diff --git a/.github/actions/setup-python-tools/action.yml b/.github/actions/setup-python-tools/action.yml
index eca90ad7..90132c7f 100644
--- a/.github/actions/setup-python-tools/action.yml
+++ b/.github/actions/setup-python-tools/action.yml
@@ -46,16 +46,19 @@ runs:
           python-version: '3.9.13'
 
       # Step 2: Install pip-tools, which is used to generate hashed requirements.
-      # Note: pip 25.1 has a bug that causes pip-tools to fail with the following error:
+      # Note_1: pip 25.1 has a bug that causes pip-tools to fail with the following error:
       # File ".../python3.9/site-packages/piptools/repositories/pypi.py", line 452, in allow_all_wheels
       #   self.finder.find_all_candidates.cache_clear()
       #   AttributeError: 'function' object has no attribute 'cache_clear'
-      # Thus, we fix the pip version to 25.0.1.
+      # Note_2: Even though some wheels are garded behind conditionals i.e. only use this if platform = linux;
+      # pip-tools 7.5.0 fails with the following error:
+      # pip._internal.exceptions.UnsupportedWheel: pyg_lib-0.4....linux_x86_64.whl is not a supported wheel on this platform.
+      # Thus, we fix the pip version to 25.0.1 and pip-tools version to 7.4.1.
       - name: Install pip-tools
         shell: bash
         run: |
           python -m pip install "pip==25.0.1"
-          pip install pip-tools
+          python -m pip install "pip-tools==7.4.1"
 
       # Step 3: Set up Gcloud AUTH using Workload Identity Federation
       # See following for context: https://cloud.google.com/blog/products/identity-security/enabling-keyless-authentication-from-github-actions
diff --git a/.github/cloud_builder/run_command_on_active_checkout.yaml b/.github/cloud_builder/run_command_on_active_checkout.yaml
index 2a99181c..90dc181e 100644
--- a/.github/cloud_builder/run_command_on_active_checkout.yaml
+++ b/.github/cloud_builder/run_command_on_active_checkout.yaml
@@ -3,7 +3,7 @@ substitutions:
 options:
   logging: CLOUD_LOGGING_ONLY
 steps:
-  - name: us-central1-docker.pkg.dev/external-snap-ci-github-gigl/gigl-base-images/gigl-builder:edd3b64401d2ee257f9ee07c84ac4edf6381e78a.35.1
+  - name: us-central1-docker.pkg.dev/external-snap-ci-github-gigl/gigl-base-images/gigl-builder:ea5cafee34c508ea98b3e5a7cf69e4e226cd0247.37.1
     entrypoint: /bin/bash
     args:
       - -c
diff --git a/Makefile b/Makefile
index 81e31c87..d071585a 100644
--- a/Makefile
+++ b/Makefile
@@ -2,8 +2,11 @@ include dep_vars.env
 
 SHELL := /bin/bash
 CONDA_ENV_NAME=gnn
+# Ensure that python, pip, and pip-tools versions are consistent with the ones in:
+# .github/actions/setup-python-tools/action.yml
 PYTHON_VERSION=3.9
 PIP_VERSION=25.0.1
+PIP_TOOLS_VERSION=7.4.1
 DATE:=$(shell /bin/date "+%Y%m%d_%H%M")
 
 # GIT HASH, or empty string if not in a git repo.
@@ -46,7 +49,7 @@ get_ver_hash:
 	$(eval GIT_COMMIT=$(shell git log -1 --pretty=format:"%H"))
 
 initialize_environment:
-	conda create -y --override-channels --channel conda-forge --name ${CONDA_ENV_NAME} python=${PYTHON_VERSION} pip=${PIP_VERSION} pip-tools
+	conda create -y --override-channels --channel conda-forge --name ${CONDA_ENV_NAME} python=${PYTHON_VERSION} pip=${PIP_VERSION} pip-tools=${PIP_TOOLS_VERSION}
 	@echo "If conda environment was successfully installed, ensure to activate it and run \`make install_dev_deps\` or \`make install_deps\` to complete setup"
 
 clean_environment:
diff --git a/dep_vars.env b/dep_vars.env
index b2b43a2b..e228c810 100644
--- a/dep_vars.env
+++ b/dep_vars.env
@@ -1,7 +1,7 @@
 # Note this file only supports static key value pairs so it can be loaded by make, bash, python, and sbt without any additional parsing.
-DOCKER_LATEST_BASE_CUDA_IMAGE_NAME_WITH_TAG=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/gigl-cuda-base:edd3b64401d2ee257f9ee07c84ac4edf6381e78a.35.1
-DOCKER_LATEST_BASE_CPU_IMAGE_NAME_WITH_TAG=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/gigl-cpu-base:edd3b64401d2ee257f9ee07c84ac4edf6381e78a.35.1
-DOCKER_LATEST_BASE_DATAFLOW_IMAGE_NAME_WITH_TAG=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/gigl-dataflow-base:edd3b64401d2ee257f9ee07c84ac4edf6381e78a.35.1
+DOCKER_LATEST_BASE_CUDA_IMAGE_NAME_WITH_TAG=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/gigl-cuda-base:ea5cafee34c508ea98b3e5a7cf69e4e226cd0247.37.1
+DOCKER_LATEST_BASE_CPU_IMAGE_NAME_WITH_TAG=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/gigl-cpu-base:ea5cafee34c508ea98b3e5a7cf69e4e226cd0247.37.1
+DOCKER_LATEST_BASE_DATAFLOW_IMAGE_NAME_WITH_TAG=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/gigl-dataflow-base:ea5cafee34c508ea98b3e5a7cf69e4e226cd0247.37.1
 
 DEFAULT_GIGL_RELEASE_SRC_IMAGE_CUDA=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/src-cuda:0.0.9
 DEFAULT_GIGL_RELEASE_SRC_IMAGE_CPU=us-central1-docker.pkg.dev/external-snap-ci-github-gigl/public-gigl/src-cpu:0.0.9
diff --git a/requirements/darwin_arm64_requirements_unified.txt b/requirements/darwin_arm64_requirements_unified.txt
index 08bb0af0..1e170aae 100644
--- a/requirements/darwin_arm64_requirements_unified.txt
+++ b/requirements/darwin_arm64_requirements_unified.txt
@@ -293,9 +293,80 @@ comm==0.2.2 \
     --hash=sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e \
     --hash=sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3
     # via ipykernel
+contourpy==1.3.0 \
+    --hash=sha256:00ccd0dbaad6d804ab259820fa7cb0b8036bda0686ef844d24125d8287178ce0 \
+    --hash=sha256:0be4d8425bfa755e0fd76ee1e019636ccc7c29f77a7c86b4328a9eb6a26d0639 \
+    --hash=sha256:0dce35502151b6bd35027ac39ba6e5a44be13a68f55735c3612c568cac3805fd \
+    --hash=sha256:0fa4c02abe6c446ba70d96ece336e621efa4aecae43eaa9b030ae5fb92b309ad \
+    --hash=sha256:14e262f67bd7e6eb6880bc564dcda30b15e351a594657e55b7eec94b6ef72843 \
+    --hash=sha256:167d6c890815e1dac9536dca00828b445d5d0df4d6a8c6adb4a7ec3166812fa8 \
+    --hash=sha256:1ec4dc6bf570f5b22ed0d7efba0dfa9c5b9e0431aeea7581aa217542d9e809a4 \
+    --hash=sha256:303c252947ab4b14c08afeb52375b26781ccd6a5ccd81abcdfc1fafd14cf93c1 \
+    --hash=sha256:31cd3a85dbdf1fc002280c65caa7e2b5f65e4a973fcdf70dd2fdcb9868069294 \
+    --hash=sha256:32b238b3b3b649e09ce9aaf51f0c261d38644bdfa35cbaf7b263457850957a84 \
+    --hash=sha256:33c92cdae89ec5135d036e7218e69b0bb2851206077251f04a6c4e0e21f03927 \
+    --hash=sha256:345af746d7766821d05d72cb8f3845dfd08dd137101a2cb9b24de277d716def8 \
+    --hash=sha256:3634b5385c6716c258d0419c46d05c8aa7dc8cb70326c9a4fb66b69ad2b52e09 \
+    --hash=sha256:364174c2a76057feef647c802652f00953b575723062560498dc7930fc9b1cb7 \
+    --hash=sha256:36e0cff201bcb17a0a8ecc7f454fe078437fa6bda730e695a92f2d9932bd507f \
+    --hash=sha256:36f965570cff02b874773c49bfe85562b47030805d7d8360748f3eca570f4cab \
+    --hash=sha256:3bb3808858a9dc68f6f03d319acd5f1b8a337e6cdda197f02f4b8ff67ad2057b \
+    --hash=sha256:3e1c7fa44aaae40a2247e2e8e0627f4bea3dd257014764aa644f319a5f8600e3 \
+    --hash=sha256:3faeb2998e4fcb256542e8a926d08da08977f7f5e62cf733f3c211c2a5586223 \
+    --hash=sha256:420d39daa61aab1221567b42eecb01112908b2cab7f1b4106a52caaec8d36973 \
+    --hash=sha256:4553c421929ec95fb07b3aaca0fae668b2eb5a5203d1217ca7c34c063c53d087 \
+    --hash=sha256:4865cd1d419e0c7a7bf6de1777b185eebdc51470800a9f42b9e9decf17762081 \
+    --hash=sha256:4cfb5c62ce023dfc410d6059c936dcf96442ba40814aefbfa575425a3a7f19dc \
+    --hash=sha256:4d63ee447261e963af02642ffcb864e5a2ee4cbfd78080657a9880b8b1868e18 \
+    --hash=sha256:570ef7cf892f0afbe5b2ee410c507ce12e15a5fa91017a0009f79f7d93a1268f \
+    --hash=sha256:637f674226be46f6ba372fd29d9523dd977a291f66ab2a74fbeb5530bb3f445d \
+    --hash=sha256:68a32389b06b82c2fdd68276148d7b9275b5f5cf13e5417e4252f6d1a34f72a2 \
+    --hash=sha256:69375194457ad0fad3a839b9e29aa0b0ed53bb54db1bfb6c3ae43d111c31ce41 \
+    --hash=sha256:6cb6cc968059db9c62cb35fbf70248f40994dfcd7aa10444bbf8b3faeb7c2d67 \
+    --hash=sha256:710a26b3dc80c0e4febf04555de66f5fd17e9cf7170a7b08000601a10570bda6 \
+    --hash=sha256:732896af21716b29ab3e988d4ce14bc5133733b85956316fb0c56355f398099b \
+    --hash=sha256:75ee7cb1a14c617f34a51d11fa7524173e56551646828353c4af859c56b766e2 \
+    --hash=sha256:76a896b2f195b57db25d6b44e7e03f221d32fe318d03ede41f8b4d9ba1bff53c \
+    --hash=sha256:76c905ef940a4474a6289c71d53122a4f77766eef23c03cd57016ce19d0f7b42 \
+    --hash=sha256:7a52040312b1a858b5e31ef28c2e865376a386c60c0e248370bbea2d3f3b760d \
+    --hash=sha256:7ffa0db17717a8ffb127efd0c95a4362d996b892c2904db72428d5b52e1938a4 \
+    --hash=sha256:81cb5ed4952aae6014bc9d0421dec7c5835c9c8c31cdf51910b708f548cf58e5 \
+    --hash=sha256:834e0cfe17ba12f79963861e0f908556b2cedd52e1f75e6578801febcc6a9f49 \
+    --hash=sha256:87ddffef1dbe5e669b5c2440b643d3fdd8622a348fe1983fad7a0f0ccb1cd67b \
+    --hash=sha256:880ea32e5c774634f9fcd46504bf9f080a41ad855f4fef54f5380f5133d343c7 \
+    --hash=sha256:8ca947601224119117f7c19c9cdf6b3ab54c5726ef1d906aa4a69dfb6dd58102 \
+    --hash=sha256:90f73a5116ad1ba7174341ef3ea5c3150ddf20b024b98fb0c3b29034752c8aeb \
+    --hash=sha256:92f8557cbb07415a4d6fa191f20fd9d2d9eb9c0b61d1b2f52a8926e43c6e9af7 \
+    --hash=sha256:94e848a6b83da10898cbf1311a815f770acc9b6a3f2d646f330d57eb4e87592e \
+    --hash=sha256:9c0da700bf58f6e0b65312d0a5e695179a71d0163957fa381bb3c1f72972537c \
+    --hash=sha256:a11077e395f67ffc2c44ec2418cfebed032cd6da3022a94fc227b6faf8e2acb8 \
+    --hash=sha256:aea348f053c645100612b333adc5983d87be69acdc6d77d3169c090d3b01dc35 \
+    --hash=sha256:b11b39aea6be6764f84360fce6c82211a9db32a7c7de8fa6dd5397cf1d079c3b \
+    --hash=sha256:c6c7c2408b7048082932cf4e641fa3b8ca848259212f51c8c59c45aa7ac18f14 \
+    --hash=sha256:c6ec93afeb848a0845a18989da3beca3eec2c0f852322efe21af1931147d12cb \
+    --hash=sha256:cacd81e2d4b6f89c9f8a5b69b86490152ff39afc58a95af002a398273e5ce589 \
+    --hash=sha256:d402880b84df3bec6eab53cd0cf802cae6a2ef9537e70cf75e91618a3801c20c \
+    --hash=sha256:d51fca85f9f7ad0b65b4b9fe800406d0d77017d7270d31ec3fb1cc07358fdea0 \
+    --hash=sha256:d73f659398a0904e125280836ae6f88ba9b178b2fed6884f3b1f95b989d2c8da \
+    --hash=sha256:d78ab28a03c854a873787a0a42254a0ccb3cb133c672f645c9f9c8f3ae9d0800 \
+    --hash=sha256:da84c537cb8b97d153e9fb208c221c45605f73147bd4cadd23bdae915042aad6 \
+    --hash=sha256:dbc4c3217eee163fa3984fd1567632b48d6dfd29216da3ded3d7b844a8014a66 \
+    --hash=sha256:e12968fdfd5bb45ffdf6192a590bd8ddd3ba9e58360b29683c6bb71a7b41edca \
+    --hash=sha256:e1fd23e9d01591bab45546c089ae89d926917a66dceb3abcf01f6105d927e2cb \
+    --hash=sha256:e8134301d7e204c88ed7ab50028ba06c683000040ede1d617298611f9dc6240c \
+    --hash=sha256:eb8b141bb00fa977d9122636b16aa67d37fd40a3d8b52dd837e536d64b9a4d06 \
+    --hash=sha256:eca7e17a65f72a5133bdbec9ecf22401c62bcf4821361ef7811faee695799779 \
+    --hash=sha256:f317576606de89da6b7e0861cf6061f6146ead3528acabff9236458a6ba467f8 \
+    --hash=sha256:fd2a0fc506eccaaa7595b7e1418951f213cf8255be2600f1ea1b61e46a60c55f \
+    --hash=sha256:fe41b41505a5a33aeaed2a613dccaeaa74e0e3ead6dd6fd3a118fb471644fd6c
+    # via matplotlib
 crcmod==1.7 \
     --hash=sha256:dc7051a0db5f2bd48665a990d3ec1cc305a466a77358ca4492826f41f283601e
     # via apache-beam
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
 debugpy==1.8.14 \
     --hash=sha256:0f920c7f9af409d90f5fd26e313e119d908b0dd2952c2393cd3247a462331f15 \
     --hash=sha256:1b2ac8c13b2645e0b1eaf30e816404990fbdb168e193322be8f545e8c01644a9 \
@@ -411,6 +482,66 @@ flatbuffers==25.2.10 \
     --hash=sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e \
     --hash=sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051
     # via tensorflow
+fonttools==4.59.2 \
+    --hash=sha256:036cd87a2dbd7ef72f7b68df8314ced00b8d9973aee296f2464d06a836aeb9a9 \
+    --hash=sha256:0476ea74161322e08c7a982f83558a2b81b491509984523a1a540baf8611cc31 \
+    --hash=sha256:0ec99f9bdfee9cdb4a9172f9e8fd578cce5feb231f598909e0aecf5418da4f25 \
+    --hash=sha256:12dc4670e6e6cc4553e8de190f86a549e08ca83a036363115d94a2d67488831e \
+    --hash=sha256:14870930181493b1d740b6f25483e20185e5aea58aec7d266d16da7be822b4bb \
+    --hash=sha256:1603b85d5922042563eea518e272b037baf273b9a57d0f190852b0b075079000 \
+    --hash=sha256:1647201af10993090120da2e66e9526c4e20e88859f3e34aa05b8c24ded2a564 \
+    --hash=sha256:1a1bfe5378962825dabe741720885e8b9ae9745ec7ecc4a5ec1f1ce59a6062bf \
+    --hash=sha256:2543b81641ea5b8ddfcae7926e62aafd5abc604320b1b119e5218c014a7a5d3c \
+    --hash=sha256:2a159e36ae530650acd13604f364b3a2477eff7408dcac6a640d74a3744d2514 \
+    --hash=sha256:381bde13216ba09489864467f6bc0c57997bd729abfbb1ce6f807ba42c06cceb \
+    --hash=sha256:39ad9612c6a622726a6a130e8ab15794558591f999673f1ee7d2f3d30f6a3e1c \
+    --hash=sha256:3cdf9d32690f0e235342055f0a6108eedfccf67b213b033bac747eb809809513 \
+    --hash=sha256:464d15b58a9fd4304c728735fc1d42cd812fd9ebc27c45b18e78418efd337c28 \
+    --hash=sha256:47742c33fe65f41eabed36eec2d7313a8082704b7b808752406452f766c573fc \
+    --hash=sha256:4d974312a9f405628e64f475b1f5015a61fd338f0a1b61d15c4822f97d6b045b \
+    --hash=sha256:511946e8d7ea5c0d6c7a53c4cb3ee48eda9ab9797cd9bf5d95829a398400354f \
+    --hash=sha256:53c1a411b7690042535a4f0edf2120096a39a506adeb6c51484a232e59f2aa0c \
+    --hash=sha256:5729e12a982dba3eeae650de48b06f3b9ddb51e9aee2fcaf195b7d09a96250e2 \
+    --hash=sha256:594a6fd2f8296583ac7babc4880c8deee7c4f05ab0141addc6bce8b8e367e996 \
+    --hash=sha256:59d85088e29fa7a8f87d19e97a1beae2a35821ee48d8ef6d2c4f965f26cb9f8a \
+    --hash=sha256:6235fc06bcbdb40186f483ba9d5d68f888ea68aa3c8dac347e05a7c54346fbc8 \
+    --hash=sha256:67f9640d6b31d66c0bc54bdbe8ed50983c755521c101576a25e377a8711e8207 \
+    --hash=sha256:6dee142b8b3096514c96ad9e2106bf039e2fe34a704c587585b569a36df08c3c \
+    --hash=sha256:738f31f23e0339785fd67652a94bc69ea49e413dfdb14dcb8c8ff383d249464e \
+    --hash=sha256:7ad5d8d8cc9e43cb438b3eb4a0094dd6d4088daa767b0a24d52529361fd4c199 \
+    --hash=sha256:7bb32e0e33795e3b7795bb9b88cb6a9d980d3cbe26dd57642471be547708e17a \
+    --hash=sha256:7ff58ea1eb8fc7e05e9a949419f031890023f8785c925b44d6da17a6a7d6e85d \
+    --hash=sha256:82906d002c349cad647a7634b004825a7335f8159d0d035ae89253b4abf6f3ea \
+    --hash=sha256:83ad6e5d06ef3a2884c4fa6384a20d6367b5cfe560e3b53b07c9dc65a7020e73 \
+    --hash=sha256:8991bdbae39cf78bcc9cd3d81f6528df1f83f2e7c23ccf6f990fa1f0b6e19708 \
+    --hash=sha256:8bd0f759020e87bb5d323e6283914d9bf4ae35a7307dafb2cbd1e379e720ad37 \
+    --hash=sha256:8bd733e47bf4c6dee2b2d8af7a1f7b0c091909b22dbb969a29b2b991e61e5ba4 \
+    --hash=sha256:8e5e2682cf7be766d84f462ba8828d01e00c8751a8e8e7ce12d7784ccb69a30d \
+    --hash=sha256:92ac2d45794f95d1ad4cb43fa07e7e3776d86c83dc4b9918cf82831518165b4b \
+    --hash=sha256:95807a3b5e78f2714acaa26a33bc2143005cc05c0217b322361a772e59f32b89 \
+    --hash=sha256:95922a922daa1f77cc72611747c156cfb38030ead72436a2c551d30ecef519b9 \
+    --hash=sha256:980fd7388e461b19a881d35013fec32c713ffea1fc37aef2f77d11f332dfd7da \
+    --hash=sha256:9836394e2f4ce5f9c0a7690ee93bd90aa1adc6b054f1a57b562c5d242c903104 \
+    --hash=sha256:9cde8b6a6b05f68516573523f2013a3574cb2c75299d7d500f44de82ba947b80 \
+    --hash=sha256:a039c38d5644c691eb53cd65360921338f54e44c90b4e764605711e046c926ee \
+    --hash=sha256:a10c1bd7644dc58f8862d8ba0cf9fb7fef0af01ea184ba6ce3f50ab7dfe74d5a \
+    --hash=sha256:a72155928d7053bbde499d32a9c77d3f0f3d29ae72b5a121752481bcbd71e50f \
+    --hash=sha256:a8d40594982ed858780e18a7e4c80415af65af0f22efa7de26bdd30bf24e1e14 \
+    --hash=sha256:af6dbd463a3530256abf21f675ddf87646272bc48901803a185c49d06287fbf1 \
+    --hash=sha256:b3ebda00c3bb8f32a740b72ec38537d54c7c09f383a4cfefb0b315860f825b08 \
+    --hash=sha256:c52694eae5d652361d59ecdb5a2246bff7cff13b6367a12da8499e9df56d148d \
+    --hash=sha256:cdcdf7aad4bab7fd0f2938624a5a84eb4893be269f43a6701b0720b726f24df0 \
+    --hash=sha256:d029804c70fddf90be46ed5305c136cae15800a2300cb0f6bba96d48e770dde0 \
+    --hash=sha256:d09e487d6bfbe21195801323ba95c91cb3523f0fcc34016454d4d9ae9eaa57fe \
+    --hash=sha256:dec2f22486d7781087b173799567cffdcc75e9fb2f1c045f05f8317ccce76a3e \
+    --hash=sha256:e4f5100e66ec307cce8b52fc03e379b5d1596e9cb8d8b19dfeeccc1e68d86c96 \
+    --hash=sha256:e72c0749b06113f50bcb80332364c6be83a9582d6e3db3fe0b280f996dc2ef22 \
+    --hash=sha256:e937790f3c2c18a1cbc7da101550a84319eb48023a715914477d2e7faeaba570 \
+    --hash=sha256:f1f1bbc23ba1312bd8959896f46f667753b90216852d2a8cfa2d07e0cb234144 \
+    --hash=sha256:f33839aa091f7eef4e9078f5b7ab1b8ea4b1d8a50aeaef9fdb3611bba80869ec \
+    --hash=sha256:fa9ecaf2dcef8941fb5719e16322345d730f4c40599bbf47c9753de40eb03882 \
+    --hash=sha256:fc21c4a05226fd39715f66c1c28214862474db50df9f08fd1aa2f96698887bc3
+    # via matplotlib
 frozenlist==1.5.0 \
     --hash=sha256:000a77d6034fbad9b6bb880f7ec073027908f1b40254b5d6f26210d2dab1240e \
     --hash=sha256:03d33c2ddbc1816237a67f66336616416e2bbb6beb306e5f890f2eb22b959cdf \
@@ -953,6 +1084,122 @@ kfp-pipeline-spec==0.2.2 \
 kfp-server-api==2.0.5 \
     --hash=sha256:c9cfbf0e87271d3bfe96e5ecc9ffbdd6ab566bc1c9a9ddc2a39d7698a16e26ff
     # via kfp
+kiwisolver==1.4.7 \
+    --hash=sha256:073a36c8273647592ea332e816e75ef8da5c303236ec0167196793eb1e34657a \
+    --hash=sha256:08471d4d86cbaec61f86b217dd938a83d85e03785f51121e791a6e6689a3be95 \
+    --hash=sha256:0c18ec74c0472de033e1bebb2911c3c310eef5649133dd0bedf2a169a1b269e5 \
+    --hash=sha256:0c6c43471bc764fad4bc99c5c2d6d16a676b1abf844ca7c8702bdae92df01ee0 \
+    --hash=sha256:10849fb2c1ecbfae45a693c070e0320a91b35dd4bcf58172c023b994283a124d \
+    --hash=sha256:18077b53dc3bb490e330669a99920c5e6a496889ae8c63b58fbc57c3d7f33a18 \
+    --hash=sha256:18e0cca3e008e17fe9b164b55735a325140a5a35faad8de92dd80265cd5eb80b \
+    --hash=sha256:22f499f6157236c19f4bbbd472fa55b063db77a16cd74d49afe28992dff8c258 \
+    --hash=sha256:2a8781ac3edc42ea4b90bc23e7d37b665d89423818e26eb6df90698aa2287c95 \
+    --hash=sha256:2e6039dcbe79a8e0f044f1c39db1986a1b8071051efba3ee4d74f5b365f5226e \
+    --hash=sha256:34ea1de54beef1c104422d210c47c7d2a4999bdecf42c7b5718fbe59a4cac383 \
+    --hash=sha256:3ab58c12a2cd0fc769089e6d38466c46d7f76aced0a1f54c77652446733d2d02 \
+    --hash=sha256:3abc5b19d24af4b77d1598a585b8a719beb8569a71568b66f4ebe1fb0449460b \
+    --hash=sha256:3bf1ed55088f214ba6427484c59553123fdd9b218a42bbc8c6496d6754b1e523 \
+    --hash=sha256:3ce6b2b0231bda412463e152fc18335ba32faf4e8c23a754ad50ffa70e4091ee \
+    --hash=sha256:3da53da805b71e41053dc670f9a820d1157aae77b6b944e08024d17bcd51ef88 \
+    --hash=sha256:3f9362ecfca44c863569d3d3c033dbe8ba452ff8eed6f6b5806382741a1334bd \
+    --hash=sha256:409afdfe1e2e90e6ee7fc896f3df9a7fec8e793e58bfa0d052c8a82f99c37abb \
+    --hash=sha256:40fa14dbd66b8b8f470d5fc79c089a66185619d31645f9b0773b88b19f7223c4 \
+    --hash=sha256:4322872d5772cae7369f8351da1edf255a604ea7087fe295411397d0cfd9655e \
+    --hash=sha256:44756f9fd339de0fb6ee4f8c1696cfd19b2422e0d70b4cefc1cc7f1f64045a8c \
+    --hash=sha256:46707a10836894b559e04b0fd143e343945c97fd170d69a2d26d640b4e297935 \
+    --hash=sha256:48b571ecd8bae15702e4f22d3ff6a0f13e54d3d00cd25216d5e7f658242065ee \
+    --hash=sha256:48be928f59a1f5c8207154f935334d374e79f2b5d212826307d072595ad76a2e \
+    --hash=sha256:4bfa75a048c056a411f9705856abfc872558e33c055d80af6a380e3658766038 \
+    --hash=sha256:4c00336b9dd5ad96d0a558fd18a8b6f711b7449acce4c157e7343ba92dd0cf3d \
+    --hash=sha256:4c26ed10c4f6fa6ddb329a5120ba3b6db349ca192ae211e882970bfc9d91420b \
+    --hash=sha256:4d05d81ecb47d11e7f8932bd8b61b720bf0b41199358f3f5e36d38e28f0532c5 \
+    --hash=sha256:4e77f2126c3e0b0d055f44513ed349038ac180371ed9b52fe96a32aa071a5107 \
+    --hash=sha256:5337ec7809bcd0f424c6b705ecf97941c46279cf5ed92311782c7c9c2026f07f \
+    --hash=sha256:5360cc32706dab3931f738d3079652d20982511f7c0ac5711483e6eab08efff2 \
+    --hash=sha256:58370b1ffbd35407444d57057b57da5d6549d2d854fa30249771775c63b5fe17 \
+    --hash=sha256:58cb20602b18f86f83a5c87d3ee1c766a79c0d452f8def86d925e6c60fbf7bfb \
+    --hash=sha256:599b5c873c63a1f6ed7eead644a8a380cfbdf5db91dcb6f85707aaab213b1674 \
+    --hash=sha256:5b7dfa3b546da08a9f622bb6becdb14b3e24aaa30adba66749d38f3cc7ea9706 \
+    --hash=sha256:5b9c3f4ee0b9a439d2415012bd1b1cc2df59e4d6a9939f4d669241d30b414327 \
+    --hash=sha256:5d34eb8494bea691a1a450141ebb5385e4b69d38bb8403b5146ad279f4b30fa3 \
+    --hash=sha256:5d5abf8f8ec1f4e22882273c423e16cae834c36856cac348cfbfa68e01c40f3a \
+    --hash=sha256:5e3bc157fed2a4c02ec468de4ecd12a6e22818d4f09cde2c31ee3226ffbefab2 \
+    --hash=sha256:612a10bdae23404a72941a0fc8fa2660c6ea1217c4ce0dbcab8a8f6543ea9e7f \
+    --hash=sha256:657a05857bda581c3656bfc3b20e353c232e9193eb167766ad2dc58b56504948 \
+    --hash=sha256:65e720d2ab2b53f1f72fb5da5fb477455905ce2c88aaa671ff0a447c2c80e8e3 \
+    --hash=sha256:693902d433cf585133699972b6d7c42a8b9f8f826ebcaf0132ff55200afc599e \
+    --hash=sha256:6af936f79086a89b3680a280c47ea90b4df7047b5bdf3aa5c524bbedddb9e545 \
+    --hash=sha256:71bb308552200fb2c195e35ef05de12f0c878c07fc91c270eb3d6e41698c3bcc \
+    --hash=sha256:764202cc7e70f767dab49e8df52c7455e8de0df5d858fa801a11aa0d882ccf3f \
+    --hash=sha256:76c8094ac20ec259471ac53e774623eb62e6e1f56cd8690c67ce6ce4fcb05650 \
+    --hash=sha256:78a42513018c41c2ffd262eb676442315cbfe3c44eed82385c2ed043bc63210a \
+    --hash=sha256:79849239c39b5e1fd906556c474d9b0439ea6792b637511f3fe3a41158d89ca8 \
+    --hash=sha256:7ab9ccab2b5bd5702ab0803676a580fffa2aa178c2badc5557a84cc943fcf750 \
+    --hash=sha256:7bbfcb7165ce3d54a3dfbe731e470f65739c4c1f85bb1018ee912bae139e263b \
+    --hash=sha256:7c06a4c7cf15ec739ce0e5971b26c93638730090add60e183530d70848ebdd34 \
+    --hash=sha256:801fa7802e5cfabe3ab0c81a34c323a319b097dfb5004be950482d882f3d7225 \
+    --hash=sha256:803b8e1459341c1bb56d1c5c010406d5edec8a0713a0945851290a7930679b51 \
+    --hash=sha256:82a5c2f4b87c26bb1a0ef3d16b5c4753434633b83d365cc0ddf2770c93829e3c \
+    --hash=sha256:84ec80df401cfee1457063732d90022f93951944b5b58975d34ab56bb150dfb3 \
+    --hash=sha256:8705f17dfeb43139a692298cb6637ee2e59c0194538153e83e9ee0c75c2eddde \
+    --hash=sha256:88a9ca9c710d598fd75ee5de59d5bda2684d9db36a9f50b6125eaea3969c2599 \
+    --hash=sha256:88f17c5ffa8e9462fb79f62746428dd57b46eb931698e42e990ad63103f35e6c \
+    --hash=sha256:8a3ec5aa8e38fc4c8af308917ce12c536f1c88452ce554027e55b22cbbfbff76 \
+    --hash=sha256:8a9c83f75223d5e48b0bc9cb1bf2776cf01563e00ade8775ffe13b0b6e1af3a6 \
+    --hash=sha256:8b01aac285f91ca889c800042c35ad3b239e704b150cfd3382adfc9dcc780e39 \
+    --hash=sha256:8d53103597a252fb3ab8b5845af04c7a26d5e7ea8122303dd7a021176a87e8b9 \
+    --hash=sha256:8e045731a5416357638d1700927529e2b8ab304811671f665b225f8bf8d8f933 \
+    --hash=sha256:8f0ea6da6d393d8b2e187e6a5e3fb81f5862010a40c3945e2c6d12ae45cfb2ad \
+    --hash=sha256:90da3b5f694b85231cf93586dad5e90e2d71b9428f9aad96952c99055582f520 \
+    --hash=sha256:913983ad2deb14e66d83c28b632fd35ba2b825031f2fa4ca29675e665dfecbe1 \
+    --hash=sha256:9242795d174daa40105c1d86aba618e8eab7bf96ba8c3ee614da8302a9f95503 \
+    --hash=sha256:929e294c1ac1e9f615c62a4e4313ca1823ba37326c164ec720a803287c4c499b \
+    --hash=sha256:933d4de052939d90afbe6e9d5273ae05fb836cc86c15b686edd4b3560cc0ee36 \
+    --hash=sha256:942216596dc64ddb25adb215c3c783215b23626f8d84e8eff8d6d45c3f29f75a \
+    --hash=sha256:94252291e3fe68001b1dd747b4c0b3be12582839b95ad4d1b641924d68fd4643 \
+    --hash=sha256:9893ff81bd7107f7b685d3017cc6583daadb4fc26e4a888350df530e41980a60 \
+    --hash=sha256:9e838bba3a3bac0fe06d849d29772eb1afb9745a59710762e4ba3f4cb8424483 \
+    --hash=sha256:a0f64a48bb81af7450e641e3fe0b0394d7381e342805479178b3d335d60ca7cf \
+    --hash=sha256:a17f6a29cf8935e587cc8a4dbfc8368c55edc645283db0ce9801016f83526c2d \
+    --hash=sha256:a1ecf0ac1c518487d9d23b1cd7139a6a65bc460cd101ab01f1be82ecf09794b6 \
+    --hash=sha256:a79ae34384df2b615eefca647a2873842ac3b596418032bef9a7283675962644 \
+    --hash=sha256:a91b5f9f1205845d488c928e8570dcb62b893372f63b8b6e98b863ebd2368ff2 \
+    --hash=sha256:aa0abdf853e09aff551db11fce173e2177d00786c688203f52c87ad7fcd91ef9 \
+    --hash=sha256:ac542bf38a8a4be2dc6b15248d36315ccc65f0743f7b1a76688ffb6b5129a5c2 \
+    --hash=sha256:ad42ba922c67c5f219097b28fae965e10045ddf145d2928bfac2eb2e17673640 \
+    --hash=sha256:aeb3531b196ef6f11776c21674dba836aeea9d5bd1cf630f869e3d90b16cfade \
+    --hash=sha256:b38ac83d5f04b15e515fd86f312479d950d05ce2368d5413d46c088dda7de90a \
+    --hash=sha256:b7d755065e4e866a8086c9bdada157133ff466476a2ad7861828e17b6026e22c \
+    --hash=sha256:bd3de6481f4ed8b734da5df134cd5a6a64fe32124fe83dde1e5b5f29fe30b1e6 \
+    --hash=sha256:bfa1acfa0c54932d5607e19a2c24646fb4c1ae2694437789129cf099789a3b00 \
+    --hash=sha256:c619b101e6de2222c1fcb0531e1b17bbffbe54294bfba43ea0d411d428618c27 \
+    --hash=sha256:ce8be0466f4c0d585cdb6c1e2ed07232221df101a4c6f28821d2aa754ca2d9e2 \
+    --hash=sha256:cf0438b42121a66a3a667de17e779330fc0f20b0d97d59d2f2121e182b0505e4 \
+    --hash=sha256:cf8bcc23ceb5a1b624572a1623b9f79d2c3b337c8c455405ef231933a10da379 \
+    --hash=sha256:d2b0e12a42fb4e72d509fc994713d099cbb15ebf1103545e8a45f14da2dfca54 \
+    --hash=sha256:d83db7cde68459fc803052a55ace60bea2bae361fc3b7a6d5da07e11954e4b09 \
+    --hash=sha256:dda56c24d869b1193fcc763f1284b9126550eaf84b88bbc7256e15028f19188a \
+    --hash=sha256:dea0bf229319828467d7fca8c7c189780aa9ff679c94539eed7532ebe33ed37c \
+    --hash=sha256:e1631290ee9271dffe3062d2634c3ecac02c83890ada077d225e081aca8aab89 \
+    --hash=sha256:e28c7fea2196bf4c2f8d46a0415c77a1c480cc0724722f23d7410ffe9842c407 \
+    --hash=sha256:e2e6c39bd7b9372b0be21456caab138e8e69cc0fc1190a9dfa92bd45a1e6e904 \
+    --hash=sha256:e33e8fbd440c917106b237ef1a2f1449dfbb9b6f6e1ce17c94cd6a1e0d438376 \
+    --hash=sha256:e8df2eb9b2bac43ef8b082e06f750350fbbaf2887534a5be97f6cf07b19d9583 \
+    --hash=sha256:e968b84db54f9d42046cf154e02911e39c0435c9801681e3fc9ce8a3c4130278 \
+    --hash=sha256:eb542fe7933aa09d8d8f9d9097ef37532a7df6497819d16efe4359890a2f417a \
+    --hash=sha256:edcfc407e4eb17e037bca59be0e85a2031a2ac87e4fed26d3e9df88b4165f92d \
+    --hash=sha256:eee3ea935c3d227d49b4eb85660ff631556841f6e567f0f7bda972df6c2c9935 \
+    --hash=sha256:ef97b8df011141c9b0f6caf23b29379f87dd13183c978a30a3c546d2c47314cb \
+    --hash=sha256:f106407dda69ae456dd1227966bf445b157ccc80ba0dff3802bb63f30b74e895 \
+    --hash=sha256:f3160309af4396e0ed04db259c3ccbfdc3621b5559b5453075e5de555e1f3a1b \
+    --hash=sha256:f32d6edbc638cde7652bd690c3e728b25332acbadd7cad670cc4a02558d9c417 \
+    --hash=sha256:f37cfe618a117e50d8c240555331160d73d0411422b59b5ee217843d7b693608 \
+    --hash=sha256:f4c9aee212bc89d4e13f58be11a56cc8036cabad119259d12ace14b34476fd07 \
+    --hash=sha256:f4d742cb7af1c28303a51b7a27aaee540e71bb8e24f68c736f6f2ffc82f2bf05 \
+    --hash=sha256:f5a8b53bdc0b3961f8b6125e198617c40aeed638b387913bf1ce78afb1b0be2a \
+    --hash=sha256:f816dd2277f8d63d79f9c8473a79fe54047bc0467754962840782c575522224d \
+    --hash=sha256:f9a9e8a507420fe35992ee9ecb302dab68550dedc0da9e2880dd88071c5fb052
+    # via matplotlib
 kubernetes==26.1.0 \
     --hash=sha256:5854b0c508e8d217ca205591384ab58389abdae608576f9c9afc35a3c76a366c \
     --hash=sha256:e3db6800abf7e36c38d2629b5cb6b74d10988ee0cba6fba45595a7cbe60c0042
@@ -1043,6 +1290,49 @@ markupsafe==3.0.2 \
     #   jinja2
     #   nbconvert
     #   werkzeug
+matplotlib==3.6.3 \
+    --hash=sha256:01b7f521a9a73c383825813af255f8c4485d1706e4f3e2ed5ae771e4403a40ab \
+    --hash=sha256:11011c97d62c1db7bc20509572557842dbb8c2a2ddd3dd7f20501aa1cde3e54e \
+    --hash=sha256:1183877d008c752d7d535396096c910f4663e4b74a18313adee1213328388e1e \
+    --hash=sha256:12f999661589981e74d793ee2f41b924b3b87d65fd929f6153bf0f30675c59b1 \
+    --hash=sha256:1c235bf9be052347373f589e018988cad177abb3f997ab1a2e2210c41562cc0c \
+    --hash=sha256:1f4d69707b1677560cd952544ee4962f68ff07952fb9069ff8c12b56353cb8c9 \
+    --hash=sha256:1fcc4cad498533d3c393a160975acc9b36ffa224d15a6b90ae579eacee5d8579 \
+    --hash=sha256:2787a16df07370dcba385fe20cdd0cc3cfaabd3c873ddabca78c10514c799721 \
+    --hash=sha256:29f17b7f2e068dc346687cbdf80b430580bab42346625821c2d3abf3a1ec5417 \
+    --hash=sha256:38d38cb1ea1d80ee0f6351b65c6f76cad6060bbbead015720ba001348ae90f0c \
+    --hash=sha256:3f56a7252eee8f3438447f75f5e1148a1896a2756a92285fe5d73bed6deebff4 \
+    --hash=sha256:5223affa21050fb6118353c1380c15e23aedfb436bf3e162c26dc950617a7519 \
+    --hash=sha256:57ad1aee29043163374bfa8990e1a2a10ff72c9a1bfaa92e9c46f6ea59269121 \
+    --hash=sha256:59400cc9451094b7f08cc3f321972e6e1db4cd37a978d4e8a12824bf7fd2f03b \
+    --hash=sha256:68d94a436f62b8a861bf3ace82067a71bafb724b4e4f9133521e4d8012420dd7 \
+    --hash=sha256:6adc441b5b2098a4b904bbf9d9e92fb816fef50c55aa2ea6a823fc89b94bb838 \
+    --hash=sha256:6d81b11ede69e3a751424b98dc869c96c10256b2206bfdf41f9c720eee86844c \
+    --hash=sha256:73b93af33634ed919e72811c9703e1105185cd3fb46d76f30b7f4cfbbd063f89 \
+    --hash=sha256:77b384cee7ab8cf75ffccbfea351a09b97564fc62d149827a5e864bec81526e5 \
+    --hash=sha256:79e501eb847f4a489eb7065bb8d3187117f65a4c02d12ea3a19d6c5bef173bcc \
+    --hash=sha256:809119d1cba3ece3c9742eb01827fe7a0e781ea3c5d89534655a75e07979344f \
+    --hash=sha256:80c166a0e28512e26755f69040e6bf2f946a02ffdb7c00bf6158cca3d2b146e6 \
+    --hash=sha256:81b409b2790cf8d7c1ef35920f01676d2ae7afa8241844e7aa5484fdf493a9a0 \
+    --hash=sha256:994637e2995b0342699b396a320698b07cd148bbcf2dd2fa2daba73f34dd19f2 \
+    --hash=sha256:9ceebaf73f1a3444fa11014f38b9da37ff7ea328d6efa1652241fe3777bfdab9 \
+    --hash=sha256:9fb8fb19d03abf3c5dab89a8677e62c4023632f919a62b6dd1d6d2dbf42cd9f5 \
+    --hash=sha256:acc3b1a4bddbf56fe461e36fb9ef94c2cb607fc90d24ccc650040bfcc7610de4 \
+    --hash=sha256:bbddfeb1495484351fb5b30cf5bdf06b3de0bc4626a707d29e43dfd61af2a780 \
+    --hash=sha256:bbf269e1d24bc25247095d71c7a969813f7080e2a7c6fa28931a603f747ab012 \
+    --hash=sha256:bebcff4c3ed02c6399d47329f3554193abd824d3d53b5ca02cf583bcd94470e2 \
+    --hash=sha256:c3f08df2ac4636249b8bc7a85b8b82c983bef1441595936f62c2918370ca7e1d \
+    --hash=sha256:ca94f0362f6b6f424b555b956971dcb94b12d0368a6c3e07dc7a40d32d6d873d \
+    --hash=sha256:d00c248ab6b92bea3f8148714837937053a083ff03b4c5e30ed37e28fc0e7e56 \
+    --hash=sha256:d2cfaa7fd62294d945b8843ea24228a27c8e7c5b48fa634f3c168153b825a21b \
+    --hash=sha256:d5f18430f5cfa5571ab8f4c72c89af52aa0618e864c60028f11a857d62200cba \
+    --hash=sha256:debeab8e2ab07e5e3dac33e12456da79c7e104270d2b2d1df92b9e40347cca75 \
+    --hash=sha256:dfba7057609ca9567b9704626756f0142e97ec8c5ba2c70c6e7bd1c25ef99f06 \
+    --hash=sha256:e0a64d7cc336b52e90f59e6d638ae847b966f68582a7af041e063d568e814740 \
+    --hash=sha256:eb9421c403ffd387fbe729de6d9a03005bf42faba5e8432f4e51e703215b49fc \
+    --hash=sha256:faff486b36530a836a6b4395850322e74211cd81fc17f28b4904e1bd53668e3e \
+    --hash=sha256:ff2aa84e74f80891e6bcf292ebb1dd57714ffbe13177642d65fee25384a30894
+    # via gigl (python/pyproject.toml)
 matplotlib-inline==0.1.7 \
     --hash=sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90 \
     --hash=sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca
@@ -1379,8 +1669,10 @@ numpy==1.24.3 \
     --hash=sha256:f21c442fdd2805e91799fbe044a7b999b8571bb0ab0f7850d0cb9641a687092b
     # via
     #   apache-beam
+    #   contourpy
     #   gigl (python/pyproject.toml)
     #   h5py
+    #   matplotlib
     #   ml-dtypes
     #   pandas
     #   pyarrow
@@ -1406,7 +1698,9 @@ objsize==0.7.1 \
 omegaconf==2.3.0 \
     --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
     --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
-    # via hydra-core
+    # via
+    #   gigl (python/pyproject.toml)
+    #   hydra-core
 opentelemetry-api==1.31.1 \
     --hash=sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91 \
     --hash=sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1
@@ -1511,6 +1805,7 @@ packaging==24.2 \
     #   hydra-core
     #   ipykernel
     #   lightning-utilities
+    #   matplotlib
     #   nbconvert
     #   tensorflow
     #   torchmetrics
@@ -1570,6 +1865,114 @@ pexpect==4.9.0 \
     --hash=sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523 \
     --hash=sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f
     # via ipython
+pillow==11.3.0 \
+    --hash=sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2 \
+    --hash=sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214 \
+    --hash=sha256:040a5b691b0713e1f6cbe222e0f4f74cd233421e105850ae3b3c0ceda520f42e \
+    --hash=sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59 \
+    --hash=sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50 \
+    --hash=sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632 \
+    --hash=sha256:092c80c76635f5ecb10f3f83d76716165c96f5229addbd1ec2bdbbda7d496e06 \
+    --hash=sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a \
+    --hash=sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51 \
+    --hash=sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced \
+    --hash=sha256:106064daa23a745510dabce1d84f29137a37224831d88eb4ce94bb187b1d7e5f \
+    --hash=sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12 \
+    --hash=sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8 \
+    --hash=sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6 \
+    --hash=sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580 \
+    --hash=sha256:19d2ff547c75b8e3ff46f4d9ef969a06c30ab2d4263a9e287733aa8b2429ce8f \
+    --hash=sha256:1a992e86b0dd7aeb1f053cd506508c0999d710a8f07b4c791c63843fc6a807ac \
+    --hash=sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860 \
+    --hash=sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd \
+    --hash=sha256:1cd110edf822773368b396281a2293aeb91c90a2db00d78ea43e7e861631b722 \
+    --hash=sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8 \
+    --hash=sha256:23cff760a9049c502721bdb743a7cb3e03365fafcdfc2ef9784610714166e5a4 \
+    --hash=sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673 \
+    --hash=sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788 \
+    --hash=sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542 \
+    --hash=sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e \
+    --hash=sha256:30807c931ff7c095620fe04448e2c2fc673fcbb1ffe2a7da3fb39613489b1ddd \
+    --hash=sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8 \
+    --hash=sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523 \
+    --hash=sha256:3cee80663f29e3843b68199b9d6f4f54bd1d4a6b59bdd91bceefc51238bcb967 \
+    --hash=sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809 \
+    --hash=sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477 \
+    --hash=sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027 \
+    --hash=sha256:4445fa62e15936a028672fd48c4c11a66d641d2c05726c7ec1f8ba6a572036ae \
+    --hash=sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b \
+    --hash=sha256:465b9e8844e3c3519a983d58b80be3f668e2a7a5db97f2784e7079fbc9f9822c \
+    --hash=sha256:48d254f8a4c776de343051023eb61ffe818299eeac478da55227d96e241de53f \
+    --hash=sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e \
+    --hash=sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b \
+    --hash=sha256:504b6f59505f08ae014f724b6207ff6222662aab5cc9542577fb084ed0676ac7 \
+    --hash=sha256:527b37216b6ac3a12d7838dc3bd75208ec57c1c6d11ef01902266a5a0c14fc27 \
+    --hash=sha256:5418b53c0d59b3824d05e029669efa023bbef0f3e92e75ec8428f3799487f361 \
+    --hash=sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae \
+    --hash=sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d \
+    --hash=sha256:6359a3bc43f57d5b375d1ad54a0074318a0844d11b76abccf478c37c986d3cfc \
+    --hash=sha256:643f189248837533073c405ec2f0bb250ba54598cf80e8c1e043381a60632f58 \
+    --hash=sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad \
+    --hash=sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6 \
+    --hash=sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024 \
+    --hash=sha256:6a418691000f2a418c9135a7cf0d797c1bb7d9a485e61fe8e7722845b95ef978 \
+    --hash=sha256:6abdbfd3aea42be05702a8dd98832329c167ee84400a1d1f61ab11437f1717eb \
+    --hash=sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d \
+    --hash=sha256:7107195ddc914f656c7fc8e4a5e1c25f32e9236ea3ea860f257b0436011fddd0 \
+    --hash=sha256:71f511f6b3b91dd543282477be45a033e4845a40278fa8dcdbfdb07109bf18f9 \
+    --hash=sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f \
+    --hash=sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874 \
+    --hash=sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa \
+    --hash=sha256:7aee118e30a4cf54fdd873bd3a29de51e29105ab11f9aad8c32123f58c8f8081 \
+    --hash=sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149 \
+    --hash=sha256:7c8ec7a017ad1bd562f93dbd8505763e688d388cde6e4a010ae1486916e713e6 \
+    --hash=sha256:7d1aa4de119a0ecac0a34a9c8bde33f34022e2e8f99104e47a3ca392fd60e37d \
+    --hash=sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd \
+    --hash=sha256:819931d25e57b513242859ce1876c58c59dc31587847bf74cfe06b2e0cb22d2f \
+    --hash=sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c \
+    --hash=sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31 \
+    --hash=sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e \
+    --hash=sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db \
+    --hash=sha256:89bd777bc6624fe4115e9fac3352c79ed60f3bb18651420635f26e643e3dd1f6 \
+    --hash=sha256:8dc70ca24c110503e16918a658b869019126ecfe03109b754c402daff12b3d9f \
+    --hash=sha256:91da1d88226663594e3f6b4b8c3c8d85bd504117d043740a8e0ec449087cc494 \
+    --hash=sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69 \
+    --hash=sha256:932c754c2d51ad2b2271fd01c3d121daaa35e27efae2a616f77bf164bc0b3e94 \
+    --hash=sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77 \
+    --hash=sha256:97afb3a00b65cc0804d1c7abddbf090a81eaac02768af58cbdcaaa0a931e0b6d \
+    --hash=sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7 \
+    --hash=sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a \
+    --hash=sha256:9ab6ae226de48019caa8074894544af5b53a117ccb9d3b3dcb2871464c829438 \
+    --hash=sha256:9c412fddd1b77a75aa904615ebaa6001f169b26fd467b4be93aded278266b288 \
+    --hash=sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b \
+    --hash=sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635 \
+    --hash=sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3 \
+    --hash=sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d \
+    --hash=sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe \
+    --hash=sha256:b4b8f3efc8d530a1544e5962bd6b403d5f7fe8b9e08227c6b255f98ad82b4ba0 \
+    --hash=sha256:b5f56c3f344f2ccaf0dd875d3e180f631dc60a51b314295a3e681fe8cf851fbe \
+    --hash=sha256:be5463ac478b623b9dd3937afd7fb7ab3d79dd290a28e2b6df292dc75063eb8a \
+    --hash=sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805 \
+    --hash=sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8 \
+    --hash=sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36 \
+    --hash=sha256:cadc9e0ea0a2431124cde7e1697106471fc4c1da01530e679b2391c37d3fbb3a \
+    --hash=sha256:cc3e831b563b3114baac7ec2ee86819eb03caa1a2cef0b481a5675b59c4fe23b \
+    --hash=sha256:cd8ff254faf15591e724dc7c4ddb6bf4793efcbe13802a4ae3e863cd300b493e \
+    --hash=sha256:d000f46e2917c705e9fb93a3606ee4a819d1e3aa7a9b442f6444f07e77cf5e25 \
+    --hash=sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12 \
+    --hash=sha256:e5c5858ad8ec655450a7c7df532e9842cf8df7cc349df7225c60d5d348c8aada \
+    --hash=sha256:e67d793d180c9df62f1f40aee3accca4829d3794c95098887edc18af4b8b780c \
+    --hash=sha256:ea944117a7974ae78059fcc1800e5d3295172bb97035c0c1d9345fca1419da71 \
+    --hash=sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d \
+    --hash=sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c \
+    --hash=sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6 \
+    --hash=sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1 \
+    --hash=sha256:f1f182ebd2303acf8c380a54f615ec883322593320a9b00438eb842c1f37ae50 \
+    --hash=sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653 \
+    --hash=sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c \
+    --hash=sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4 \
+    --hash=sha256:fe27fb049cdcca11f11a7bfda64043c37b30e6b91f10cb5bab275806c32f6ab3
+    # via matplotlib
 platformdirs==4.3.8 \
     --hash=sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc \
     --hash=sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4
@@ -1899,6 +2302,7 @@ pyparsing==3.2.3 \
     --hash=sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be
     # via
     #   httplib2
+    #   matplotlib
     #   pydot
     #   torch-geometric
 python-dateutil==2.9.0.post0 \
@@ -1911,6 +2315,7 @@ python-dateutil==2.9.0.post0 \
     #   jupyter-client
     #   kfp-server-api
     #   kubernetes
+    #   matplotlib
     #   pandas
 python-dotenv==1.0.0 \
     --hash=sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba \
diff --git a/requirements/dev_darwin_arm64_requirements_unified.txt b/requirements/dev_darwin_arm64_requirements_unified.txt
index 64e6ccf9..53daa6a9 100644
--- a/requirements/dev_darwin_arm64_requirements_unified.txt
+++ b/requirements/dev_darwin_arm64_requirements_unified.txt
@@ -1801,7 +1801,9 @@ objsize==0.7.1 \
 omegaconf==2.3.0 \
     --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
     --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
-    # via hydra-core
+    # via
+    #   gigl (python/pyproject.toml)
+    #   hydra-core
 opentelemetry-api==1.31.1 \
     --hash=sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91 \
     --hash=sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1
diff --git a/requirements/dev_linux_cpu_requirements_unified.txt b/requirements/dev_linux_cpu_requirements_unified.txt
index 1217c969..37d74ea8 100644
--- a/requirements/dev_linux_cpu_requirements_unified.txt
+++ b/requirements/dev_linux_cpu_requirements_unified.txt
@@ -2003,7 +2003,9 @@ objsize==0.7.1 \
 omegaconf==2.3.0 \
     --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
     --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
-    # via hydra-core
+    # via
+    #   gigl (python/pyproject.toml)
+    #   hydra-core
 opentelemetry-api==1.31.1 \
     --hash=sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91 \
     --hash=sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1
diff --git a/requirements/dev_linux_cuda_requirements_unified.txt b/requirements/dev_linux_cuda_requirements_unified.txt
index 9a3e810a..cd58dc2c 100644
--- a/requirements/dev_linux_cuda_requirements_unified.txt
+++ b/requirements/dev_linux_cuda_requirements_unified.txt
@@ -1993,7 +1993,9 @@ objsize==0.7.1 \
 omegaconf==2.3.0 \
     --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
     --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
-    # via hydra-core
+    # via
+    #   gigl (python/pyproject.toml)
+    #   hydra-core
 opentelemetry-api==1.31.1 \
     --hash=sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91 \
     --hash=sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1
diff --git a/requirements/linux_cpu_requirements_unified.txt b/requirements/linux_cpu_requirements_unified.txt
index 0c82b62e..66836eee 100644
--- a/requirements/linux_cpu_requirements_unified.txt
+++ b/requirements/linux_cpu_requirements_unified.txt
@@ -297,9 +297,80 @@ comm==0.2.2 \
     --hash=sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e \
     --hash=sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3
     # via ipykernel
+contourpy==1.3.0 \
+    --hash=sha256:00ccd0dbaad6d804ab259820fa7cb0b8036bda0686ef844d24125d8287178ce0 \
+    --hash=sha256:0be4d8425bfa755e0fd76ee1e019636ccc7c29f77a7c86b4328a9eb6a26d0639 \
+    --hash=sha256:0dce35502151b6bd35027ac39ba6e5a44be13a68f55735c3612c568cac3805fd \
+    --hash=sha256:0fa4c02abe6c446ba70d96ece336e621efa4aecae43eaa9b030ae5fb92b309ad \
+    --hash=sha256:14e262f67bd7e6eb6880bc564dcda30b15e351a594657e55b7eec94b6ef72843 \
+    --hash=sha256:167d6c890815e1dac9536dca00828b445d5d0df4d6a8c6adb4a7ec3166812fa8 \
+    --hash=sha256:1ec4dc6bf570f5b22ed0d7efba0dfa9c5b9e0431aeea7581aa217542d9e809a4 \
+    --hash=sha256:303c252947ab4b14c08afeb52375b26781ccd6a5ccd81abcdfc1fafd14cf93c1 \
+    --hash=sha256:31cd3a85dbdf1fc002280c65caa7e2b5f65e4a973fcdf70dd2fdcb9868069294 \
+    --hash=sha256:32b238b3b3b649e09ce9aaf51f0c261d38644bdfa35cbaf7b263457850957a84 \
+    --hash=sha256:33c92cdae89ec5135d036e7218e69b0bb2851206077251f04a6c4e0e21f03927 \
+    --hash=sha256:345af746d7766821d05d72cb8f3845dfd08dd137101a2cb9b24de277d716def8 \
+    --hash=sha256:3634b5385c6716c258d0419c46d05c8aa7dc8cb70326c9a4fb66b69ad2b52e09 \
+    --hash=sha256:364174c2a76057feef647c802652f00953b575723062560498dc7930fc9b1cb7 \
+    --hash=sha256:36e0cff201bcb17a0a8ecc7f454fe078437fa6bda730e695a92f2d9932bd507f \
+    --hash=sha256:36f965570cff02b874773c49bfe85562b47030805d7d8360748f3eca570f4cab \
+    --hash=sha256:3bb3808858a9dc68f6f03d319acd5f1b8a337e6cdda197f02f4b8ff67ad2057b \
+    --hash=sha256:3e1c7fa44aaae40a2247e2e8e0627f4bea3dd257014764aa644f319a5f8600e3 \
+    --hash=sha256:3faeb2998e4fcb256542e8a926d08da08977f7f5e62cf733f3c211c2a5586223 \
+    --hash=sha256:420d39daa61aab1221567b42eecb01112908b2cab7f1b4106a52caaec8d36973 \
+    --hash=sha256:4553c421929ec95fb07b3aaca0fae668b2eb5a5203d1217ca7c34c063c53d087 \
+    --hash=sha256:4865cd1d419e0c7a7bf6de1777b185eebdc51470800a9f42b9e9decf17762081 \
+    --hash=sha256:4cfb5c62ce023dfc410d6059c936dcf96442ba40814aefbfa575425a3a7f19dc \
+    --hash=sha256:4d63ee447261e963af02642ffcb864e5a2ee4cbfd78080657a9880b8b1868e18 \
+    --hash=sha256:570ef7cf892f0afbe5b2ee410c507ce12e15a5fa91017a0009f79f7d93a1268f \
+    --hash=sha256:637f674226be46f6ba372fd29d9523dd977a291f66ab2a74fbeb5530bb3f445d \
+    --hash=sha256:68a32389b06b82c2fdd68276148d7b9275b5f5cf13e5417e4252f6d1a34f72a2 \
+    --hash=sha256:69375194457ad0fad3a839b9e29aa0b0ed53bb54db1bfb6c3ae43d111c31ce41 \
+    --hash=sha256:6cb6cc968059db9c62cb35fbf70248f40994dfcd7aa10444bbf8b3faeb7c2d67 \
+    --hash=sha256:710a26b3dc80c0e4febf04555de66f5fd17e9cf7170a7b08000601a10570bda6 \
+    --hash=sha256:732896af21716b29ab3e988d4ce14bc5133733b85956316fb0c56355f398099b \
+    --hash=sha256:75ee7cb1a14c617f34a51d11fa7524173e56551646828353c4af859c56b766e2 \
+    --hash=sha256:76a896b2f195b57db25d6b44e7e03f221d32fe318d03ede41f8b4d9ba1bff53c \
+    --hash=sha256:76c905ef940a4474a6289c71d53122a4f77766eef23c03cd57016ce19d0f7b42 \
+    --hash=sha256:7a52040312b1a858b5e31ef28c2e865376a386c60c0e248370bbea2d3f3b760d \
+    --hash=sha256:7ffa0db17717a8ffb127efd0c95a4362d996b892c2904db72428d5b52e1938a4 \
+    --hash=sha256:81cb5ed4952aae6014bc9d0421dec7c5835c9c8c31cdf51910b708f548cf58e5 \
+    --hash=sha256:834e0cfe17ba12f79963861e0f908556b2cedd52e1f75e6578801febcc6a9f49 \
+    --hash=sha256:87ddffef1dbe5e669b5c2440b643d3fdd8622a348fe1983fad7a0f0ccb1cd67b \
+    --hash=sha256:880ea32e5c774634f9fcd46504bf9f080a41ad855f4fef54f5380f5133d343c7 \
+    --hash=sha256:8ca947601224119117f7c19c9cdf6b3ab54c5726ef1d906aa4a69dfb6dd58102 \
+    --hash=sha256:90f73a5116ad1ba7174341ef3ea5c3150ddf20b024b98fb0c3b29034752c8aeb \
+    --hash=sha256:92f8557cbb07415a4d6fa191f20fd9d2d9eb9c0b61d1b2f52a8926e43c6e9af7 \
+    --hash=sha256:94e848a6b83da10898cbf1311a815f770acc9b6a3f2d646f330d57eb4e87592e \
+    --hash=sha256:9c0da700bf58f6e0b65312d0a5e695179a71d0163957fa381bb3c1f72972537c \
+    --hash=sha256:a11077e395f67ffc2c44ec2418cfebed032cd6da3022a94fc227b6faf8e2acb8 \
+    --hash=sha256:aea348f053c645100612b333adc5983d87be69acdc6d77d3169c090d3b01dc35 \
+    --hash=sha256:b11b39aea6be6764f84360fce6c82211a9db32a7c7de8fa6dd5397cf1d079c3b \
+    --hash=sha256:c6c7c2408b7048082932cf4e641fa3b8ca848259212f51c8c59c45aa7ac18f14 \
+    --hash=sha256:c6ec93afeb848a0845a18989da3beca3eec2c0f852322efe21af1931147d12cb \
+    --hash=sha256:cacd81e2d4b6f89c9f8a5b69b86490152ff39afc58a95af002a398273e5ce589 \
+    --hash=sha256:d402880b84df3bec6eab53cd0cf802cae6a2ef9537e70cf75e91618a3801c20c \
+    --hash=sha256:d51fca85f9f7ad0b65b4b9fe800406d0d77017d7270d31ec3fb1cc07358fdea0 \
+    --hash=sha256:d73f659398a0904e125280836ae6f88ba9b178b2fed6884f3b1f95b989d2c8da \
+    --hash=sha256:d78ab28a03c854a873787a0a42254a0ccb3cb133c672f645c9f9c8f3ae9d0800 \
+    --hash=sha256:da84c537cb8b97d153e9fb208c221c45605f73147bd4cadd23bdae915042aad6 \
+    --hash=sha256:dbc4c3217eee163fa3984fd1567632b48d6dfd29216da3ded3d7b844a8014a66 \
+    --hash=sha256:e12968fdfd5bb45ffdf6192a590bd8ddd3ba9e58360b29683c6bb71a7b41edca \
+    --hash=sha256:e1fd23e9d01591bab45546c089ae89d926917a66dceb3abcf01f6105d927e2cb \
+    --hash=sha256:e8134301d7e204c88ed7ab50028ba06c683000040ede1d617298611f9dc6240c \
+    --hash=sha256:eb8b141bb00fa977d9122636b16aa67d37fd40a3d8b52dd837e536d64b9a4d06 \
+    --hash=sha256:eca7e17a65f72a5133bdbec9ecf22401c62bcf4821361ef7811faee695799779 \
+    --hash=sha256:f317576606de89da6b7e0861cf6061f6146ead3528acabff9236458a6ba467f8 \
+    --hash=sha256:fd2a0fc506eccaaa7595b7e1418951f213cf8255be2600f1ea1b61e46a60c55f \
+    --hash=sha256:fe41b41505a5a33aeaed2a613dccaeaa74e0e3ead6dd6fd3a118fb471644fd6c
+    # via matplotlib
 crcmod==1.7 \
     --hash=sha256:dc7051a0db5f2bd48665a990d3ec1cc305a466a77358ca4492826f41f283601e
     # via apache-beam
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
 debugpy==1.8.14 \
     --hash=sha256:0f920c7f9af409d90f5fd26e313e119d908b0dd2952c2393cd3247a462331f15 \
     --hash=sha256:1b2ac8c13b2645e0b1eaf30e816404990fbdb168e193322be8f545e8c01644a9 \
@@ -422,6 +493,66 @@ flatbuffers==25.2.10 \
     --hash=sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e \
     --hash=sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051
     # via tensorflow
+fonttools==4.59.2 \
+    --hash=sha256:036cd87a2dbd7ef72f7b68df8314ced00b8d9973aee296f2464d06a836aeb9a9 \
+    --hash=sha256:0476ea74161322e08c7a982f83558a2b81b491509984523a1a540baf8611cc31 \
+    --hash=sha256:0ec99f9bdfee9cdb4a9172f9e8fd578cce5feb231f598909e0aecf5418da4f25 \
+    --hash=sha256:12dc4670e6e6cc4553e8de190f86a549e08ca83a036363115d94a2d67488831e \
+    --hash=sha256:14870930181493b1d740b6f25483e20185e5aea58aec7d266d16da7be822b4bb \
+    --hash=sha256:1603b85d5922042563eea518e272b037baf273b9a57d0f190852b0b075079000 \
+    --hash=sha256:1647201af10993090120da2e66e9526c4e20e88859f3e34aa05b8c24ded2a564 \
+    --hash=sha256:1a1bfe5378962825dabe741720885e8b9ae9745ec7ecc4a5ec1f1ce59a6062bf \
+    --hash=sha256:2543b81641ea5b8ddfcae7926e62aafd5abc604320b1b119e5218c014a7a5d3c \
+    --hash=sha256:2a159e36ae530650acd13604f364b3a2477eff7408dcac6a640d74a3744d2514 \
+    --hash=sha256:381bde13216ba09489864467f6bc0c57997bd729abfbb1ce6f807ba42c06cceb \
+    --hash=sha256:39ad9612c6a622726a6a130e8ab15794558591f999673f1ee7d2f3d30f6a3e1c \
+    --hash=sha256:3cdf9d32690f0e235342055f0a6108eedfccf67b213b033bac747eb809809513 \
+    --hash=sha256:464d15b58a9fd4304c728735fc1d42cd812fd9ebc27c45b18e78418efd337c28 \
+    --hash=sha256:47742c33fe65f41eabed36eec2d7313a8082704b7b808752406452f766c573fc \
+    --hash=sha256:4d974312a9f405628e64f475b1f5015a61fd338f0a1b61d15c4822f97d6b045b \
+    --hash=sha256:511946e8d7ea5c0d6c7a53c4cb3ee48eda9ab9797cd9bf5d95829a398400354f \
+    --hash=sha256:53c1a411b7690042535a4f0edf2120096a39a506adeb6c51484a232e59f2aa0c \
+    --hash=sha256:5729e12a982dba3eeae650de48b06f3b9ddb51e9aee2fcaf195b7d09a96250e2 \
+    --hash=sha256:594a6fd2f8296583ac7babc4880c8deee7c4f05ab0141addc6bce8b8e367e996 \
+    --hash=sha256:59d85088e29fa7a8f87d19e97a1beae2a35821ee48d8ef6d2c4f965f26cb9f8a \
+    --hash=sha256:6235fc06bcbdb40186f483ba9d5d68f888ea68aa3c8dac347e05a7c54346fbc8 \
+    --hash=sha256:67f9640d6b31d66c0bc54bdbe8ed50983c755521c101576a25e377a8711e8207 \
+    --hash=sha256:6dee142b8b3096514c96ad9e2106bf039e2fe34a704c587585b569a36df08c3c \
+    --hash=sha256:738f31f23e0339785fd67652a94bc69ea49e413dfdb14dcb8c8ff383d249464e \
+    --hash=sha256:7ad5d8d8cc9e43cb438b3eb4a0094dd6d4088daa767b0a24d52529361fd4c199 \
+    --hash=sha256:7bb32e0e33795e3b7795bb9b88cb6a9d980d3cbe26dd57642471be547708e17a \
+    --hash=sha256:7ff58ea1eb8fc7e05e9a949419f031890023f8785c925b44d6da17a6a7d6e85d \
+    --hash=sha256:82906d002c349cad647a7634b004825a7335f8159d0d035ae89253b4abf6f3ea \
+    --hash=sha256:83ad6e5d06ef3a2884c4fa6384a20d6367b5cfe560e3b53b07c9dc65a7020e73 \
+    --hash=sha256:8991bdbae39cf78bcc9cd3d81f6528df1f83f2e7c23ccf6f990fa1f0b6e19708 \
+    --hash=sha256:8bd0f759020e87bb5d323e6283914d9bf4ae35a7307dafb2cbd1e379e720ad37 \
+    --hash=sha256:8bd733e47bf4c6dee2b2d8af7a1f7b0c091909b22dbb969a29b2b991e61e5ba4 \
+    --hash=sha256:8e5e2682cf7be766d84f462ba8828d01e00c8751a8e8e7ce12d7784ccb69a30d \
+    --hash=sha256:92ac2d45794f95d1ad4cb43fa07e7e3776d86c83dc4b9918cf82831518165b4b \
+    --hash=sha256:95807a3b5e78f2714acaa26a33bc2143005cc05c0217b322361a772e59f32b89 \
+    --hash=sha256:95922a922daa1f77cc72611747c156cfb38030ead72436a2c551d30ecef519b9 \
+    --hash=sha256:980fd7388e461b19a881d35013fec32c713ffea1fc37aef2f77d11f332dfd7da \
+    --hash=sha256:9836394e2f4ce5f9c0a7690ee93bd90aa1adc6b054f1a57b562c5d242c903104 \
+    --hash=sha256:9cde8b6a6b05f68516573523f2013a3574cb2c75299d7d500f44de82ba947b80 \
+    --hash=sha256:a039c38d5644c691eb53cd65360921338f54e44c90b4e764605711e046c926ee \
+    --hash=sha256:a10c1bd7644dc58f8862d8ba0cf9fb7fef0af01ea184ba6ce3f50ab7dfe74d5a \
+    --hash=sha256:a72155928d7053bbde499d32a9c77d3f0f3d29ae72b5a121752481bcbd71e50f \
+    --hash=sha256:a8d40594982ed858780e18a7e4c80415af65af0f22efa7de26bdd30bf24e1e14 \
+    --hash=sha256:af6dbd463a3530256abf21f675ddf87646272bc48901803a185c49d06287fbf1 \
+    --hash=sha256:b3ebda00c3bb8f32a740b72ec38537d54c7c09f383a4cfefb0b315860f825b08 \
+    --hash=sha256:c52694eae5d652361d59ecdb5a2246bff7cff13b6367a12da8499e9df56d148d \
+    --hash=sha256:cdcdf7aad4bab7fd0f2938624a5a84eb4893be269f43a6701b0720b726f24df0 \
+    --hash=sha256:d029804c70fddf90be46ed5305c136cae15800a2300cb0f6bba96d48e770dde0 \
+    --hash=sha256:d09e487d6bfbe21195801323ba95c91cb3523f0fcc34016454d4d9ae9eaa57fe \
+    --hash=sha256:dec2f22486d7781087b173799567cffdcc75e9fb2f1c045f05f8317ccce76a3e \
+    --hash=sha256:e4f5100e66ec307cce8b52fc03e379b5d1596e9cb8d8b19dfeeccc1e68d86c96 \
+    --hash=sha256:e72c0749b06113f50bcb80332364c6be83a9582d6e3db3fe0b280f996dc2ef22 \
+    --hash=sha256:e937790f3c2c18a1cbc7da101550a84319eb48023a715914477d2e7faeaba570 \
+    --hash=sha256:f1f1bbc23ba1312bd8959896f46f667753b90216852d2a8cfa2d07e0cb234144 \
+    --hash=sha256:f33839aa091f7eef4e9078f5b7ab1b8ea4b1d8a50aeaef9fdb3611bba80869ec \
+    --hash=sha256:fa9ecaf2dcef8941fb5719e16322345d730f4c40599bbf47c9753de40eb03882 \
+    --hash=sha256:fc21c4a05226fd39715f66c1c28214862474db50df9f08fd1aa2f96698887bc3
+    # via matplotlib
 frozenlist==1.5.0 \
     --hash=sha256:000a77d6034fbad9b6bb880f7ec073027908f1b40254b5d6f26210d2dab1240e \
     --hash=sha256:03d33c2ddbc1816237a67f66336616416e2bbb6beb306e5f890f2eb22b959cdf \
@@ -980,6 +1111,122 @@ kfp-pipeline-spec==0.2.2 \
 kfp-server-api==2.0.5 \
     --hash=sha256:c9cfbf0e87271d3bfe96e5ecc9ffbdd6ab566bc1c9a9ddc2a39d7698a16e26ff
     # via kfp
+kiwisolver==1.4.7 \
+    --hash=sha256:073a36c8273647592ea332e816e75ef8da5c303236ec0167196793eb1e34657a \
+    --hash=sha256:08471d4d86cbaec61f86b217dd938a83d85e03785f51121e791a6e6689a3be95 \
+    --hash=sha256:0c18ec74c0472de033e1bebb2911c3c310eef5649133dd0bedf2a169a1b269e5 \
+    --hash=sha256:0c6c43471bc764fad4bc99c5c2d6d16a676b1abf844ca7c8702bdae92df01ee0 \
+    --hash=sha256:10849fb2c1ecbfae45a693c070e0320a91b35dd4bcf58172c023b994283a124d \
+    --hash=sha256:18077b53dc3bb490e330669a99920c5e6a496889ae8c63b58fbc57c3d7f33a18 \
+    --hash=sha256:18e0cca3e008e17fe9b164b55735a325140a5a35faad8de92dd80265cd5eb80b \
+    --hash=sha256:22f499f6157236c19f4bbbd472fa55b063db77a16cd74d49afe28992dff8c258 \
+    --hash=sha256:2a8781ac3edc42ea4b90bc23e7d37b665d89423818e26eb6df90698aa2287c95 \
+    --hash=sha256:2e6039dcbe79a8e0f044f1c39db1986a1b8071051efba3ee4d74f5b365f5226e \
+    --hash=sha256:34ea1de54beef1c104422d210c47c7d2a4999bdecf42c7b5718fbe59a4cac383 \
+    --hash=sha256:3ab58c12a2cd0fc769089e6d38466c46d7f76aced0a1f54c77652446733d2d02 \
+    --hash=sha256:3abc5b19d24af4b77d1598a585b8a719beb8569a71568b66f4ebe1fb0449460b \
+    --hash=sha256:3bf1ed55088f214ba6427484c59553123fdd9b218a42bbc8c6496d6754b1e523 \
+    --hash=sha256:3ce6b2b0231bda412463e152fc18335ba32faf4e8c23a754ad50ffa70e4091ee \
+    --hash=sha256:3da53da805b71e41053dc670f9a820d1157aae77b6b944e08024d17bcd51ef88 \
+    --hash=sha256:3f9362ecfca44c863569d3d3c033dbe8ba452ff8eed6f6b5806382741a1334bd \
+    --hash=sha256:409afdfe1e2e90e6ee7fc896f3df9a7fec8e793e58bfa0d052c8a82f99c37abb \
+    --hash=sha256:40fa14dbd66b8b8f470d5fc79c089a66185619d31645f9b0773b88b19f7223c4 \
+    --hash=sha256:4322872d5772cae7369f8351da1edf255a604ea7087fe295411397d0cfd9655e \
+    --hash=sha256:44756f9fd339de0fb6ee4f8c1696cfd19b2422e0d70b4cefc1cc7f1f64045a8c \
+    --hash=sha256:46707a10836894b559e04b0fd143e343945c97fd170d69a2d26d640b4e297935 \
+    --hash=sha256:48b571ecd8bae15702e4f22d3ff6a0f13e54d3d00cd25216d5e7f658242065ee \
+    --hash=sha256:48be928f59a1f5c8207154f935334d374e79f2b5d212826307d072595ad76a2e \
+    --hash=sha256:4bfa75a048c056a411f9705856abfc872558e33c055d80af6a380e3658766038 \
+    --hash=sha256:4c00336b9dd5ad96d0a558fd18a8b6f711b7449acce4c157e7343ba92dd0cf3d \
+    --hash=sha256:4c26ed10c4f6fa6ddb329a5120ba3b6db349ca192ae211e882970bfc9d91420b \
+    --hash=sha256:4d05d81ecb47d11e7f8932bd8b61b720bf0b41199358f3f5e36d38e28f0532c5 \
+    --hash=sha256:4e77f2126c3e0b0d055f44513ed349038ac180371ed9b52fe96a32aa071a5107 \
+    --hash=sha256:5337ec7809bcd0f424c6b705ecf97941c46279cf5ed92311782c7c9c2026f07f \
+    --hash=sha256:5360cc32706dab3931f738d3079652d20982511f7c0ac5711483e6eab08efff2 \
+    --hash=sha256:58370b1ffbd35407444d57057b57da5d6549d2d854fa30249771775c63b5fe17 \
+    --hash=sha256:58cb20602b18f86f83a5c87d3ee1c766a79c0d452f8def86d925e6c60fbf7bfb \
+    --hash=sha256:599b5c873c63a1f6ed7eead644a8a380cfbdf5db91dcb6f85707aaab213b1674 \
+    --hash=sha256:5b7dfa3b546da08a9f622bb6becdb14b3e24aaa30adba66749d38f3cc7ea9706 \
+    --hash=sha256:5b9c3f4ee0b9a439d2415012bd1b1cc2df59e4d6a9939f4d669241d30b414327 \
+    --hash=sha256:5d34eb8494bea691a1a450141ebb5385e4b69d38bb8403b5146ad279f4b30fa3 \
+    --hash=sha256:5d5abf8f8ec1f4e22882273c423e16cae834c36856cac348cfbfa68e01c40f3a \
+    --hash=sha256:5e3bc157fed2a4c02ec468de4ecd12a6e22818d4f09cde2c31ee3226ffbefab2 \
+    --hash=sha256:612a10bdae23404a72941a0fc8fa2660c6ea1217c4ce0dbcab8a8f6543ea9e7f \
+    --hash=sha256:657a05857bda581c3656bfc3b20e353c232e9193eb167766ad2dc58b56504948 \
+    --hash=sha256:65e720d2ab2b53f1f72fb5da5fb477455905ce2c88aaa671ff0a447c2c80e8e3 \
+    --hash=sha256:693902d433cf585133699972b6d7c42a8b9f8f826ebcaf0132ff55200afc599e \
+    --hash=sha256:6af936f79086a89b3680a280c47ea90b4df7047b5bdf3aa5c524bbedddb9e545 \
+    --hash=sha256:71bb308552200fb2c195e35ef05de12f0c878c07fc91c270eb3d6e41698c3bcc \
+    --hash=sha256:764202cc7e70f767dab49e8df52c7455e8de0df5d858fa801a11aa0d882ccf3f \
+    --hash=sha256:76c8094ac20ec259471ac53e774623eb62e6e1f56cd8690c67ce6ce4fcb05650 \
+    --hash=sha256:78a42513018c41c2ffd262eb676442315cbfe3c44eed82385c2ed043bc63210a \
+    --hash=sha256:79849239c39b5e1fd906556c474d9b0439ea6792b637511f3fe3a41158d89ca8 \
+    --hash=sha256:7ab9ccab2b5bd5702ab0803676a580fffa2aa178c2badc5557a84cc943fcf750 \
+    --hash=sha256:7bbfcb7165ce3d54a3dfbe731e470f65739c4c1f85bb1018ee912bae139e263b \
+    --hash=sha256:7c06a4c7cf15ec739ce0e5971b26c93638730090add60e183530d70848ebdd34 \
+    --hash=sha256:801fa7802e5cfabe3ab0c81a34c323a319b097dfb5004be950482d882f3d7225 \
+    --hash=sha256:803b8e1459341c1bb56d1c5c010406d5edec8a0713a0945851290a7930679b51 \
+    --hash=sha256:82a5c2f4b87c26bb1a0ef3d16b5c4753434633b83d365cc0ddf2770c93829e3c \
+    --hash=sha256:84ec80df401cfee1457063732d90022f93951944b5b58975d34ab56bb150dfb3 \
+    --hash=sha256:8705f17dfeb43139a692298cb6637ee2e59c0194538153e83e9ee0c75c2eddde \
+    --hash=sha256:88a9ca9c710d598fd75ee5de59d5bda2684d9db36a9f50b6125eaea3969c2599 \
+    --hash=sha256:88f17c5ffa8e9462fb79f62746428dd57b46eb931698e42e990ad63103f35e6c \
+    --hash=sha256:8a3ec5aa8e38fc4c8af308917ce12c536f1c88452ce554027e55b22cbbfbff76 \
+    --hash=sha256:8a9c83f75223d5e48b0bc9cb1bf2776cf01563e00ade8775ffe13b0b6e1af3a6 \
+    --hash=sha256:8b01aac285f91ca889c800042c35ad3b239e704b150cfd3382adfc9dcc780e39 \
+    --hash=sha256:8d53103597a252fb3ab8b5845af04c7a26d5e7ea8122303dd7a021176a87e8b9 \
+    --hash=sha256:8e045731a5416357638d1700927529e2b8ab304811671f665b225f8bf8d8f933 \
+    --hash=sha256:8f0ea6da6d393d8b2e187e6a5e3fb81f5862010a40c3945e2c6d12ae45cfb2ad \
+    --hash=sha256:90da3b5f694b85231cf93586dad5e90e2d71b9428f9aad96952c99055582f520 \
+    --hash=sha256:913983ad2deb14e66d83c28b632fd35ba2b825031f2fa4ca29675e665dfecbe1 \
+    --hash=sha256:9242795d174daa40105c1d86aba618e8eab7bf96ba8c3ee614da8302a9f95503 \
+    --hash=sha256:929e294c1ac1e9f615c62a4e4313ca1823ba37326c164ec720a803287c4c499b \
+    --hash=sha256:933d4de052939d90afbe6e9d5273ae05fb836cc86c15b686edd4b3560cc0ee36 \
+    --hash=sha256:942216596dc64ddb25adb215c3c783215b23626f8d84e8eff8d6d45c3f29f75a \
+    --hash=sha256:94252291e3fe68001b1dd747b4c0b3be12582839b95ad4d1b641924d68fd4643 \
+    --hash=sha256:9893ff81bd7107f7b685d3017cc6583daadb4fc26e4a888350df530e41980a60 \
+    --hash=sha256:9e838bba3a3bac0fe06d849d29772eb1afb9745a59710762e4ba3f4cb8424483 \
+    --hash=sha256:a0f64a48bb81af7450e641e3fe0b0394d7381e342805479178b3d335d60ca7cf \
+    --hash=sha256:a17f6a29cf8935e587cc8a4dbfc8368c55edc645283db0ce9801016f83526c2d \
+    --hash=sha256:a1ecf0ac1c518487d9d23b1cd7139a6a65bc460cd101ab01f1be82ecf09794b6 \
+    --hash=sha256:a79ae34384df2b615eefca647a2873842ac3b596418032bef9a7283675962644 \
+    --hash=sha256:a91b5f9f1205845d488c928e8570dcb62b893372f63b8b6e98b863ebd2368ff2 \
+    --hash=sha256:aa0abdf853e09aff551db11fce173e2177d00786c688203f52c87ad7fcd91ef9 \
+    --hash=sha256:ac542bf38a8a4be2dc6b15248d36315ccc65f0743f7b1a76688ffb6b5129a5c2 \
+    --hash=sha256:ad42ba922c67c5f219097b28fae965e10045ddf145d2928bfac2eb2e17673640 \
+    --hash=sha256:aeb3531b196ef6f11776c21674dba836aeea9d5bd1cf630f869e3d90b16cfade \
+    --hash=sha256:b38ac83d5f04b15e515fd86f312479d950d05ce2368d5413d46c088dda7de90a \
+    --hash=sha256:b7d755065e4e866a8086c9bdada157133ff466476a2ad7861828e17b6026e22c \
+    --hash=sha256:bd3de6481f4ed8b734da5df134cd5a6a64fe32124fe83dde1e5b5f29fe30b1e6 \
+    --hash=sha256:bfa1acfa0c54932d5607e19a2c24646fb4c1ae2694437789129cf099789a3b00 \
+    --hash=sha256:c619b101e6de2222c1fcb0531e1b17bbffbe54294bfba43ea0d411d428618c27 \
+    --hash=sha256:ce8be0466f4c0d585cdb6c1e2ed07232221df101a4c6f28821d2aa754ca2d9e2 \
+    --hash=sha256:cf0438b42121a66a3a667de17e779330fc0f20b0d97d59d2f2121e182b0505e4 \
+    --hash=sha256:cf8bcc23ceb5a1b624572a1623b9f79d2c3b337c8c455405ef231933a10da379 \
+    --hash=sha256:d2b0e12a42fb4e72d509fc994713d099cbb15ebf1103545e8a45f14da2dfca54 \
+    --hash=sha256:d83db7cde68459fc803052a55ace60bea2bae361fc3b7a6d5da07e11954e4b09 \
+    --hash=sha256:dda56c24d869b1193fcc763f1284b9126550eaf84b88bbc7256e15028f19188a \
+    --hash=sha256:dea0bf229319828467d7fca8c7c189780aa9ff679c94539eed7532ebe33ed37c \
+    --hash=sha256:e1631290ee9271dffe3062d2634c3ecac02c83890ada077d225e081aca8aab89 \
+    --hash=sha256:e28c7fea2196bf4c2f8d46a0415c77a1c480cc0724722f23d7410ffe9842c407 \
+    --hash=sha256:e2e6c39bd7b9372b0be21456caab138e8e69cc0fc1190a9dfa92bd45a1e6e904 \
+    --hash=sha256:e33e8fbd440c917106b237ef1a2f1449dfbb9b6f6e1ce17c94cd6a1e0d438376 \
+    --hash=sha256:e8df2eb9b2bac43ef8b082e06f750350fbbaf2887534a5be97f6cf07b19d9583 \
+    --hash=sha256:e968b84db54f9d42046cf154e02911e39c0435c9801681e3fc9ce8a3c4130278 \
+    --hash=sha256:eb542fe7933aa09d8d8f9d9097ef37532a7df6497819d16efe4359890a2f417a \
+    --hash=sha256:edcfc407e4eb17e037bca59be0e85a2031a2ac87e4fed26d3e9df88b4165f92d \
+    --hash=sha256:eee3ea935c3d227d49b4eb85660ff631556841f6e567f0f7bda972df6c2c9935 \
+    --hash=sha256:ef97b8df011141c9b0f6caf23b29379f87dd13183c978a30a3c546d2c47314cb \
+    --hash=sha256:f106407dda69ae456dd1227966bf445b157ccc80ba0dff3802bb63f30b74e895 \
+    --hash=sha256:f3160309af4396e0ed04db259c3ccbfdc3621b5559b5453075e5de555e1f3a1b \
+    --hash=sha256:f32d6edbc638cde7652bd690c3e728b25332acbadd7cad670cc4a02558d9c417 \
+    --hash=sha256:f37cfe618a117e50d8c240555331160d73d0411422b59b5ee217843d7b693608 \
+    --hash=sha256:f4c9aee212bc89d4e13f58be11a56cc8036cabad119259d12ace14b34476fd07 \
+    --hash=sha256:f4d742cb7af1c28303a51b7a27aaee540e71bb8e24f68c736f6f2ffc82f2bf05 \
+    --hash=sha256:f5a8b53bdc0b3961f8b6125e198617c40aeed638b387913bf1ce78afb1b0be2a \
+    --hash=sha256:f816dd2277f8d63d79f9c8473a79fe54047bc0467754962840782c575522224d \
+    --hash=sha256:f9a9e8a507420fe35992ee9ecb302dab68550dedc0da9e2880dd88071c5fb052
+    # via matplotlib
 kubernetes==26.1.0 \
     --hash=sha256:5854b0c508e8d217ca205591384ab58389abdae608576f9c9afc35a3c76a366c \
     --hash=sha256:e3db6800abf7e36c38d2629b5cb6b74d10988ee0cba6fba45595a7cbe60c0042
@@ -1070,6 +1317,49 @@ markupsafe==3.0.2 \
     #   jinja2
     #   nbconvert
     #   werkzeug
+matplotlib==3.6.3 \
+    --hash=sha256:01b7f521a9a73c383825813af255f8c4485d1706e4f3e2ed5ae771e4403a40ab \
+    --hash=sha256:11011c97d62c1db7bc20509572557842dbb8c2a2ddd3dd7f20501aa1cde3e54e \
+    --hash=sha256:1183877d008c752d7d535396096c910f4663e4b74a18313adee1213328388e1e \
+    --hash=sha256:12f999661589981e74d793ee2f41b924b3b87d65fd929f6153bf0f30675c59b1 \
+    --hash=sha256:1c235bf9be052347373f589e018988cad177abb3f997ab1a2e2210c41562cc0c \
+    --hash=sha256:1f4d69707b1677560cd952544ee4962f68ff07952fb9069ff8c12b56353cb8c9 \
+    --hash=sha256:1fcc4cad498533d3c393a160975acc9b36ffa224d15a6b90ae579eacee5d8579 \
+    --hash=sha256:2787a16df07370dcba385fe20cdd0cc3cfaabd3c873ddabca78c10514c799721 \
+    --hash=sha256:29f17b7f2e068dc346687cbdf80b430580bab42346625821c2d3abf3a1ec5417 \
+    --hash=sha256:38d38cb1ea1d80ee0f6351b65c6f76cad6060bbbead015720ba001348ae90f0c \
+    --hash=sha256:3f56a7252eee8f3438447f75f5e1148a1896a2756a92285fe5d73bed6deebff4 \
+    --hash=sha256:5223affa21050fb6118353c1380c15e23aedfb436bf3e162c26dc950617a7519 \
+    --hash=sha256:57ad1aee29043163374bfa8990e1a2a10ff72c9a1bfaa92e9c46f6ea59269121 \
+    --hash=sha256:59400cc9451094b7f08cc3f321972e6e1db4cd37a978d4e8a12824bf7fd2f03b \
+    --hash=sha256:68d94a436f62b8a861bf3ace82067a71bafb724b4e4f9133521e4d8012420dd7 \
+    --hash=sha256:6adc441b5b2098a4b904bbf9d9e92fb816fef50c55aa2ea6a823fc89b94bb838 \
+    --hash=sha256:6d81b11ede69e3a751424b98dc869c96c10256b2206bfdf41f9c720eee86844c \
+    --hash=sha256:73b93af33634ed919e72811c9703e1105185cd3fb46d76f30b7f4cfbbd063f89 \
+    --hash=sha256:77b384cee7ab8cf75ffccbfea351a09b97564fc62d149827a5e864bec81526e5 \
+    --hash=sha256:79e501eb847f4a489eb7065bb8d3187117f65a4c02d12ea3a19d6c5bef173bcc \
+    --hash=sha256:809119d1cba3ece3c9742eb01827fe7a0e781ea3c5d89534655a75e07979344f \
+    --hash=sha256:80c166a0e28512e26755f69040e6bf2f946a02ffdb7c00bf6158cca3d2b146e6 \
+    --hash=sha256:81b409b2790cf8d7c1ef35920f01676d2ae7afa8241844e7aa5484fdf493a9a0 \
+    --hash=sha256:994637e2995b0342699b396a320698b07cd148bbcf2dd2fa2daba73f34dd19f2 \
+    --hash=sha256:9ceebaf73f1a3444fa11014f38b9da37ff7ea328d6efa1652241fe3777bfdab9 \
+    --hash=sha256:9fb8fb19d03abf3c5dab89a8677e62c4023632f919a62b6dd1d6d2dbf42cd9f5 \
+    --hash=sha256:acc3b1a4bddbf56fe461e36fb9ef94c2cb607fc90d24ccc650040bfcc7610de4 \
+    --hash=sha256:bbddfeb1495484351fb5b30cf5bdf06b3de0bc4626a707d29e43dfd61af2a780 \
+    --hash=sha256:bbf269e1d24bc25247095d71c7a969813f7080e2a7c6fa28931a603f747ab012 \
+    --hash=sha256:bebcff4c3ed02c6399d47329f3554193abd824d3d53b5ca02cf583bcd94470e2 \
+    --hash=sha256:c3f08df2ac4636249b8bc7a85b8b82c983bef1441595936f62c2918370ca7e1d \
+    --hash=sha256:ca94f0362f6b6f424b555b956971dcb94b12d0368a6c3e07dc7a40d32d6d873d \
+    --hash=sha256:d00c248ab6b92bea3f8148714837937053a083ff03b4c5e30ed37e28fc0e7e56 \
+    --hash=sha256:d2cfaa7fd62294d945b8843ea24228a27c8e7c5b48fa634f3c168153b825a21b \
+    --hash=sha256:d5f18430f5cfa5571ab8f4c72c89af52aa0618e864c60028f11a857d62200cba \
+    --hash=sha256:debeab8e2ab07e5e3dac33e12456da79c7e104270d2b2d1df92b9e40347cca75 \
+    --hash=sha256:dfba7057609ca9567b9704626756f0142e97ec8c5ba2c70c6e7bd1c25ef99f06 \
+    --hash=sha256:e0a64d7cc336b52e90f59e6d638ae847b966f68582a7af041e063d568e814740 \
+    --hash=sha256:eb9421c403ffd387fbe729de6d9a03005bf42faba5e8432f4e51e703215b49fc \
+    --hash=sha256:faff486b36530a836a6b4395850322e74211cd81fc17f28b4904e1bd53668e3e \
+    --hash=sha256:ff2aa84e74f80891e6bcf292ebb1dd57714ffbe13177642d65fee25384a30894
+    # via gigl (python/pyproject.toml)
 matplotlib-inline==0.1.7 \
     --hash=sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90 \
     --hash=sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca
@@ -1408,9 +1698,11 @@ numpy==1.24.3 \
     --hash=sha256:f21c442fdd2805e91799fbe044a7b999b8571bb0ab0f7850d0cb9641a687092b
     # via
     #   apache-beam
+    #   contourpy
     #   fbgemm-gpu
     #   gigl (python/pyproject.toml)
     #   h5py
+    #   matplotlib
     #   ml-dtypes
     #   pandas
     #   pyarrow
@@ -1504,7 +1796,9 @@ objsize==0.7.1 \
 omegaconf==2.3.0 \
     --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
     --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
-    # via hydra-core
+    # via
+    #   gigl (python/pyproject.toml)
+    #   hydra-core
 opentelemetry-api==1.31.1 \
     --hash=sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91 \
     --hash=sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1
@@ -1609,6 +1903,7 @@ packaging==24.2 \
     #   hydra-core
     #   ipykernel
     #   lightning-utilities
+    #   matplotlib
     #   nbconvert
     #   tensorflow
     #   torchmetrics
@@ -1656,6 +1951,114 @@ pexpect==4.9.0 \
     --hash=sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523 \
     --hash=sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f
     # via ipython
+pillow==11.3.0 \
+    --hash=sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2 \
+    --hash=sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214 \
+    --hash=sha256:040a5b691b0713e1f6cbe222e0f4f74cd233421e105850ae3b3c0ceda520f42e \
+    --hash=sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59 \
+    --hash=sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50 \
+    --hash=sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632 \
+    --hash=sha256:092c80c76635f5ecb10f3f83d76716165c96f5229addbd1ec2bdbbda7d496e06 \
+    --hash=sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a \
+    --hash=sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51 \
+    --hash=sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced \
+    --hash=sha256:106064daa23a745510dabce1d84f29137a37224831d88eb4ce94bb187b1d7e5f \
+    --hash=sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12 \
+    --hash=sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8 \
+    --hash=sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6 \
+    --hash=sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580 \
+    --hash=sha256:19d2ff547c75b8e3ff46f4d9ef969a06c30ab2d4263a9e287733aa8b2429ce8f \
+    --hash=sha256:1a992e86b0dd7aeb1f053cd506508c0999d710a8f07b4c791c63843fc6a807ac \
+    --hash=sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860 \
+    --hash=sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd \
+    --hash=sha256:1cd110edf822773368b396281a2293aeb91c90a2db00d78ea43e7e861631b722 \
+    --hash=sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8 \
+    --hash=sha256:23cff760a9049c502721bdb743a7cb3e03365fafcdfc2ef9784610714166e5a4 \
+    --hash=sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673 \
+    --hash=sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788 \
+    --hash=sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542 \
+    --hash=sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e \
+    --hash=sha256:30807c931ff7c095620fe04448e2c2fc673fcbb1ffe2a7da3fb39613489b1ddd \
+    --hash=sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8 \
+    --hash=sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523 \
+    --hash=sha256:3cee80663f29e3843b68199b9d6f4f54bd1d4a6b59bdd91bceefc51238bcb967 \
+    --hash=sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809 \
+    --hash=sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477 \
+    --hash=sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027 \
+    --hash=sha256:4445fa62e15936a028672fd48c4c11a66d641d2c05726c7ec1f8ba6a572036ae \
+    --hash=sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b \
+    --hash=sha256:465b9e8844e3c3519a983d58b80be3f668e2a7a5db97f2784e7079fbc9f9822c \
+    --hash=sha256:48d254f8a4c776de343051023eb61ffe818299eeac478da55227d96e241de53f \
+    --hash=sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e \
+    --hash=sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b \
+    --hash=sha256:504b6f59505f08ae014f724b6207ff6222662aab5cc9542577fb084ed0676ac7 \
+    --hash=sha256:527b37216b6ac3a12d7838dc3bd75208ec57c1c6d11ef01902266a5a0c14fc27 \
+    --hash=sha256:5418b53c0d59b3824d05e029669efa023bbef0f3e92e75ec8428f3799487f361 \
+    --hash=sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae \
+    --hash=sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d \
+    --hash=sha256:6359a3bc43f57d5b375d1ad54a0074318a0844d11b76abccf478c37c986d3cfc \
+    --hash=sha256:643f189248837533073c405ec2f0bb250ba54598cf80e8c1e043381a60632f58 \
+    --hash=sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad \
+    --hash=sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6 \
+    --hash=sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024 \
+    --hash=sha256:6a418691000f2a418c9135a7cf0d797c1bb7d9a485e61fe8e7722845b95ef978 \
+    --hash=sha256:6abdbfd3aea42be05702a8dd98832329c167ee84400a1d1f61ab11437f1717eb \
+    --hash=sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d \
+    --hash=sha256:7107195ddc914f656c7fc8e4a5e1c25f32e9236ea3ea860f257b0436011fddd0 \
+    --hash=sha256:71f511f6b3b91dd543282477be45a033e4845a40278fa8dcdbfdb07109bf18f9 \
+    --hash=sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f \
+    --hash=sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874 \
+    --hash=sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa \
+    --hash=sha256:7aee118e30a4cf54fdd873bd3a29de51e29105ab11f9aad8c32123f58c8f8081 \
+    --hash=sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149 \
+    --hash=sha256:7c8ec7a017ad1bd562f93dbd8505763e688d388cde6e4a010ae1486916e713e6 \
+    --hash=sha256:7d1aa4de119a0ecac0a34a9c8bde33f34022e2e8f99104e47a3ca392fd60e37d \
+    --hash=sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd \
+    --hash=sha256:819931d25e57b513242859ce1876c58c59dc31587847bf74cfe06b2e0cb22d2f \
+    --hash=sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c \
+    --hash=sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31 \
+    --hash=sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e \
+    --hash=sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db \
+    --hash=sha256:89bd777bc6624fe4115e9fac3352c79ed60f3bb18651420635f26e643e3dd1f6 \
+    --hash=sha256:8dc70ca24c110503e16918a658b869019126ecfe03109b754c402daff12b3d9f \
+    --hash=sha256:91da1d88226663594e3f6b4b8c3c8d85bd504117d043740a8e0ec449087cc494 \
+    --hash=sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69 \
+    --hash=sha256:932c754c2d51ad2b2271fd01c3d121daaa35e27efae2a616f77bf164bc0b3e94 \
+    --hash=sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77 \
+    --hash=sha256:97afb3a00b65cc0804d1c7abddbf090a81eaac02768af58cbdcaaa0a931e0b6d \
+    --hash=sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7 \
+    --hash=sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a \
+    --hash=sha256:9ab6ae226de48019caa8074894544af5b53a117ccb9d3b3dcb2871464c829438 \
+    --hash=sha256:9c412fddd1b77a75aa904615ebaa6001f169b26fd467b4be93aded278266b288 \
+    --hash=sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b \
+    --hash=sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635 \
+    --hash=sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3 \
+    --hash=sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d \
+    --hash=sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe \
+    --hash=sha256:b4b8f3efc8d530a1544e5962bd6b403d5f7fe8b9e08227c6b255f98ad82b4ba0 \
+    --hash=sha256:b5f56c3f344f2ccaf0dd875d3e180f631dc60a51b314295a3e681fe8cf851fbe \
+    --hash=sha256:be5463ac478b623b9dd3937afd7fb7ab3d79dd290a28e2b6df292dc75063eb8a \
+    --hash=sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805 \
+    --hash=sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8 \
+    --hash=sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36 \
+    --hash=sha256:cadc9e0ea0a2431124cde7e1697106471fc4c1da01530e679b2391c37d3fbb3a \
+    --hash=sha256:cc3e831b563b3114baac7ec2ee86819eb03caa1a2cef0b481a5675b59c4fe23b \
+    --hash=sha256:cd8ff254faf15591e724dc7c4ddb6bf4793efcbe13802a4ae3e863cd300b493e \
+    --hash=sha256:d000f46e2917c705e9fb93a3606ee4a819d1e3aa7a9b442f6444f07e77cf5e25 \
+    --hash=sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12 \
+    --hash=sha256:e5c5858ad8ec655450a7c7df532e9842cf8df7cc349df7225c60d5d348c8aada \
+    --hash=sha256:e67d793d180c9df62f1f40aee3accca4829d3794c95098887edc18af4b8b780c \
+    --hash=sha256:ea944117a7974ae78059fcc1800e5d3295172bb97035c0c1d9345fca1419da71 \
+    --hash=sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d \
+    --hash=sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c \
+    --hash=sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6 \
+    --hash=sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1 \
+    --hash=sha256:f1f182ebd2303acf8c380a54f615ec883322593320a9b00438eb842c1f37ae50 \
+    --hash=sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653 \
+    --hash=sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c \
+    --hash=sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4 \
+    --hash=sha256:fe27fb049cdcca11f11a7bfda64043c37b30e6b91f10cb5bab275806c32f6ab3
+    # via matplotlib
 platformdirs==4.3.8 \
     --hash=sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc \
     --hash=sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4
@@ -2009,6 +2412,7 @@ pyparsing==3.2.3 \
     --hash=sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be
     # via
     #   httplib2
+    #   matplotlib
     #   pydot
     #   torch-geometric
 pyre-extensions==0.0.32 \
@@ -2025,6 +2429,7 @@ python-dateutil==2.9.0.post0 \
     #   jupyter-client
     #   kfp-server-api
     #   kubernetes
+    #   matplotlib
     #   pandas
 python-dotenv==1.0.0 \
     --hash=sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba \
diff --git a/requirements/linux_cuda_requirements_unified.txt b/requirements/linux_cuda_requirements_unified.txt
index b7f2d2ba..f43e0c41 100644
--- a/requirements/linux_cuda_requirements_unified.txt
+++ b/requirements/linux_cuda_requirements_unified.txt
@@ -297,9 +297,80 @@ comm==0.2.2 \
     --hash=sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e \
     --hash=sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3
     # via ipykernel
+contourpy==1.3.0 \
+    --hash=sha256:00ccd0dbaad6d804ab259820fa7cb0b8036bda0686ef844d24125d8287178ce0 \
+    --hash=sha256:0be4d8425bfa755e0fd76ee1e019636ccc7c29f77a7c86b4328a9eb6a26d0639 \
+    --hash=sha256:0dce35502151b6bd35027ac39ba6e5a44be13a68f55735c3612c568cac3805fd \
+    --hash=sha256:0fa4c02abe6c446ba70d96ece336e621efa4aecae43eaa9b030ae5fb92b309ad \
+    --hash=sha256:14e262f67bd7e6eb6880bc564dcda30b15e351a594657e55b7eec94b6ef72843 \
+    --hash=sha256:167d6c890815e1dac9536dca00828b445d5d0df4d6a8c6adb4a7ec3166812fa8 \
+    --hash=sha256:1ec4dc6bf570f5b22ed0d7efba0dfa9c5b9e0431aeea7581aa217542d9e809a4 \
+    --hash=sha256:303c252947ab4b14c08afeb52375b26781ccd6a5ccd81abcdfc1fafd14cf93c1 \
+    --hash=sha256:31cd3a85dbdf1fc002280c65caa7e2b5f65e4a973fcdf70dd2fdcb9868069294 \
+    --hash=sha256:32b238b3b3b649e09ce9aaf51f0c261d38644bdfa35cbaf7b263457850957a84 \
+    --hash=sha256:33c92cdae89ec5135d036e7218e69b0bb2851206077251f04a6c4e0e21f03927 \
+    --hash=sha256:345af746d7766821d05d72cb8f3845dfd08dd137101a2cb9b24de277d716def8 \
+    --hash=sha256:3634b5385c6716c258d0419c46d05c8aa7dc8cb70326c9a4fb66b69ad2b52e09 \
+    --hash=sha256:364174c2a76057feef647c802652f00953b575723062560498dc7930fc9b1cb7 \
+    --hash=sha256:36e0cff201bcb17a0a8ecc7f454fe078437fa6bda730e695a92f2d9932bd507f \
+    --hash=sha256:36f965570cff02b874773c49bfe85562b47030805d7d8360748f3eca570f4cab \
+    --hash=sha256:3bb3808858a9dc68f6f03d319acd5f1b8a337e6cdda197f02f4b8ff67ad2057b \
+    --hash=sha256:3e1c7fa44aaae40a2247e2e8e0627f4bea3dd257014764aa644f319a5f8600e3 \
+    --hash=sha256:3faeb2998e4fcb256542e8a926d08da08977f7f5e62cf733f3c211c2a5586223 \
+    --hash=sha256:420d39daa61aab1221567b42eecb01112908b2cab7f1b4106a52caaec8d36973 \
+    --hash=sha256:4553c421929ec95fb07b3aaca0fae668b2eb5a5203d1217ca7c34c063c53d087 \
+    --hash=sha256:4865cd1d419e0c7a7bf6de1777b185eebdc51470800a9f42b9e9decf17762081 \
+    --hash=sha256:4cfb5c62ce023dfc410d6059c936dcf96442ba40814aefbfa575425a3a7f19dc \
+    --hash=sha256:4d63ee447261e963af02642ffcb864e5a2ee4cbfd78080657a9880b8b1868e18 \
+    --hash=sha256:570ef7cf892f0afbe5b2ee410c507ce12e15a5fa91017a0009f79f7d93a1268f \
+    --hash=sha256:637f674226be46f6ba372fd29d9523dd977a291f66ab2a74fbeb5530bb3f445d \
+    --hash=sha256:68a32389b06b82c2fdd68276148d7b9275b5f5cf13e5417e4252f6d1a34f72a2 \
+    --hash=sha256:69375194457ad0fad3a839b9e29aa0b0ed53bb54db1bfb6c3ae43d111c31ce41 \
+    --hash=sha256:6cb6cc968059db9c62cb35fbf70248f40994dfcd7aa10444bbf8b3faeb7c2d67 \
+    --hash=sha256:710a26b3dc80c0e4febf04555de66f5fd17e9cf7170a7b08000601a10570bda6 \
+    --hash=sha256:732896af21716b29ab3e988d4ce14bc5133733b85956316fb0c56355f398099b \
+    --hash=sha256:75ee7cb1a14c617f34a51d11fa7524173e56551646828353c4af859c56b766e2 \
+    --hash=sha256:76a896b2f195b57db25d6b44e7e03f221d32fe318d03ede41f8b4d9ba1bff53c \
+    --hash=sha256:76c905ef940a4474a6289c71d53122a4f77766eef23c03cd57016ce19d0f7b42 \
+    --hash=sha256:7a52040312b1a858b5e31ef28c2e865376a386c60c0e248370bbea2d3f3b760d \
+    --hash=sha256:7ffa0db17717a8ffb127efd0c95a4362d996b892c2904db72428d5b52e1938a4 \
+    --hash=sha256:81cb5ed4952aae6014bc9d0421dec7c5835c9c8c31cdf51910b708f548cf58e5 \
+    --hash=sha256:834e0cfe17ba12f79963861e0f908556b2cedd52e1f75e6578801febcc6a9f49 \
+    --hash=sha256:87ddffef1dbe5e669b5c2440b643d3fdd8622a348fe1983fad7a0f0ccb1cd67b \
+    --hash=sha256:880ea32e5c774634f9fcd46504bf9f080a41ad855f4fef54f5380f5133d343c7 \
+    --hash=sha256:8ca947601224119117f7c19c9cdf6b3ab54c5726ef1d906aa4a69dfb6dd58102 \
+    --hash=sha256:90f73a5116ad1ba7174341ef3ea5c3150ddf20b024b98fb0c3b29034752c8aeb \
+    --hash=sha256:92f8557cbb07415a4d6fa191f20fd9d2d9eb9c0b61d1b2f52a8926e43c6e9af7 \
+    --hash=sha256:94e848a6b83da10898cbf1311a815f770acc9b6a3f2d646f330d57eb4e87592e \
+    --hash=sha256:9c0da700bf58f6e0b65312d0a5e695179a71d0163957fa381bb3c1f72972537c \
+    --hash=sha256:a11077e395f67ffc2c44ec2418cfebed032cd6da3022a94fc227b6faf8e2acb8 \
+    --hash=sha256:aea348f053c645100612b333adc5983d87be69acdc6d77d3169c090d3b01dc35 \
+    --hash=sha256:b11b39aea6be6764f84360fce6c82211a9db32a7c7de8fa6dd5397cf1d079c3b \
+    --hash=sha256:c6c7c2408b7048082932cf4e641fa3b8ca848259212f51c8c59c45aa7ac18f14 \
+    --hash=sha256:c6ec93afeb848a0845a18989da3beca3eec2c0f852322efe21af1931147d12cb \
+    --hash=sha256:cacd81e2d4b6f89c9f8a5b69b86490152ff39afc58a95af002a398273e5ce589 \
+    --hash=sha256:d402880b84df3bec6eab53cd0cf802cae6a2ef9537e70cf75e91618a3801c20c \
+    --hash=sha256:d51fca85f9f7ad0b65b4b9fe800406d0d77017d7270d31ec3fb1cc07358fdea0 \
+    --hash=sha256:d73f659398a0904e125280836ae6f88ba9b178b2fed6884f3b1f95b989d2c8da \
+    --hash=sha256:d78ab28a03c854a873787a0a42254a0ccb3cb133c672f645c9f9c8f3ae9d0800 \
+    --hash=sha256:da84c537cb8b97d153e9fb208c221c45605f73147bd4cadd23bdae915042aad6 \
+    --hash=sha256:dbc4c3217eee163fa3984fd1567632b48d6dfd29216da3ded3d7b844a8014a66 \
+    --hash=sha256:e12968fdfd5bb45ffdf6192a590bd8ddd3ba9e58360b29683c6bb71a7b41edca \
+    --hash=sha256:e1fd23e9d01591bab45546c089ae89d926917a66dceb3abcf01f6105d927e2cb \
+    --hash=sha256:e8134301d7e204c88ed7ab50028ba06c683000040ede1d617298611f9dc6240c \
+    --hash=sha256:eb8b141bb00fa977d9122636b16aa67d37fd40a3d8b52dd837e536d64b9a4d06 \
+    --hash=sha256:eca7e17a65f72a5133bdbec9ecf22401c62bcf4821361ef7811faee695799779 \
+    --hash=sha256:f317576606de89da6b7e0861cf6061f6146ead3528acabff9236458a6ba467f8 \
+    --hash=sha256:fd2a0fc506eccaaa7595b7e1418951f213cf8255be2600f1ea1b61e46a60c55f \
+    --hash=sha256:fe41b41505a5a33aeaed2a613dccaeaa74e0e3ead6dd6fd3a118fb471644fd6c
+    # via matplotlib
 crcmod==1.7 \
     --hash=sha256:dc7051a0db5f2bd48665a990d3ec1cc305a466a77358ca4492826f41f283601e
     # via apache-beam
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
 debugpy==1.8.14 \
     --hash=sha256:0f920c7f9af409d90f5fd26e313e119d908b0dd2952c2393cd3247a462331f15 \
     --hash=sha256:1b2ac8c13b2645e0b1eaf30e816404990fbdb168e193322be8f545e8c01644a9 \
@@ -422,6 +493,66 @@ flatbuffers==25.2.10 \
     --hash=sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e \
     --hash=sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051
     # via tensorflow
+fonttools==4.59.2 \
+    --hash=sha256:036cd87a2dbd7ef72f7b68df8314ced00b8d9973aee296f2464d06a836aeb9a9 \
+    --hash=sha256:0476ea74161322e08c7a982f83558a2b81b491509984523a1a540baf8611cc31 \
+    --hash=sha256:0ec99f9bdfee9cdb4a9172f9e8fd578cce5feb231f598909e0aecf5418da4f25 \
+    --hash=sha256:12dc4670e6e6cc4553e8de190f86a549e08ca83a036363115d94a2d67488831e \
+    --hash=sha256:14870930181493b1d740b6f25483e20185e5aea58aec7d266d16da7be822b4bb \
+    --hash=sha256:1603b85d5922042563eea518e272b037baf273b9a57d0f190852b0b075079000 \
+    --hash=sha256:1647201af10993090120da2e66e9526c4e20e88859f3e34aa05b8c24ded2a564 \
+    --hash=sha256:1a1bfe5378962825dabe741720885e8b9ae9745ec7ecc4a5ec1f1ce59a6062bf \
+    --hash=sha256:2543b81641ea5b8ddfcae7926e62aafd5abc604320b1b119e5218c014a7a5d3c \
+    --hash=sha256:2a159e36ae530650acd13604f364b3a2477eff7408dcac6a640d74a3744d2514 \
+    --hash=sha256:381bde13216ba09489864467f6bc0c57997bd729abfbb1ce6f807ba42c06cceb \
+    --hash=sha256:39ad9612c6a622726a6a130e8ab15794558591f999673f1ee7d2f3d30f6a3e1c \
+    --hash=sha256:3cdf9d32690f0e235342055f0a6108eedfccf67b213b033bac747eb809809513 \
+    --hash=sha256:464d15b58a9fd4304c728735fc1d42cd812fd9ebc27c45b18e78418efd337c28 \
+    --hash=sha256:47742c33fe65f41eabed36eec2d7313a8082704b7b808752406452f766c573fc \
+    --hash=sha256:4d974312a9f405628e64f475b1f5015a61fd338f0a1b61d15c4822f97d6b045b \
+    --hash=sha256:511946e8d7ea5c0d6c7a53c4cb3ee48eda9ab9797cd9bf5d95829a398400354f \
+    --hash=sha256:53c1a411b7690042535a4f0edf2120096a39a506adeb6c51484a232e59f2aa0c \
+    --hash=sha256:5729e12a982dba3eeae650de48b06f3b9ddb51e9aee2fcaf195b7d09a96250e2 \
+    --hash=sha256:594a6fd2f8296583ac7babc4880c8deee7c4f05ab0141addc6bce8b8e367e996 \
+    --hash=sha256:59d85088e29fa7a8f87d19e97a1beae2a35821ee48d8ef6d2c4f965f26cb9f8a \
+    --hash=sha256:6235fc06bcbdb40186f483ba9d5d68f888ea68aa3c8dac347e05a7c54346fbc8 \
+    --hash=sha256:67f9640d6b31d66c0bc54bdbe8ed50983c755521c101576a25e377a8711e8207 \
+    --hash=sha256:6dee142b8b3096514c96ad9e2106bf039e2fe34a704c587585b569a36df08c3c \
+    --hash=sha256:738f31f23e0339785fd67652a94bc69ea49e413dfdb14dcb8c8ff383d249464e \
+    --hash=sha256:7ad5d8d8cc9e43cb438b3eb4a0094dd6d4088daa767b0a24d52529361fd4c199 \
+    --hash=sha256:7bb32e0e33795e3b7795bb9b88cb6a9d980d3cbe26dd57642471be547708e17a \
+    --hash=sha256:7ff58ea1eb8fc7e05e9a949419f031890023f8785c925b44d6da17a6a7d6e85d \
+    --hash=sha256:82906d002c349cad647a7634b004825a7335f8159d0d035ae89253b4abf6f3ea \
+    --hash=sha256:83ad6e5d06ef3a2884c4fa6384a20d6367b5cfe560e3b53b07c9dc65a7020e73 \
+    --hash=sha256:8991bdbae39cf78bcc9cd3d81f6528df1f83f2e7c23ccf6f990fa1f0b6e19708 \
+    --hash=sha256:8bd0f759020e87bb5d323e6283914d9bf4ae35a7307dafb2cbd1e379e720ad37 \
+    --hash=sha256:8bd733e47bf4c6dee2b2d8af7a1f7b0c091909b22dbb969a29b2b991e61e5ba4 \
+    --hash=sha256:8e5e2682cf7be766d84f462ba8828d01e00c8751a8e8e7ce12d7784ccb69a30d \
+    --hash=sha256:92ac2d45794f95d1ad4cb43fa07e7e3776d86c83dc4b9918cf82831518165b4b \
+    --hash=sha256:95807a3b5e78f2714acaa26a33bc2143005cc05c0217b322361a772e59f32b89 \
+    --hash=sha256:95922a922daa1f77cc72611747c156cfb38030ead72436a2c551d30ecef519b9 \
+    --hash=sha256:980fd7388e461b19a881d35013fec32c713ffea1fc37aef2f77d11f332dfd7da \
+    --hash=sha256:9836394e2f4ce5f9c0a7690ee93bd90aa1adc6b054f1a57b562c5d242c903104 \
+    --hash=sha256:9cde8b6a6b05f68516573523f2013a3574cb2c75299d7d500f44de82ba947b80 \
+    --hash=sha256:a039c38d5644c691eb53cd65360921338f54e44c90b4e764605711e046c926ee \
+    --hash=sha256:a10c1bd7644dc58f8862d8ba0cf9fb7fef0af01ea184ba6ce3f50ab7dfe74d5a \
+    --hash=sha256:a72155928d7053bbde499d32a9c77d3f0f3d29ae72b5a121752481bcbd71e50f \
+    --hash=sha256:a8d40594982ed858780e18a7e4c80415af65af0f22efa7de26bdd30bf24e1e14 \
+    --hash=sha256:af6dbd463a3530256abf21f675ddf87646272bc48901803a185c49d06287fbf1 \
+    --hash=sha256:b3ebda00c3bb8f32a740b72ec38537d54c7c09f383a4cfefb0b315860f825b08 \
+    --hash=sha256:c52694eae5d652361d59ecdb5a2246bff7cff13b6367a12da8499e9df56d148d \
+    --hash=sha256:cdcdf7aad4bab7fd0f2938624a5a84eb4893be269f43a6701b0720b726f24df0 \
+    --hash=sha256:d029804c70fddf90be46ed5305c136cae15800a2300cb0f6bba96d48e770dde0 \
+    --hash=sha256:d09e487d6bfbe21195801323ba95c91cb3523f0fcc34016454d4d9ae9eaa57fe \
+    --hash=sha256:dec2f22486d7781087b173799567cffdcc75e9fb2f1c045f05f8317ccce76a3e \
+    --hash=sha256:e4f5100e66ec307cce8b52fc03e379b5d1596e9cb8d8b19dfeeccc1e68d86c96 \
+    --hash=sha256:e72c0749b06113f50bcb80332364c6be83a9582d6e3db3fe0b280f996dc2ef22 \
+    --hash=sha256:e937790f3c2c18a1cbc7da101550a84319eb48023a715914477d2e7faeaba570 \
+    --hash=sha256:f1f1bbc23ba1312bd8959896f46f667753b90216852d2a8cfa2d07e0cb234144 \
+    --hash=sha256:f33839aa091f7eef4e9078f5b7ab1b8ea4b1d8a50aeaef9fdb3611bba80869ec \
+    --hash=sha256:fa9ecaf2dcef8941fb5719e16322345d730f4c40599bbf47c9753de40eb03882 \
+    --hash=sha256:fc21c4a05226fd39715f66c1c28214862474db50df9f08fd1aa2f96698887bc3
+    # via matplotlib
 frozenlist==1.5.0 \
     --hash=sha256:000a77d6034fbad9b6bb880f7ec073027908f1b40254b5d6f26210d2dab1240e \
     --hash=sha256:03d33c2ddbc1816237a67f66336616416e2bbb6beb306e5f890f2eb22b959cdf \
@@ -980,6 +1111,122 @@ kfp-pipeline-spec==0.2.2 \
 kfp-server-api==2.0.5 \
     --hash=sha256:c9cfbf0e87271d3bfe96e5ecc9ffbdd6ab566bc1c9a9ddc2a39d7698a16e26ff
     # via kfp
+kiwisolver==1.4.7 \
+    --hash=sha256:073a36c8273647592ea332e816e75ef8da5c303236ec0167196793eb1e34657a \
+    --hash=sha256:08471d4d86cbaec61f86b217dd938a83d85e03785f51121e791a6e6689a3be95 \
+    --hash=sha256:0c18ec74c0472de033e1bebb2911c3c310eef5649133dd0bedf2a169a1b269e5 \
+    --hash=sha256:0c6c43471bc764fad4bc99c5c2d6d16a676b1abf844ca7c8702bdae92df01ee0 \
+    --hash=sha256:10849fb2c1ecbfae45a693c070e0320a91b35dd4bcf58172c023b994283a124d \
+    --hash=sha256:18077b53dc3bb490e330669a99920c5e6a496889ae8c63b58fbc57c3d7f33a18 \
+    --hash=sha256:18e0cca3e008e17fe9b164b55735a325140a5a35faad8de92dd80265cd5eb80b \
+    --hash=sha256:22f499f6157236c19f4bbbd472fa55b063db77a16cd74d49afe28992dff8c258 \
+    --hash=sha256:2a8781ac3edc42ea4b90bc23e7d37b665d89423818e26eb6df90698aa2287c95 \
+    --hash=sha256:2e6039dcbe79a8e0f044f1c39db1986a1b8071051efba3ee4d74f5b365f5226e \
+    --hash=sha256:34ea1de54beef1c104422d210c47c7d2a4999bdecf42c7b5718fbe59a4cac383 \
+    --hash=sha256:3ab58c12a2cd0fc769089e6d38466c46d7f76aced0a1f54c77652446733d2d02 \
+    --hash=sha256:3abc5b19d24af4b77d1598a585b8a719beb8569a71568b66f4ebe1fb0449460b \
+    --hash=sha256:3bf1ed55088f214ba6427484c59553123fdd9b218a42bbc8c6496d6754b1e523 \
+    --hash=sha256:3ce6b2b0231bda412463e152fc18335ba32faf4e8c23a754ad50ffa70e4091ee \
+    --hash=sha256:3da53da805b71e41053dc670f9a820d1157aae77b6b944e08024d17bcd51ef88 \
+    --hash=sha256:3f9362ecfca44c863569d3d3c033dbe8ba452ff8eed6f6b5806382741a1334bd \
+    --hash=sha256:409afdfe1e2e90e6ee7fc896f3df9a7fec8e793e58bfa0d052c8a82f99c37abb \
+    --hash=sha256:40fa14dbd66b8b8f470d5fc79c089a66185619d31645f9b0773b88b19f7223c4 \
+    --hash=sha256:4322872d5772cae7369f8351da1edf255a604ea7087fe295411397d0cfd9655e \
+    --hash=sha256:44756f9fd339de0fb6ee4f8c1696cfd19b2422e0d70b4cefc1cc7f1f64045a8c \
+    --hash=sha256:46707a10836894b559e04b0fd143e343945c97fd170d69a2d26d640b4e297935 \
+    --hash=sha256:48b571ecd8bae15702e4f22d3ff6a0f13e54d3d00cd25216d5e7f658242065ee \
+    --hash=sha256:48be928f59a1f5c8207154f935334d374e79f2b5d212826307d072595ad76a2e \
+    --hash=sha256:4bfa75a048c056a411f9705856abfc872558e33c055d80af6a380e3658766038 \
+    --hash=sha256:4c00336b9dd5ad96d0a558fd18a8b6f711b7449acce4c157e7343ba92dd0cf3d \
+    --hash=sha256:4c26ed10c4f6fa6ddb329a5120ba3b6db349ca192ae211e882970bfc9d91420b \
+    --hash=sha256:4d05d81ecb47d11e7f8932bd8b61b720bf0b41199358f3f5e36d38e28f0532c5 \
+    --hash=sha256:4e77f2126c3e0b0d055f44513ed349038ac180371ed9b52fe96a32aa071a5107 \
+    --hash=sha256:5337ec7809bcd0f424c6b705ecf97941c46279cf5ed92311782c7c9c2026f07f \
+    --hash=sha256:5360cc32706dab3931f738d3079652d20982511f7c0ac5711483e6eab08efff2 \
+    --hash=sha256:58370b1ffbd35407444d57057b57da5d6549d2d854fa30249771775c63b5fe17 \
+    --hash=sha256:58cb20602b18f86f83a5c87d3ee1c766a79c0d452f8def86d925e6c60fbf7bfb \
+    --hash=sha256:599b5c873c63a1f6ed7eead644a8a380cfbdf5db91dcb6f85707aaab213b1674 \
+    --hash=sha256:5b7dfa3b546da08a9f622bb6becdb14b3e24aaa30adba66749d38f3cc7ea9706 \
+    --hash=sha256:5b9c3f4ee0b9a439d2415012bd1b1cc2df59e4d6a9939f4d669241d30b414327 \
+    --hash=sha256:5d34eb8494bea691a1a450141ebb5385e4b69d38bb8403b5146ad279f4b30fa3 \
+    --hash=sha256:5d5abf8f8ec1f4e22882273c423e16cae834c36856cac348cfbfa68e01c40f3a \
+    --hash=sha256:5e3bc157fed2a4c02ec468de4ecd12a6e22818d4f09cde2c31ee3226ffbefab2 \
+    --hash=sha256:612a10bdae23404a72941a0fc8fa2660c6ea1217c4ce0dbcab8a8f6543ea9e7f \
+    --hash=sha256:657a05857bda581c3656bfc3b20e353c232e9193eb167766ad2dc58b56504948 \
+    --hash=sha256:65e720d2ab2b53f1f72fb5da5fb477455905ce2c88aaa671ff0a447c2c80e8e3 \
+    --hash=sha256:693902d433cf585133699972b6d7c42a8b9f8f826ebcaf0132ff55200afc599e \
+    --hash=sha256:6af936f79086a89b3680a280c47ea90b4df7047b5bdf3aa5c524bbedddb9e545 \
+    --hash=sha256:71bb308552200fb2c195e35ef05de12f0c878c07fc91c270eb3d6e41698c3bcc \
+    --hash=sha256:764202cc7e70f767dab49e8df52c7455e8de0df5d858fa801a11aa0d882ccf3f \
+    --hash=sha256:76c8094ac20ec259471ac53e774623eb62e6e1f56cd8690c67ce6ce4fcb05650 \
+    --hash=sha256:78a42513018c41c2ffd262eb676442315cbfe3c44eed82385c2ed043bc63210a \
+    --hash=sha256:79849239c39b5e1fd906556c474d9b0439ea6792b637511f3fe3a41158d89ca8 \
+    --hash=sha256:7ab9ccab2b5bd5702ab0803676a580fffa2aa178c2badc5557a84cc943fcf750 \
+    --hash=sha256:7bbfcb7165ce3d54a3dfbe731e470f65739c4c1f85bb1018ee912bae139e263b \
+    --hash=sha256:7c06a4c7cf15ec739ce0e5971b26c93638730090add60e183530d70848ebdd34 \
+    --hash=sha256:801fa7802e5cfabe3ab0c81a34c323a319b097dfb5004be950482d882f3d7225 \
+    --hash=sha256:803b8e1459341c1bb56d1c5c010406d5edec8a0713a0945851290a7930679b51 \
+    --hash=sha256:82a5c2f4b87c26bb1a0ef3d16b5c4753434633b83d365cc0ddf2770c93829e3c \
+    --hash=sha256:84ec80df401cfee1457063732d90022f93951944b5b58975d34ab56bb150dfb3 \
+    --hash=sha256:8705f17dfeb43139a692298cb6637ee2e59c0194538153e83e9ee0c75c2eddde \
+    --hash=sha256:88a9ca9c710d598fd75ee5de59d5bda2684d9db36a9f50b6125eaea3969c2599 \
+    --hash=sha256:88f17c5ffa8e9462fb79f62746428dd57b46eb931698e42e990ad63103f35e6c \
+    --hash=sha256:8a3ec5aa8e38fc4c8af308917ce12c536f1c88452ce554027e55b22cbbfbff76 \
+    --hash=sha256:8a9c83f75223d5e48b0bc9cb1bf2776cf01563e00ade8775ffe13b0b6e1af3a6 \
+    --hash=sha256:8b01aac285f91ca889c800042c35ad3b239e704b150cfd3382adfc9dcc780e39 \
+    --hash=sha256:8d53103597a252fb3ab8b5845af04c7a26d5e7ea8122303dd7a021176a87e8b9 \
+    --hash=sha256:8e045731a5416357638d1700927529e2b8ab304811671f665b225f8bf8d8f933 \
+    --hash=sha256:8f0ea6da6d393d8b2e187e6a5e3fb81f5862010a40c3945e2c6d12ae45cfb2ad \
+    --hash=sha256:90da3b5f694b85231cf93586dad5e90e2d71b9428f9aad96952c99055582f520 \
+    --hash=sha256:913983ad2deb14e66d83c28b632fd35ba2b825031f2fa4ca29675e665dfecbe1 \
+    --hash=sha256:9242795d174daa40105c1d86aba618e8eab7bf96ba8c3ee614da8302a9f95503 \
+    --hash=sha256:929e294c1ac1e9f615c62a4e4313ca1823ba37326c164ec720a803287c4c499b \
+    --hash=sha256:933d4de052939d90afbe6e9d5273ae05fb836cc86c15b686edd4b3560cc0ee36 \
+    --hash=sha256:942216596dc64ddb25adb215c3c783215b23626f8d84e8eff8d6d45c3f29f75a \
+    --hash=sha256:94252291e3fe68001b1dd747b4c0b3be12582839b95ad4d1b641924d68fd4643 \
+    --hash=sha256:9893ff81bd7107f7b685d3017cc6583daadb4fc26e4a888350df530e41980a60 \
+    --hash=sha256:9e838bba3a3bac0fe06d849d29772eb1afb9745a59710762e4ba3f4cb8424483 \
+    --hash=sha256:a0f64a48bb81af7450e641e3fe0b0394d7381e342805479178b3d335d60ca7cf \
+    --hash=sha256:a17f6a29cf8935e587cc8a4dbfc8368c55edc645283db0ce9801016f83526c2d \
+    --hash=sha256:a1ecf0ac1c518487d9d23b1cd7139a6a65bc460cd101ab01f1be82ecf09794b6 \
+    --hash=sha256:a79ae34384df2b615eefca647a2873842ac3b596418032bef9a7283675962644 \
+    --hash=sha256:a91b5f9f1205845d488c928e8570dcb62b893372f63b8b6e98b863ebd2368ff2 \
+    --hash=sha256:aa0abdf853e09aff551db11fce173e2177d00786c688203f52c87ad7fcd91ef9 \
+    --hash=sha256:ac542bf38a8a4be2dc6b15248d36315ccc65f0743f7b1a76688ffb6b5129a5c2 \
+    --hash=sha256:ad42ba922c67c5f219097b28fae965e10045ddf145d2928bfac2eb2e17673640 \
+    --hash=sha256:aeb3531b196ef6f11776c21674dba836aeea9d5bd1cf630f869e3d90b16cfade \
+    --hash=sha256:b38ac83d5f04b15e515fd86f312479d950d05ce2368d5413d46c088dda7de90a \
+    --hash=sha256:b7d755065e4e866a8086c9bdada157133ff466476a2ad7861828e17b6026e22c \
+    --hash=sha256:bd3de6481f4ed8b734da5df134cd5a6a64fe32124fe83dde1e5b5f29fe30b1e6 \
+    --hash=sha256:bfa1acfa0c54932d5607e19a2c24646fb4c1ae2694437789129cf099789a3b00 \
+    --hash=sha256:c619b101e6de2222c1fcb0531e1b17bbffbe54294bfba43ea0d411d428618c27 \
+    --hash=sha256:ce8be0466f4c0d585cdb6c1e2ed07232221df101a4c6f28821d2aa754ca2d9e2 \
+    --hash=sha256:cf0438b42121a66a3a667de17e779330fc0f20b0d97d59d2f2121e182b0505e4 \
+    --hash=sha256:cf8bcc23ceb5a1b624572a1623b9f79d2c3b337c8c455405ef231933a10da379 \
+    --hash=sha256:d2b0e12a42fb4e72d509fc994713d099cbb15ebf1103545e8a45f14da2dfca54 \
+    --hash=sha256:d83db7cde68459fc803052a55ace60bea2bae361fc3b7a6d5da07e11954e4b09 \
+    --hash=sha256:dda56c24d869b1193fcc763f1284b9126550eaf84b88bbc7256e15028f19188a \
+    --hash=sha256:dea0bf229319828467d7fca8c7c189780aa9ff679c94539eed7532ebe33ed37c \
+    --hash=sha256:e1631290ee9271dffe3062d2634c3ecac02c83890ada077d225e081aca8aab89 \
+    --hash=sha256:e28c7fea2196bf4c2f8d46a0415c77a1c480cc0724722f23d7410ffe9842c407 \
+    --hash=sha256:e2e6c39bd7b9372b0be21456caab138e8e69cc0fc1190a9dfa92bd45a1e6e904 \
+    --hash=sha256:e33e8fbd440c917106b237ef1a2f1449dfbb9b6f6e1ce17c94cd6a1e0d438376 \
+    --hash=sha256:e8df2eb9b2bac43ef8b082e06f750350fbbaf2887534a5be97f6cf07b19d9583 \
+    --hash=sha256:e968b84db54f9d42046cf154e02911e39c0435c9801681e3fc9ce8a3c4130278 \
+    --hash=sha256:eb542fe7933aa09d8d8f9d9097ef37532a7df6497819d16efe4359890a2f417a \
+    --hash=sha256:edcfc407e4eb17e037bca59be0e85a2031a2ac87e4fed26d3e9df88b4165f92d \
+    --hash=sha256:eee3ea935c3d227d49b4eb85660ff631556841f6e567f0f7bda972df6c2c9935 \
+    --hash=sha256:ef97b8df011141c9b0f6caf23b29379f87dd13183c978a30a3c546d2c47314cb \
+    --hash=sha256:f106407dda69ae456dd1227966bf445b157ccc80ba0dff3802bb63f30b74e895 \
+    --hash=sha256:f3160309af4396e0ed04db259c3ccbfdc3621b5559b5453075e5de555e1f3a1b \
+    --hash=sha256:f32d6edbc638cde7652bd690c3e728b25332acbadd7cad670cc4a02558d9c417 \
+    --hash=sha256:f37cfe618a117e50d8c240555331160d73d0411422b59b5ee217843d7b693608 \
+    --hash=sha256:f4c9aee212bc89d4e13f58be11a56cc8036cabad119259d12ace14b34476fd07 \
+    --hash=sha256:f4d742cb7af1c28303a51b7a27aaee540e71bb8e24f68c736f6f2ffc82f2bf05 \
+    --hash=sha256:f5a8b53bdc0b3961f8b6125e198617c40aeed638b387913bf1ce78afb1b0be2a \
+    --hash=sha256:f816dd2277f8d63d79f9c8473a79fe54047bc0467754962840782c575522224d \
+    --hash=sha256:f9a9e8a507420fe35992ee9ecb302dab68550dedc0da9e2880dd88071c5fb052
+    # via matplotlib
 kubernetes==26.1.0 \
     --hash=sha256:5854b0c508e8d217ca205591384ab58389abdae608576f9c9afc35a3c76a366c \
     --hash=sha256:e3db6800abf7e36c38d2629b5cb6b74d10988ee0cba6fba45595a7cbe60c0042
@@ -1070,6 +1317,49 @@ markupsafe==3.0.2 \
     #   jinja2
     #   nbconvert
     #   werkzeug
+matplotlib==3.6.3 \
+    --hash=sha256:01b7f521a9a73c383825813af255f8c4485d1706e4f3e2ed5ae771e4403a40ab \
+    --hash=sha256:11011c97d62c1db7bc20509572557842dbb8c2a2ddd3dd7f20501aa1cde3e54e \
+    --hash=sha256:1183877d008c752d7d535396096c910f4663e4b74a18313adee1213328388e1e \
+    --hash=sha256:12f999661589981e74d793ee2f41b924b3b87d65fd929f6153bf0f30675c59b1 \
+    --hash=sha256:1c235bf9be052347373f589e018988cad177abb3f997ab1a2e2210c41562cc0c \
+    --hash=sha256:1f4d69707b1677560cd952544ee4962f68ff07952fb9069ff8c12b56353cb8c9 \
+    --hash=sha256:1fcc4cad498533d3c393a160975acc9b36ffa224d15a6b90ae579eacee5d8579 \
+    --hash=sha256:2787a16df07370dcba385fe20cdd0cc3cfaabd3c873ddabca78c10514c799721 \
+    --hash=sha256:29f17b7f2e068dc346687cbdf80b430580bab42346625821c2d3abf3a1ec5417 \
+    --hash=sha256:38d38cb1ea1d80ee0f6351b65c6f76cad6060bbbead015720ba001348ae90f0c \
+    --hash=sha256:3f56a7252eee8f3438447f75f5e1148a1896a2756a92285fe5d73bed6deebff4 \
+    --hash=sha256:5223affa21050fb6118353c1380c15e23aedfb436bf3e162c26dc950617a7519 \
+    --hash=sha256:57ad1aee29043163374bfa8990e1a2a10ff72c9a1bfaa92e9c46f6ea59269121 \
+    --hash=sha256:59400cc9451094b7f08cc3f321972e6e1db4cd37a978d4e8a12824bf7fd2f03b \
+    --hash=sha256:68d94a436f62b8a861bf3ace82067a71bafb724b4e4f9133521e4d8012420dd7 \
+    --hash=sha256:6adc441b5b2098a4b904bbf9d9e92fb816fef50c55aa2ea6a823fc89b94bb838 \
+    --hash=sha256:6d81b11ede69e3a751424b98dc869c96c10256b2206bfdf41f9c720eee86844c \
+    --hash=sha256:73b93af33634ed919e72811c9703e1105185cd3fb46d76f30b7f4cfbbd063f89 \
+    --hash=sha256:77b384cee7ab8cf75ffccbfea351a09b97564fc62d149827a5e864bec81526e5 \
+    --hash=sha256:79e501eb847f4a489eb7065bb8d3187117f65a4c02d12ea3a19d6c5bef173bcc \
+    --hash=sha256:809119d1cba3ece3c9742eb01827fe7a0e781ea3c5d89534655a75e07979344f \
+    --hash=sha256:80c166a0e28512e26755f69040e6bf2f946a02ffdb7c00bf6158cca3d2b146e6 \
+    --hash=sha256:81b409b2790cf8d7c1ef35920f01676d2ae7afa8241844e7aa5484fdf493a9a0 \
+    --hash=sha256:994637e2995b0342699b396a320698b07cd148bbcf2dd2fa2daba73f34dd19f2 \
+    --hash=sha256:9ceebaf73f1a3444fa11014f38b9da37ff7ea328d6efa1652241fe3777bfdab9 \
+    --hash=sha256:9fb8fb19d03abf3c5dab89a8677e62c4023632f919a62b6dd1d6d2dbf42cd9f5 \
+    --hash=sha256:acc3b1a4bddbf56fe461e36fb9ef94c2cb607fc90d24ccc650040bfcc7610de4 \
+    --hash=sha256:bbddfeb1495484351fb5b30cf5bdf06b3de0bc4626a707d29e43dfd61af2a780 \
+    --hash=sha256:bbf269e1d24bc25247095d71c7a969813f7080e2a7c6fa28931a603f747ab012 \
+    --hash=sha256:bebcff4c3ed02c6399d47329f3554193abd824d3d53b5ca02cf583bcd94470e2 \
+    --hash=sha256:c3f08df2ac4636249b8bc7a85b8b82c983bef1441595936f62c2918370ca7e1d \
+    --hash=sha256:ca94f0362f6b6f424b555b956971dcb94b12d0368a6c3e07dc7a40d32d6d873d \
+    --hash=sha256:d00c248ab6b92bea3f8148714837937053a083ff03b4c5e30ed37e28fc0e7e56 \
+    --hash=sha256:d2cfaa7fd62294d945b8843ea24228a27c8e7c5b48fa634f3c168153b825a21b \
+    --hash=sha256:d5f18430f5cfa5571ab8f4c72c89af52aa0618e864c60028f11a857d62200cba \
+    --hash=sha256:debeab8e2ab07e5e3dac33e12456da79c7e104270d2b2d1df92b9e40347cca75 \
+    --hash=sha256:dfba7057609ca9567b9704626756f0142e97ec8c5ba2c70c6e7bd1c25ef99f06 \
+    --hash=sha256:e0a64d7cc336b52e90f59e6d638ae847b966f68582a7af041e063d568e814740 \
+    --hash=sha256:eb9421c403ffd387fbe729de6d9a03005bf42faba5e8432f4e51e703215b49fc \
+    --hash=sha256:faff486b36530a836a6b4395850322e74211cd81fc17f28b4904e1bd53668e3e \
+    --hash=sha256:ff2aa84e74f80891e6bcf292ebb1dd57714ffbe13177642d65fee25384a30894
+    # via gigl (python/pyproject.toml)
 matplotlib-inline==0.1.7 \
     --hash=sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90 \
     --hash=sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca
@@ -1408,9 +1698,11 @@ numpy==1.24.3 \
     --hash=sha256:f21c442fdd2805e91799fbe044a7b999b8571bb0ab0f7850d0cb9641a687092b
     # via
     #   apache-beam
+    #   contourpy
     #   fbgemm-gpu
     #   gigl (python/pyproject.toml)
     #   h5py
+    #   matplotlib
     #   ml-dtypes
     #   pandas
     #   pyarrow
@@ -1494,7 +1786,9 @@ objsize==0.7.1 \
 omegaconf==2.3.0 \
     --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
     --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
-    # via hydra-core
+    # via
+    #   gigl (python/pyproject.toml)
+    #   hydra-core
 opentelemetry-api==1.31.1 \
     --hash=sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91 \
     --hash=sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1
@@ -1599,6 +1893,7 @@ packaging==24.2 \
     #   hydra-core
     #   ipykernel
     #   lightning-utilities
+    #   matplotlib
     #   nbconvert
     #   tensorflow
     #   torchmetrics
@@ -1646,6 +1941,114 @@ pexpect==4.9.0 \
     --hash=sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523 \
     --hash=sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f
     # via ipython
+pillow==11.3.0 \
+    --hash=sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2 \
+    --hash=sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214 \
+    --hash=sha256:040a5b691b0713e1f6cbe222e0f4f74cd233421e105850ae3b3c0ceda520f42e \
+    --hash=sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59 \
+    --hash=sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50 \
+    --hash=sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632 \
+    --hash=sha256:092c80c76635f5ecb10f3f83d76716165c96f5229addbd1ec2bdbbda7d496e06 \
+    --hash=sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a \
+    --hash=sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51 \
+    --hash=sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced \
+    --hash=sha256:106064daa23a745510dabce1d84f29137a37224831d88eb4ce94bb187b1d7e5f \
+    --hash=sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12 \
+    --hash=sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8 \
+    --hash=sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6 \
+    --hash=sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580 \
+    --hash=sha256:19d2ff547c75b8e3ff46f4d9ef969a06c30ab2d4263a9e287733aa8b2429ce8f \
+    --hash=sha256:1a992e86b0dd7aeb1f053cd506508c0999d710a8f07b4c791c63843fc6a807ac \
+    --hash=sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860 \
+    --hash=sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd \
+    --hash=sha256:1cd110edf822773368b396281a2293aeb91c90a2db00d78ea43e7e861631b722 \
+    --hash=sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8 \
+    --hash=sha256:23cff760a9049c502721bdb743a7cb3e03365fafcdfc2ef9784610714166e5a4 \
+    --hash=sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673 \
+    --hash=sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788 \
+    --hash=sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542 \
+    --hash=sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e \
+    --hash=sha256:30807c931ff7c095620fe04448e2c2fc673fcbb1ffe2a7da3fb39613489b1ddd \
+    --hash=sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8 \
+    --hash=sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523 \
+    --hash=sha256:3cee80663f29e3843b68199b9d6f4f54bd1d4a6b59bdd91bceefc51238bcb967 \
+    --hash=sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809 \
+    --hash=sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477 \
+    --hash=sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027 \
+    --hash=sha256:4445fa62e15936a028672fd48c4c11a66d641d2c05726c7ec1f8ba6a572036ae \
+    --hash=sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b \
+    --hash=sha256:465b9e8844e3c3519a983d58b80be3f668e2a7a5db97f2784e7079fbc9f9822c \
+    --hash=sha256:48d254f8a4c776de343051023eb61ffe818299eeac478da55227d96e241de53f \
+    --hash=sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e \
+    --hash=sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b \
+    --hash=sha256:504b6f59505f08ae014f724b6207ff6222662aab5cc9542577fb084ed0676ac7 \
+    --hash=sha256:527b37216b6ac3a12d7838dc3bd75208ec57c1c6d11ef01902266a5a0c14fc27 \
+    --hash=sha256:5418b53c0d59b3824d05e029669efa023bbef0f3e92e75ec8428f3799487f361 \
+    --hash=sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae \
+    --hash=sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d \
+    --hash=sha256:6359a3bc43f57d5b375d1ad54a0074318a0844d11b76abccf478c37c986d3cfc \
+    --hash=sha256:643f189248837533073c405ec2f0bb250ba54598cf80e8c1e043381a60632f58 \
+    --hash=sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad \
+    --hash=sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6 \
+    --hash=sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024 \
+    --hash=sha256:6a418691000f2a418c9135a7cf0d797c1bb7d9a485e61fe8e7722845b95ef978 \
+    --hash=sha256:6abdbfd3aea42be05702a8dd98832329c167ee84400a1d1f61ab11437f1717eb \
+    --hash=sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d \
+    --hash=sha256:7107195ddc914f656c7fc8e4a5e1c25f32e9236ea3ea860f257b0436011fddd0 \
+    --hash=sha256:71f511f6b3b91dd543282477be45a033e4845a40278fa8dcdbfdb07109bf18f9 \
+    --hash=sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f \
+    --hash=sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874 \
+    --hash=sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa \
+    --hash=sha256:7aee118e30a4cf54fdd873bd3a29de51e29105ab11f9aad8c32123f58c8f8081 \
+    --hash=sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149 \
+    --hash=sha256:7c8ec7a017ad1bd562f93dbd8505763e688d388cde6e4a010ae1486916e713e6 \
+    --hash=sha256:7d1aa4de119a0ecac0a34a9c8bde33f34022e2e8f99104e47a3ca392fd60e37d \
+    --hash=sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd \
+    --hash=sha256:819931d25e57b513242859ce1876c58c59dc31587847bf74cfe06b2e0cb22d2f \
+    --hash=sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c \
+    --hash=sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31 \
+    --hash=sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e \
+    --hash=sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db \
+    --hash=sha256:89bd777bc6624fe4115e9fac3352c79ed60f3bb18651420635f26e643e3dd1f6 \
+    --hash=sha256:8dc70ca24c110503e16918a658b869019126ecfe03109b754c402daff12b3d9f \
+    --hash=sha256:91da1d88226663594e3f6b4b8c3c8d85bd504117d043740a8e0ec449087cc494 \
+    --hash=sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69 \
+    --hash=sha256:932c754c2d51ad2b2271fd01c3d121daaa35e27efae2a616f77bf164bc0b3e94 \
+    --hash=sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77 \
+    --hash=sha256:97afb3a00b65cc0804d1c7abddbf090a81eaac02768af58cbdcaaa0a931e0b6d \
+    --hash=sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7 \
+    --hash=sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a \
+    --hash=sha256:9ab6ae226de48019caa8074894544af5b53a117ccb9d3b3dcb2871464c829438 \
+    --hash=sha256:9c412fddd1b77a75aa904615ebaa6001f169b26fd467b4be93aded278266b288 \
+    --hash=sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b \
+    --hash=sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635 \
+    --hash=sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3 \
+    --hash=sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d \
+    --hash=sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe \
+    --hash=sha256:b4b8f3efc8d530a1544e5962bd6b403d5f7fe8b9e08227c6b255f98ad82b4ba0 \
+    --hash=sha256:b5f56c3f344f2ccaf0dd875d3e180f631dc60a51b314295a3e681fe8cf851fbe \
+    --hash=sha256:be5463ac478b623b9dd3937afd7fb7ab3d79dd290a28e2b6df292dc75063eb8a \
+    --hash=sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805 \
+    --hash=sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8 \
+    --hash=sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36 \
+    --hash=sha256:cadc9e0ea0a2431124cde7e1697106471fc4c1da01530e679b2391c37d3fbb3a \
+    --hash=sha256:cc3e831b563b3114baac7ec2ee86819eb03caa1a2cef0b481a5675b59c4fe23b \
+    --hash=sha256:cd8ff254faf15591e724dc7c4ddb6bf4793efcbe13802a4ae3e863cd300b493e \
+    --hash=sha256:d000f46e2917c705e9fb93a3606ee4a819d1e3aa7a9b442f6444f07e77cf5e25 \
+    --hash=sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12 \
+    --hash=sha256:e5c5858ad8ec655450a7c7df532e9842cf8df7cc349df7225c60d5d348c8aada \
+    --hash=sha256:e67d793d180c9df62f1f40aee3accca4829d3794c95098887edc18af4b8b780c \
+    --hash=sha256:ea944117a7974ae78059fcc1800e5d3295172bb97035c0c1d9345fca1419da71 \
+    --hash=sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d \
+    --hash=sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c \
+    --hash=sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6 \
+    --hash=sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1 \
+    --hash=sha256:f1f182ebd2303acf8c380a54f615ec883322593320a9b00438eb842c1f37ae50 \
+    --hash=sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653 \
+    --hash=sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c \
+    --hash=sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4 \
+    --hash=sha256:fe27fb049cdcca11f11a7bfda64043c37b30e6b91f10cb5bab275806c32f6ab3
+    # via matplotlib
 platformdirs==4.3.8 \
     --hash=sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc \
     --hash=sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4
@@ -1999,6 +2402,7 @@ pyparsing==3.2.3 \
     --hash=sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be
     # via
     #   httplib2
+    #   matplotlib
     #   pydot
     #   torch-geometric
 pyre-extensions==0.0.32 \
@@ -2015,6 +2419,7 @@ python-dateutil==2.9.0.post0 \
     #   jupyter-client
     #   kfp-server-api
     #   kubernetes
+    #   matplotlib
     #   pandas
 python-dotenv==1.0.0 \
     --hash=sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba \