79ca98dce2f43c115950aa78801",
-                "sha256:fa76fbb7596cc5839320000cdd5d0955313696d9511debab7ee7278fc8b5c84a",
-                "sha256:fff12c88a672ab9c9c1cf7b0c80e3ad9e2ebd9d828d955c126be4fd3e5578c9e"
-            ],
-            "version": "==42.0.8"
+                "sha256:05dc219433b14046c476f6f09d7636b92a1c3e5808b9a6536adf4932b3b2c440",
+                "sha256:0dcca15d3a19a66e63662dc8d30f8036b07be851a8680eda92d079868f106288",
+                "sha256:142bae539ef28a1c76794cca7f49729e7c54423f615cfd9b0b1fa90ebe53244b",
+                "sha256:3daf9b114213f8ba460b829a02896789751626a2a4e7a43a28ee77c04b5e4958",
+                "sha256:48f388d0d153350f378c7f7b41497a54ff1513c816bcbbcafe5b829e59b9ce5b",
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@@ -678,6 +744,13 @@
             "markers": "python_version < '3.11'",
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         },
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@@ -686,13 +759,20 @@
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@@ -712,19 +792,19 @@
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@@ -927,11 +1007,11 @@
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@@ -959,11 +1039,11 @@
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@@ -1071,6 +1151,12 @@
             "markers": "python_version >= '3.7'",
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@@ -1136,7 +1222,7 @@
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@@ -1149,11 +1235,11 @@
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@@ -1172,11 +1258,11 @@
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@@ -1245,11 +1331,11 @@
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@@ -1413,11 +1499,11 @@
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@@ -1735,6 +1821,68 @@
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@@ -1996,6 +2144,13 @@
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@@ -2053,6 +2208,27 @@
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@@ -2121,6 +2297,14 @@
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@@ -2309,12 +2504,12 @@
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@@ -2330,6 +2525,20 @@
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@@ -2400,6 +2609,55 @@
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@@ -2443,10 +2701,10 @@
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@@ -2599,6 +2857,13 @@
             "markers": "python_full_version >= '3.6.8'",
             "version": "==3.1.2"
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@@ -2803,6 +3068,17 @@
             "markers": "python_version >= '3.7'",
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@@ -2851,6 +3127,14 @@
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             "version": "==0.1.1"
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@@ -2860,108 +3144,108 @@
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+                "sha256:e21cc693045fda7f745c790cb687958161ce172ffe3c5719ca1764e752237d16",
+                "sha256:e54548e0be3ac117595408fd4ca0ac9278fde89829b0b518be92863b17ff67a2",
+                "sha256:e5b9fc03bf76a94065299d4a2ecd8dfbae4ae8e2e8098bbfa6ab6413ca267709",
+                "sha256:e8481b946792415adc07410420d6fc65a352b45d347b78fec45d8f8f0d7496f0",
+                "sha256:ebcbf356bf5c51afc3290e491d3722b26aaf5b6af3c1c7f6a1b757828a46e336",
+                "sha256:ef9101f3f7b59043a34f1dccbb385ca760467590951952d6701df0da9893ca0c",
+                "sha256:f2afd2164a1e85226fcb6a1da77a5c8896c18bfe08e82e8ceced5181c42d2179",
+                "sha256:f629ecc2db6a4736b5ba95a8347b0089240d69ad14ac364f557d52ad68cf94b0",
+                "sha256:f68eea5df6347d3f1378ce992d86b2af16ad7ff4dcb4a19ccdc23dea901b87fb",
+                "sha256:f757f359f30ec7dcebca662a6bd46d1098f8b9fb1fcd661a9e13f2e8ce343ba1",
+                "sha256:fb37bd599f031f1a6fb9e58ec62864ccf3ad549cf14bac527dbfa97123edcca4"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.18.1"
+            "version": "==0.19.0"
         },
         "rsa": {
             "hashes": [
@@ -3045,51 +3329,31 @@
         },
         "scikit-learn": {
             "hashes": [
-                "sha256:05fc5915b716c6cc60a438c250108e9a9445b522975ed37e416d5ea4f9a63381",
-                "sha256:0aba2a20d89936d6e72d95d05e3bf1db55bca5c5920926ad7b92c34f5e7d3bbe",
-                "sha256:0db8e22c42f7980fe5eb22069b1f84c48966f3e0d23a01afde5999e3987a2501",
-                "sha256:0f33bbafb310c26b81c4d41ecaebdbc1f63498a3f13461d50ed9a2e8f24d28e4",
-                "sha256:11b3b140f70fbc9f6a08884631ae8dd60a4bb2d7d6d1de92738ea42b740d8992",
-                "sha256:1d041bc95006b545b59e458399e3175ab11ca7a03dc9a74a573ac891f5df1489",
-                "sha256:2404659fedec40eeafa310cd14d613e564d13dbf8f3c752d31c095195ec05de6",
-                "sha256:27ae4b0f1b2c77107c096a7e05b33458354107b47775428d1f11b23e30a73e8a",
-                "sha256:2b465dd1dcd237b7b1dcd1a9048ccbf70a98c659474324fa708464c3a2533fad",
-                "sha256:2bac5d56b992f8f06816f2cd321eb86071c6f6d44bb4b1cb3d626525820d754b",
-                "sha256:349669b01435bc4dbf25c6410b0892073befdaec52637d1a1d1ff53865dc8db3",
-                "sha256:53b9e29177897c37e2ff9d4ba6ca12fdb156e22523e463db05def303f5c72b5c",
-                "sha256:5c5c62ffb52c3ffb755eb21fa74cc2cbf2c521bd53f5c04eaa10011dbecf5f80",
-                "sha256:74812c9eabb265be69d738a8ea8d4884917a59637fcbf88a5f0e9020498bc6b3",
-                "sha256:76986d22e884ab062b1beecdd92379656e9d3789ecc1f9870923c178de55f9fe",
-                "sha256:785ce3c352bf697adfda357c3922c94517a9376002971bc5ea50896144bc8916",
-                "sha256:7f0d2018ac6fa055dab65fe8a485967990d33c672d55bc254c56c35287b02fab",
-                "sha256:80a21de63275f8bcd7877b3e781679d2ff1eddfed515a599f95b2502a3283d42",
-                "sha256:833999872e2920ce00f3a50839946bdac7539454e200eb6db54898a41f4bfd43",
-                "sha256:842b7d6989f3c574685e18da6f91223eb32301d0f93903dd399894250835a6f7",
-                "sha256:88bcb586fdff865372df1bc6be88bb7e6f9e0aa080dab9f54f5cac7eca8e2b6b",
-                "sha256:8b6ac1442ec714b4911e5aef8afd82c691b5c88b525ea58299d455acc4e8dcec",
-                "sha256:91a8918c415c4b4bf1d60c38d32958849a9191c2428ab35d30b78354085c7c7a",
-                "sha256:923d778f378ebacca2c672ab1740e5a413e437fb45ab45ab02578f8b689e5d43",
-                "sha256:970ec697accaef10fb4f51763f3a7b1250f9f0553cf05514d0e94905322a0172",
-                "sha256:a0e2427d9ef46477625ab9b55c1882844fe6fc500f418c3f8e650200182457bc",
-                "sha256:a6372c90bbf302387792108379f1ec77719c1618d88496d0df30cb8e370b4661",
-                "sha256:a8341eabdc754d5ab91641a7763243845e96b6d68e03e472531e88a4f1b09f21",
-                "sha256:aad2a63e0dd386b92da3270887a29b308af4d7c750d8c4995dfd9a4798691bcc",
-                "sha256:c408b46b2fd61952d519ea1af2f8f0a7a703e1433923ab1704c4131520b2083b",
-                "sha256:cb8f044a8f5962613ce1feb4351d66f8d784bd072d36393582f351859b065f7d",
-                "sha256:d1f6bce875ac2bb6b52514f67c185c564ccd299a05b65b7bab091a4c13dde12d",
-                "sha256:d3d75343940e7bf9b85c830c93d34039fa015eeb341c5c0b4cd7a90dadfe00d4",
-                "sha256:d4373c984eba20e393216edd51a3e3eede56cbe93d4247516d205643c3b93121",
-                "sha256:d439c584e58434d0350701bd33f6c10b309e851fccaf41c121aed55f6851d8cf",
-                "sha256:d77df3d1e15fc37a9329999979fa7868ba8655dbab21fe97fc7ddabac9e08cc7",
-                "sha256:e22446ad89f1cb7657f0d849dcdc345b48e2d10afa3daf2925fdb740f85b714c",
-                "sha256:e7eef6ea2ed289af40e88c0be9f7704ca8b5de18508a06897c3fe21e0905efdf",
-                "sha256:e98632da8f6410e6fb6bf66937712c949b4010600ccd3f22a5388a83e610cc3c",
-                "sha256:f77674647dd31f56cb12ed13ed25b6ed43a056fffef051715022d2ebffd7a7d1",
-                "sha256:fce93a7473e2f4ee4cc280210968288d6a7d7ad8dc6fa7bb7892145e407085f9"
+                "sha256:1d0b25d9c651fd050555aadd57431b53d4cf664e749069da77f3d52c5ad14b3b",
+                "sha256:36f0ea5d0f693cb247a073d21a4123bdf4172e470e6d163c12b74cbb1536cf38",
+                "sha256:426d258fddac674fdf33f3cb2d54d26f49406e2599dbf9a32b4d1696091d4256",
+                "sha256:44c62f2b124848a28fd695db5bc4da019287abf390bfce602ddc8aa1ec186aae",
+                "sha256:45dee87ac5309bb82e3ea633955030df9bbcb8d2cdb30383c6cd483691c546cc",
+                "sha256:49d64ef6cb8c093d883e5a36c4766548d974898d378e395ba41a806d0e824db8",
+                "sha256:5460a1a5b043ae5ae4596b3126a4ec33ccba1b51e7ca2c5d36dac2169f62ab1d",
+                "sha256:5cd7b524115499b18b63f0c96f4224eb885564937a0b3477531b2b63ce331904",
+                "sha256:671e2f0c3f2c15409dae4f282a3a619601fa824d2c820e5b608d9d775f91780c",
+                "sha256:68b8404841f944a4a1459b07198fa2edd41a82f189b44f3e1d55c104dbc2e40c",
+                "sha256:81bf5d8bbe87643103334032dd82f7419bc8c8d02a763643a6b9a5c7288c5054",
+                "sha256:8539a41b3d6d1af82eb629f9c57f37428ff1481c1e34dddb3b9d7af8ede67ac5",
+                "sha256:87440e2e188c87db80ea4023440923dccbd56fbc2d557b18ced00fef79da0727",
+                "sha256:90378e1747949f90c8f385898fff35d73193dfcaec3dd75d6b542f90c4e89755",
+                "sha256:b0203c368058ab92efc6168a1507d388d41469c873e96ec220ca8e74079bf62e",
+                "sha256:c97a50b05c194be9146d61fe87dbf8eac62b203d9e87a3ccc6ae9aed2dfaf361",
+                "sha256:d36d0bc983336bbc1be22f9b686b50c964f593c8a9a913a792442af9bf4f5e68",
+                "sha256:d762070980c17ba3e9a4a1e043ba0518ce4c55152032f1af0ca6f39b376b5928",
+                "sha256:d9993d5e78a8148b1d0fdf5b15ed92452af5581734129998c26f481c46586d68",
+                "sha256:daa1c471d95bad080c6e44b4946c9390a4842adc3082572c20e4f8884e39e959",
+                "sha256:ff4effe5a1d4e8fed260a83a163f7dbf4f6087b54528d8880bab1d1377bd78be"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==1.4.0"
+            "version": "==1.4.2"
         },
         "scipy": {
             "hashes": [
@@ -3164,6 +3428,13 @@
             "index": "pypi",
             "version": "==1.16.0"
         },
+        "smart-open": {
+            "hashes": [
+                "sha256:4e98489932b3372595cddc075e6033194775165702887216b65eba760dfd8d47",
+                "sha256:62b65852bdd1d1d516839fcb1f6bc50cd0f16e05b4ec44b52f43d38bcb838524"
+            ],
+            "version": "==7.0.4"
+        },
         "smmap": {
             "hashes": [
                 "sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62",
@@ -3204,11 +3475,11 @@
         },
         "sympy": {
             "hashes": [
-                "sha256:2877b03f998cd8c08f07cd0de5b767119cd3ef40d09f41c30d722f6686b0fb88",
-                "sha256:9b2cbc7f1a640289430e13d2a56f02f867a1da0190f2f99d8968c2f74da0e515"
+                "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57",
+                "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.12.1"
+            "version": "==1.13.0"
         },
         "tabulate": {
             "hashes": [
@@ -3220,11 +3491,11 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2",
-                "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"
+                "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78",
+                "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.4.2"
+            "version": "==8.5.0"
         },
         "tensorboard": {
             "hashes": [
@@ -3285,11 +3556,11 @@
         },
         "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": [
@@ -3354,6 +3625,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.12.2"
         },
+        "typing-inspect": {
+            "hashes": [
+                "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f",
+                "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"
+            ],
+            "version": "==0.9.0"
+        },
         "tzdata": {
             "hashes": [
                 "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
@@ -3461,6 +3739,13 @@
             "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": {
+            "hashes": [
+                "sha256:31712f8f2a17bd06234fa97fdf19609e789dd4e3e4bf108c3da71d710651adbc",
+                "sha256:f50e3e60f990a0757c9b68333c9fdaa72d7188caa417f96af9e52407831a3b68"
+            ],
+            "version": "==20.21.0"
+        },
         "watchdog": {
             "hashes": [
                 "sha256:0144c0ea9997b92615af1d94afc0c217e07ce2c14912c7b1a5731776329fcfc7",
@@ -3538,10 +3823,10 @@
         },
         "whatthepatch": {
             "hashes": [
-                "sha256:6bc41f9f48a63384be4478d8b2d5b22185aac75be853cdcb150a2dc174ede7e1",
-                "sha256:7f374c172812581bc3763587525d14a143aac7fe4220bc4676ecce0d86cb8f08"
+                "sha256:b274b3294784f78b1e759b35b49b7ef2e8473a580aabf39e5b94a9f901e5de61",
+                "sha256:c0cee5975e9b5cad8a0d12a52d76f8bb567ccdec319cf08c5fcfb1efab7fa1b2"
             ],
-            "version": "==1.0.5"
+            "version": "==1.0.6"
         },
         "wheel": {
             "hashes": [
diff --git a/manifests/base/params.env b/manifests/base/params.env
index cc44a4ed8..eb0129fe0 100644
--- a/manifests/base/params.env
+++ b/manifests/base/params.env
@@ -1,10 +1,10 @@
-odh-minimal-notebook-image-n=quay.io/mkumatag/workbench-images@sha256:bfe1cd15fe904adbc3486416b34ffff55ce360352d6120cc6b01f9321d93acd6
+odh-minimal-notebook-image-n=na.artifactory.swg-devops.com/sys-linux-power-team-ftp3distro-docker-images-docker-local/workbench-images@sha256:d009a90c40e14163c1c6a33ba925a3e2415c39b16a083db7df390cb1855c8da7
 odh-minimal-notebook-image-n-1=quay.io/opendatahub/workbench-images@sha256:6f0f064b57d6c28e3538bcceeb152d7507f68624b4702dfc7b61a029b1348bdf
 odh-minimal-gpu-notebook-image-n=quay.io/opendatahub/workbench-images@sha256:cc20c325c2965c6d986bb1328e0b0ebe61c228aadada55bb6eaf5cc9f4de2bd7
 odh-minimal-gpu-notebook-image-n-1=quay.io/opendatahub/workbench-images@sha256:e93294c857dd6fefc33d9057097c274c82bac4c0713b2c2134c05d8fc63154a8
-odh-pytorch-gpu-notebook-image-n=na.artifactory.swg-devops.com/sys-linux-power-team-ftp3distro-docker-images-docker-local/workbench-images@sha256:55db266f4b01c5972ad1010c3604aee9ab0f703d9b95c3dd2db03a1c05a8ede5
+odh-pytorch-gpu-notebook-image-n=na.artifactory.swg-devops.com/sys-linux-power-team-ftp3distro-docker-images-docker-local/workbench-images@sha256:75e93243d1332fea3269150f4a943562871de715c099e126de94cbee930879ea
 odh-pytorch-gpu-notebook-image-n-1=quay.io/opendatahub/workbench-images@sha256:14ad10fb4e79818fcd5db6bd5170f25d76e1cad2bbe5590b55dc19c6af576959
-odh-generic-data-science-notebook-image-n=na.artifactory.swg-devops.com/sys-linux-power-team-ftp3distro-docker-images-docker-local/workbench-images@sha256:1f230668aff590bf441b6ee0814406c659f600d5cbd40e15e247c034a38841c4
+odh-generic-data-science-notebook-image-n=na.artifactory.swg-devops.com/sys-linux-power-team-ftp3distro-docker-images-docker-local/workbench-images@sha256:822634a0dd64d16476a90cc567b35e23188a1367e0968c2878afbb319706ae85
 odh-generic-data-science-notebook-image-n-1=quay.io/opendatahub/workbench-images@sha256:e2f2caec8c79da81f3bb2b0b361e26b648105d92f8f790c2ab3cce406e5a6d08
 odh-tensorflow-gpu-notebook-image-n=quay.io/opendatahub/workbench-images@sha256:61d6ba361c55a6ed3762fb72e5827894800eb8666f6d477e989abfa1ec83e839
 odh-tensorflow-gpu-notebook-image-n-1=quay.io/opendatahub/workbench-images@sha256:efc0d8df476b92e25cdbe92ed8fc6c75450fb50c92e1bd8a88da19ae5095928a

From 096304e3c17cd896cee9695cf9a3cbeaca7ca78a Mon Sep 17 00:00:00 2001
From: Bhagyashri Gaikwad <bhagyashri.gaikwad2@ibm.com>
Date: Fri, 19 Jul 2024 20:05:32 +0530
Subject: [PATCH 2/3] Added check for installing openssl-devel

---
 jupyter/datascience/ubi9-python-3.9/Dockerfile | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/jupyter/datascience/ubi9-python-3.9/Dockerfile b/jupyter/datascience/ubi9-python-3.9/Dockerfile
index a72dd6a21..86f3ed0b8 100644
--- a/jupyter/datascience/ubi9-python-3.9/Dockerfile
+++ b/jupyter/datascience/ubi9-python-3.9/Dockerfile
@@ -22,8 +22,9 @@ COPY centos-crb.repo /etc/yum.repos.d/centos-crb.repo
 COPY constraints.txt /etc/constraints.txt
 
 USER root
-RUN dnf install -y unixODBC-devel python3-devel openblas* openssl-devel && dnf clean all
-
+RUN if [ "$(uname -m)" = "ppc64le" ]; then \
+        dnf install -y unixODBC-devel python3-devel openblas* openssl-devel && dnf clean all \
+    fi
 USER 1001
 
 RUN echo "Installing softwares and packages" && \

From e4152f6c57be25cca89a2d9a06717dd8e15a11ab Mon Sep 17 00:00:00 2001
From: Bhagyashri Gaikwad <bhagyashri.gaikwad2@ibm.com>
Date: Fri, 19 Jul 2024 20:12:35 +0530
Subject: [PATCH 3/3] fixed code issue

---
 jupyter/datascience/ubi9-python-3.9/Dockerfile | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/jupyter/datascience/ubi9-python-3.9/Dockerfile b/jupyter/datascience/ubi9-python-3.9/Dockerfile
index 86f3ed0b8..e38568122 100644
--- a/jupyter/datascience/ubi9-python-3.9/Dockerfile
+++ b/jupyter/datascience/ubi9-python-3.9/Dockerfile
@@ -23,7 +23,8 @@ COPY constraints.txt /etc/constraints.txt
 
 USER root
 RUN if [ "$(uname -m)" = "ppc64le" ]; then \
-        dnf install -y unixODBC-devel python3-devel openblas* openssl-devel && dnf clean all \
+        dnf install -y unixODBC-devel python3-devel openblas* openssl-devel && \
+        dnf clean all; \
     fi
 USER 1001