From f893027829404769f6ecf28517c2857f9b23a2e0 Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:41:50 +0200
Subject: [PATCH 1/9] update docker image and stage the build over existing
 image of our jupyterhub.

---
 jupyterhub/Dockerfile | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/jupyterhub/Dockerfile b/jupyterhub/Dockerfile
index 70d3de3..7e49e7e 100644
--- a/jupyterhub/Dockerfile
+++ b/jupyterhub/Dockerfile
@@ -1,5 +1,8 @@
 # Custom image, see README
-FROM jupyter/custom
+# usually we build the fresh image of jupyter custom from docker stacks repo but since we are just updating a package
+# here we will build it on top of our existing jupyter image
+# FROM jupyter/custom
+FROM us-docker.pkg.dev/vgi-pn-277619/data-team/pubnative/jupyterhub:spark3.4.1-py3.11-hadoop3-openjdk11-scala2.12-build2.0.0
 
 USER root
 WORKDIR /usr/local/

From b8926fba4e46ff1066338ebbb5261fb53820a563 Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:42:34 +0200
Subject: [PATCH 2/9] update comments in jupyterhub make file

---
 jupyterhub/Makefile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/jupyterhub/Makefile b/jupyterhub/Makefile
index 46b4f43..4207f95 100644
--- a/jupyterhub/Makefile
+++ b/jupyterhub/Makefile
@@ -23,4 +23,4 @@ build: requirements
 
 publish: build
 	docker push ${JUPYTERHUB}
-	@echo pushed ${JUPYTERHUB} to DockerHub
+	@echo pushed ${JUPYTERHUB} to Google Artifact Registry

From 762412b000aaf7fc9fec61acb7813906bcce128f Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:43:08 +0200
Subject: [PATCH 3/9] add xgboost to jupyterhub poetry env and update patch
 version

---
 jupyterhub/poetry.lock    | 346 +++++---------------------------------
 jupyterhub/pyproject.toml |   3 +-
 2 files changed, 43 insertions(+), 306 deletions(-)

diff --git a/jupyterhub/poetry.lock b/jupyterhub/poetry.lock
index 0e0fec8..1f10fd5 100644
--- a/jupyterhub/poetry.lock
+++ b/jupyterhub/poetry.lock
@@ -433,27 +433,6 @@ files = [
     {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
 ]
 
-[[package]]
-name = "clarabel"
-version = "0.6.0"
-description = "Clarabel Conic Interior Point Solver for Rust / Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "clarabel-0.6.0-cp37-abi3-macosx_10_7_x86_64.whl", hash = "sha256:4f366de79b8bc66bef8dc170987840b672ccab9222e710c09536d78ef47f606d"},
-    {file = "clarabel-0.6.0-cp37-abi3-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:edcebbfc14073cd32bfb664317fd2555716c96be8b2a54efdb2b728453582bea"},
-    {file = "clarabel-0.6.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e737d2818b9ca10e92ccd3fa9ad1a805b039976016415a0c45adef3427d70792"},
-    {file = "clarabel-0.6.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2e0b1891d8e507eb0bfc7e0b981584c388b2ab28658056e600997dbbc23f1ab4"},
-    {file = "clarabel-0.6.0-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9946d3b5db346421b6d839d868e7b1151b590f871344fe95113bfd55b5be2433"},
-    {file = "clarabel-0.6.0-cp37-abi3-win32.whl", hash = "sha256:73ed408c975a8ea021c3d8262d5d023a18e1ac3f6bb59a37cd69a11dba8f86ed"},
-    {file = "clarabel-0.6.0-cp37-abi3-win_amd64.whl", hash = "sha256:5a6be4df9fed98b6f73f034836def913a1ecd52e8b79ca230ddf7cd66ebcdee7"},
-    {file = "clarabel-0.6.0.tar.gz", hash = "sha256:ef909a393e72981ca10b1d866d9cc7fb6295ece20ae035def764338894961184"},
-]
-
-[package.dependencies]
-numpy = "*"
-scipy = "*"
-
 [[package]]
 name = "cloudpickle"
 version = "3.0.0"
@@ -556,64 +535,6 @@ mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pill
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
-[[package]]
-name = "cvxpy"
-version = "1.4.1"
-description = "A domain-specific language for modeling convex optimization problems in Python."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "cvxpy-1.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:03588055b660c043848f5281fe24dbd21f005b34bd8bd3b56906d8ad457c14ae"},
-    {file = "cvxpy-1.4.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:315609ff96adeda4970471b349bc19d44ff4043e15630cf5ac70c029658fe8fc"},
-    {file = "cvxpy-1.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:55e08ffb973d62b3fabc675ad464cb6013ea5ce69799f330b33a084a2e580d8d"},
-    {file = "cvxpy-1.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f1482558b785f2db51c76b9c6e91cc85dbd146675b126a799e7d7aab5b15354"},
-    {file = "cvxpy-1.4.1-cp310-cp310-win_amd64.whl", hash = "sha256:2f84687d15d11f9b49ca902f20103a2076efd47773c399cace71237ef53cdadc"},
-    {file = "cvxpy-1.4.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d6bfbd535fdaabc5fa55f28de7a1d40f3a803a27fe3fec86e90700fa159a3afc"},
-    {file = "cvxpy-1.4.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:71a95aaccf22431fd25a63bcb12d583e1b0baeaeb4fafa3e25857cec03b9e2f3"},
-    {file = "cvxpy-1.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9d3bae3bf31e4eb6ed6407f78c6bc3c7bc4b4145cdbbb9ba8c61c3fc541d7067"},
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-    {file = "cvxpy-1.4.1-cp311-cp311-win_amd64.whl", hash = "sha256:edf66010e49b64d3f2dd1a7abde8fa3e615ce7a2b3eb185ab744b0beb3a6adb9"},
-    {file = "cvxpy-1.4.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:6b0f17dca85b2a410e73f5d84b28f35f57a20cfec1b0adc9b16f0f8aabff9961"},
-    {file = "cvxpy-1.4.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9318c4e679b3db470e76e7f23cce362b038bd2d68c4a7326a7c21577ddbdc542"},
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-    {file = "cvxpy-1.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:57593a852c563ce77bdb075a3e75f23d36d4b3162ebf3199b54cc7fe75088ef2"},
-    {file = "cvxpy-1.4.1-cp38-cp38-win_amd64.whl", hash = "sha256:db89b55025514bad821b1f1781bed373cbb6aa22fe84420431efd510dbe7f858"},
-    {file = "cvxpy-1.4.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:372c0825cc6e6bb03ecc550d83718761a1bbdbbb48010fec6f9718581ebd45b5"},
-    {file = "cvxpy-1.4.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:163caffd7f7f27b6cb151f4ccff283068e063c3673158793048761690cbe4bbe"},
-    {file = "cvxpy-1.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f24067c54979b09910aea0a03256247121d8a8169538facf087c1923e9e2701a"},
-    {file = "cvxpy-1.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5a3ec054279880a9ebf5fd9d2ac4109acf944b8c45ea8b24e461680e34f3d7b5"},
-    {file = "cvxpy-1.4.1-cp39-cp39-win_amd64.whl", hash = "sha256:d220a7ee55907da9b55b98e5238d03735118d03b82855ba87b872cb2e6977367"},
-    {file = "cvxpy-1.4.1.tar.gz", hash = "sha256:7a9ef34e3c57ff8c844d86f0a3834fb5575af19233947639de0ba577c6122e3e"},
-]
-
-[package.dependencies]
-clarabel = ">=0.5.0"
-ecos = ">=2"
-numpy = ">=1.15"
-osqp = ">=0.6.2"
-pybind11 = "*"
-scipy = ">=1.1.0"
-scs = ">=3.0"
-
-[package.extras]
-cbc = ["cylp (>=0.91.5)"]
-clarabel = ["clarabel"]
-cvxopt = ["cvxopt"]
-diffcp = ["diffcp"]
-glop = ["ortools (>=9.5,<9.8)"]
-glpk = ["cvxopt"]
-glpk-mi = ["cvxopt"]
-gurobi = ["gurobipy"]
-highs = ["scipy (>=1.6.1)"]
-mosek = ["Mosek"]
-pdlp = ["ortools (>=9.5,<9.8)"]
-piqp = ["piqp"]
-proxqp = ["proxsuite"]
-scip = ["PySCIPOpt"]
-scipy = ["scipy"]
-scs = ["setuptools (>65.5.1)"]
-xpress = ["xpress"]
-
 [[package]]
 name = "cycler"
 version = "0.12.1"
@@ -716,35 +637,6 @@ files = [
     {file = "dm_tree-0.1.8-cp39-cp39-win_amd64.whl", hash = "sha256:8ed3564abed97c806db122c2d3e1a2b64c74a63debe9903aad795167cc301368"},
 ]
 
-[[package]]
-name = "ecos"
-version = "2.0.12"
-description = "This is the Python package for ECOS: Embedded Cone Solver. See Github page for more information."
-optional = false
-python-versions = "*"
-files = [
-    {file = "ecos-2.0.12-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:835298a299c88c207b3402fba60ad9b5688b59bbbf2ac34a46de5b37165d773a"},
-    {file = "ecos-2.0.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:608bc822ee8e070927ab3519169b13a1a0fe88f3d562212d6b5dbb1039776360"},
-    {file = "ecos-2.0.12-cp310-cp310-win_amd64.whl", hash = "sha256:5184a9d8521ad1af90ffcd9902a6fa75c7bc473f37d30d86f97beda1033dfca2"},
-    {file = "ecos-2.0.12-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:eba07599084724eedc20b2862d5580eebebb09609f4740baadc78401cb99827c"},
-    {file = "ecos-2.0.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4979dc2d1cb6667e371a45a61887068505c1305437eef104ed6ef16f4b6aa0e3"},
-    {file = "ecos-2.0.12-cp311-cp311-win_amd64.whl", hash = "sha256:da8fbbca3feb83a9e27075d29b3765417d0c80af8ea83cbdc4a558cae7b564af"},
-    {file = "ecos-2.0.12-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:f70e4547966f530fd7715756f7a65d5b9b90b312b9d37f243ef9356c05e7d74c"},
-    {file = "ecos-2.0.12-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:617be25d74222849622b0f82b94a11abcf1fae78ccaf69977b328321ee6ffa0b"},
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-    {file = "ecos-2.0.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6def54336a15b5a49bc3bfcaa36035e8557cae8a4853b17ca84f5a29c93bcaea"},
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-    {file = "ecos-2.0.12.tar.gz", hash = "sha256:f48816d73b87ae325556ea537b7c8743187311403c80e3832035224156337c4e"},
-]
-
-[package.dependencies]
-numpy = ">=1.6"
-scipy = ">=0.9"
-
 [[package]]
 name = "flatbuffers"
 version = "23.5.26"
@@ -2278,6 +2170,17 @@ files = [
     {file = "numpy-1.26.3.tar.gz", hash = "sha256:697df43e2b6310ecc9d95f05d5ef20eacc09c7c4ecc9da3f235d39e71b7da1e4"},
 ]
 
+[[package]]
+name = "nvidia-nccl-cu12"
+version = "2.26.5"
+description = "NVIDIA Collective Communication Library (NCCL) Runtime"
+optional = false
+python-versions = ">=3"
+files = [
+    {file = "nvidia_nccl_cu12-2.26.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:adb1bf4adcc5a47f597738a0700da6aef61f8ea4251b375540ae138c7d239588"},
+    {file = "nvidia_nccl_cu12-2.26.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ea5ed3e053c735f16809bee7111deac62ac35b10128a8c102960a0462ce16cbe"},
+]
+
 [[package]]
 name = "oauthlib"
 version = "3.2.2"
@@ -2312,29 +2215,6 @@ numpy = ">=1.7"
 docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
-[[package]]
-name = "optbinning"
-version = "0.18.0"
-description = "OptBinning: The Python Optimal Binning library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "optbinning-0.18.0-py3-none-any.whl", hash = "sha256:9adf279051ac336ba81d2af456c26208e30d72fbc0c46b2df3fc43edad6d4745"},
-    {file = "optbinning-0.18.0.tar.gz", hash = "sha256:0c05924c45a22a8f169f72da2371154d6d73e21e7576248272f9c9a63c7a04ab"},
-]
-
-[package.dependencies]
-matplotlib = "*"
-numpy = ">=1.16.1"
-ortools = ">=9.4"
-pandas = "*"
-ropwr = ">=1.0.0"
-scikit-learn = ">=1.0.2"
-scipy = ">=1.6.0"
-
-[package.extras]
-distributed = ["pympler", "tdigest"]
-
 [[package]]
 name = "optuna"
 version = "3.5.0"
@@ -2363,83 +2243,6 @@ integration = ["botorch (>=0.4.0)", "catboost (>=0.26)", "catboost (>=0.26,<1.2)
 optional = ["boto3", "botorch", "cmaes (>=0.10.0)", "google-cloud-storage", "matplotlib (!=3.6.0)", "pandas", "plotly (>=4.9.0)", "redis", "scikit-learn (>=0.24.2)"]
 test = ["coverage", "fakeredis[lua]", "kaleido", "moto", "pytest", "scipy (>=1.9.2)"]
 
-[[package]]
-name = "ortools"
-version = "9.6.2534"
-description = "Google OR-Tools python libraries and modules"
-optional = false
-python-versions = ">= 3.6"
-files = [
-    {file = "ortools-9.6.2534-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:b2ed0a0d8691351905dbcef0246342a67c47f3b5d0401de12093fbd1b7554568"},
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 [[package]]
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 [[package]]
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@@ -4042,6 +3749,35 @@ io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zar
 parallel = ["dask[complete]"]
 viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
+[[package]]
+name = "xgboost"
+version = "3.0.0"
+description = "XGBoost Python Package"
+optional = false
+python-versions = ">=3.10"
+files = [
+    {file = "xgboost-3.0.0-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:ed8cffd7998bd9431c3b0287a70bec8e45c09b43c9474d9dfd261627713bd890"},
+    {file = "xgboost-3.0.0-py3-none-macosx_12_0_arm64.whl", hash = "sha256:314104bd3a1426a40f0c9662eef40e9ab22eb7a8068a42a8d198ce40412db75c"},
+    {file = "xgboost-3.0.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:72c3405e8dfc37048f9fe339a058fa12b9f0f03bc31d3e56f0887eed2ed2baa1"},
+    {file = "xgboost-3.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:72d39e74649e9b628c4221111aa6a8caa860f2e853b25480424403ee61085126"},
+    {file = "xgboost-3.0.0-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:7bdee5787f86b83bebd75e2c96caf854760788e5f4203d063da50db5bf0efc5f"},
+    {file = "xgboost-3.0.0-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:61c7e391e373b8a5312503525c0689f83ef1912a1236377022865ab340f465a4"},
+    {file = "xgboost-3.0.0-py3-none-win_amd64.whl", hash = "sha256:0ea74e97f95b1eddfd27a46b7f22f72ec5a5322e1dc7cb41c9c23fb580763df9"},
+    {file = "xgboost-3.0.0.tar.gz", hash = "sha256:45e95416df6f6f01d9a62e60cf09fc57e5ee34697f3858337c796fac9ce3b9ed"},
+]
+
+[package.dependencies]
+numpy = "*"
+nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""}
+scipy = "*"
+
+[package.extras]
+dask = ["dask", "distributed", "pandas"]
+pandas = ["pandas (>=1.2)"]
+plotting = ["graphviz", "matplotlib"]
+pyspark = ["cloudpickle", "pyspark", "scikit-learn"]
+scikit-learn = ["scikit-learn"]
+
 [[package]]
 name = "yarl"
 version = "1.9.4"
@@ -4148,4 +3884,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.12"
-content-hash = "3a2ee6dbc0ee725a523d9baa7dede0a194cdada5b1a169873ca2471b8b9f1a15"
+content-hash = "18673fa30afeea35ab6e166d0272595194e6e6c0ae521cfd9ae8b6627d71eb53"
diff --git a/jupyterhub/pyproject.toml b/jupyterhub/pyproject.toml
index 072baae..e92d945 100644
--- a/jupyterhub/pyproject.toml
+++ b/jupyterhub/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "jupyterhub"
-version = "2.0.0"
+version = "2.0.1"
 description = ""
 authors = ["Abhinav <abhinav.jain@pubnative.net>"]
 readme = "README.md"
@@ -26,6 +26,7 @@ influxdb = "^5.3.1"
 google-cloud-bigquery = "^3.16.0"
 tensorflow = "2.14.0"
 tensorflow-probability = "^0.23.0"
+xgboost = "^3.0.0"
 
 
 [build-system]

From 7f32b746860058a50aaaadbfff481ea9f6e7c52b Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:43:47 +0200
Subject: [PATCH 4/9] export requirements for jupyterhub image and copy it for
 executors too

---
 jupyterhub/requirements.txt        |   2 +
 pyspark/executors/requirements.txt | 124 -----------------------------
 2 files changed, 2 insertions(+), 124 deletions(-)
 delete mode 100644 pyspark/executors/requirements.txt

diff --git a/jupyterhub/requirements.txt b/jupyterhub/requirements.txt
index 83bc8f1..183559d 100644
--- a/jupyterhub/requirements.txt
+++ b/jupyterhub/requirements.txt
@@ -68,6 +68,7 @@ mysql-connector-python==8.2.0 ; python_version >= "3.11" and python_version < "3
 numba==0.58.1 ; python_version >= "3.11" and python_version < "3.12"
 numexpr==2.8.8 ; python_version >= "3.11" and python_version < "3.12"
 numpy==1.26.3 ; python_version >= "3.11" and python_version < "3.12"
+nvidia-nccl-cu12==2.26.5 ; platform_system == "Linux" and platform_machine != "aarch64" and python_version >= "3.11" and python_version < "3.12"
 oauthlib==3.2.2 ; python_version >= "3.11" and python_version < "3.12"
 opt-einsum==3.3.0 ; python_version >= "3.11" and python_version < "3.12"
 optuna==3.5.0 ; python_version >= "3.11" and python_version < "3.12"
@@ -123,4 +124,5 @@ werkzeug==3.0.1 ; python_version >= "3.11" and python_version < "3.12"
 wheel==0.42.0 ; python_version >= "3.11" and python_version < "3.12"
 wrapt==1.14.1 ; python_version >= "3.11" and python_version < "3.12"
 xarray==2023.12.0 ; python_version >= "3.11" and python_version < "3.12"
+xgboost==3.0.0 ; python_version >= "3.11" and python_version < "3.12"
 yarl==1.9.4 ; python_version >= "3.11" and python_version < "3.12"
diff --git a/pyspark/executors/requirements.txt b/pyspark/executors/requirements.txt
deleted file mode 100644
index ab4120f..0000000
--- a/pyspark/executors/requirements.txt
+++ /dev/null
@@ -1,124 +0,0 @@
-absl-py==2.0.0 ; python_version >= "3.11" and python_version < "3.12"
-aiobotocore==2.9.0 ; python_version >= "3.11" and python_version < "3.12"
-aiohttp==3.9.1 ; python_version >= "3.11" and python_version < "3.12"
-aioitertools==0.11.0 ; python_version >= "3.11" and python_version < "3.12"
-aiosignal==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
-alembic==1.13.1 ; python_version >= "3.11" and python_version < "3.12"
-annotated-types==0.6.0 ; python_version >= "3.11" and python_version < "3.12"
-astunparse==1.6.3 ; python_version >= "3.11" and python_version < "3.12"
-attrs==23.2.0 ; python_version >= "3.11" and python_version < "3.12"
-botocore==1.33.13 ; python_version >= "3.11" and python_version < "3.12"
-bottleneck==1.3.7 ; python_version >= "3.11" and python_version < "3.12"
-cachetools==5.3.2 ; python_version >= "3.11" and python_version < "3.12"
-category-encoders==2.6.3 ; python_version >= "3.11" and python_version < "3.12"
-certifi==2023.11.17 ; python_version >= "3.11" and python_version < "3.12"
-charset-normalizer==3.3.2 ; python_version >= "3.11" and python_version < "3.12"
-cloudpickle==3.0.0 ; python_version >= "3.11" and python_version < "3.12"
-colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.12" and (sys_platform == "win32" or platform_system == "Windows")
-colorlog==6.8.0 ; python_version >= "3.11" and python_version < "3.12"
-contourpy==1.2.0 ; python_version >= "3.11" and python_version < "3.12"
-cycler==0.12.1 ; python_version >= "3.11" and python_version < "3.12"
-dataframe-api-compat==0.2.6 ; python_version >= "3.11" and python_version < "3.12"
-db-dtypes==1.2.0 ; python_version >= "3.11" and python_version < "3.12"
-decorator==5.1.1 ; python_version >= "3.11" and python_version < "3.12"
-dm-tree==0.1.8 ; python_version >= "3.11" and python_version < "3.12"
-flatbuffers==23.5.26 ; python_version >= "3.11" and python_version < "3.12"
-fonttools==4.47.2 ; python_version >= "3.11" and python_version < "3.12"
-frozenlist==1.4.1 ; python_version >= "3.11" and python_version < "3.12"
-fsspec==2023.12.2 ; python_version >= "3.11" and python_version < "3.12"
-gast==0.5.4 ; python_version >= "3.11" and python_version < "3.12"
-gcsfs==2023.12.2.post1 ; python_version >= "3.11" and python_version < "3.12"
-google-api-core==2.15.0 ; python_version >= "3.11" and python_version < "3.12"
-google-api-core[grpc]==2.15.0 ; python_version >= "3.11" and python_version < "3.12"
-google-auth-oauthlib==1.0.0 ; python_version >= "3.11" and python_version < "3.12"
-google-auth==2.26.2 ; python_version >= "3.11" and python_version < "3.12"
-google-cloud-bigquery-storage==2.24.0 ; python_version >= "3.11" and python_version < "3.12"
-google-cloud-bigquery==3.16.0 ; python_version >= "3.11" and python_version < "3.12"
-google-cloud-core==2.4.1 ; python_version >= "3.11" and python_version < "3.12"
-google-cloud-storage==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
-google-crc32c==1.5.0 ; python_version >= "3.11" and python_version < "3.12"
-google-pasta==0.2.0 ; python_version >= "3.11" and python_version < "3.12"
-google-resumable-media==2.7.0 ; python_version >= "3.11" and python_version < "3.12"
-googleapis-common-protos==1.62.0 ; python_version >= "3.11" and python_version < "3.12"
-greenlet==3.0.3 ; python_version >= "3.11" and python_version < "3.12" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32")
-grpcio-status==1.60.0 ; python_version >= "3.11" and python_version < "3.12"
-grpcio==1.60.0 ; python_version >= "3.11" and python_version < "3.12"
-h5py==3.10.0 ; python_version >= "3.11" and python_version < "3.12"
-idna==3.6 ; python_version >= "3.11" and python_version < "3.12"
-influxdb==5.3.1 ; python_version >= "3.11" and python_version < "3.12"
-jmespath==1.0.1 ; python_version >= "3.11" and python_version < "3.12"
-joblib==1.3.2 ; python_version >= "3.11" and python_version < "3.12"
-jsonschema-specifications==2023.12.1 ; python_version >= "3.11" and python_version < "3.12"
-jsonschema==4.20.0 ; python_version >= "3.11" and python_version < "3.12"
-kafka-python==2.0.2 ; python_version >= "3.11" and python_version < "3.12"
-keras==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
-kiwisolver==1.4.5 ; python_version >= "3.11" and python_version < "3.12"
-libclang==16.0.6 ; python_version >= "3.11" and python_version < "3.12"
-lightgbm==4.2.0 ; python_version >= "3.11" and python_version < "3.12"
-llvmlite==0.41.1 ; python_version >= "3.11" and python_version < "3.12"
-mako==1.3.0 ; python_version >= "3.11" and python_version < "3.12"
-markdown==3.5.2 ; python_version >= "3.11" and python_version < "3.12"
-markupsafe==2.1.3 ; python_version >= "3.11" and python_version < "3.12"
-matplotlib==3.8.2 ; python_version >= "3.11" and python_version < "3.12"
-mizani==0.9.3 ; python_version >= "3.11" and python_version < "3.12"
-ml-dtypes==0.2.0 ; python_version >= "3.11" and python_version < "3.12"
-msgpack==1.0.7 ; python_version >= "3.11" and python_version < "3.12"
-multidict==6.0.4 ; python_version >= "3.11" and python_version < "3.12"
-mysql-connector-python==8.2.0 ; python_version >= "3.11" and python_version < "3.12"
-numba==0.58.1 ; python_version >= "3.11" and python_version < "3.12"
-numexpr==2.8.8 ; python_version >= "3.11" and python_version < "3.12"
-numpy==1.26.3 ; python_version >= "3.11" and python_version < "3.12"
-oauthlib==3.2.2 ; python_version >= "3.11" and python_version < "3.12"
-opt-einsum==3.3.0 ; python_version >= "3.11" and python_version < "3.12"
-optuna==3.5.0 ; python_version >= "3.11" and python_version < "3.12"
-packaging==23.2 ; python_version >= "3.11" and python_version < "3.12"
-pandas-gbq==0.20.0 ; python_version >= "3.11" and python_version < "3.12"
-pandas==2.1.4 ; python_version >= "3.11" and python_version < "3.12"
-pandas[aws,computation,consortium-standard,feather,fss,gcp,parquet,performance]==2.1.4 ; python_version >= "3.11" and python_version < "3.12"
-patsy==0.5.6 ; python_version >= "3.11" and python_version < "3.12"
-pillow==10.2.0 ; python_version >= "3.11" and python_version < "3.12"
-plotnine==0.12.4 ; python_version >= "3.11" and python_version < "3.12"
-prometheus-client==0.19.0 ; python_version >= "3.11" and python_version < "3.12"
-proto-plus==1.23.0 ; python_version >= "3.11" and python_version < "3.12"
-protobuf==4.21.12 ; python_version >= "3.11" and python_version < "3.12"
-py4j==0.10.9.7 ; python_version >= "3.11" and python_version < "3.12"
-pyarrow==14.0.2 ; python_version >= "3.11" and python_version < "3.12"
-pyasn1-modules==0.3.0 ; python_version >= "3.11" and python_version < "3.12"
-pyasn1==0.5.1 ; python_version >= "3.11" and python_version < "3.12"
-pydantic-core==2.14.6 ; python_version >= "3.11" and python_version < "3.12"
-pydantic==2.5.3 ; python_version >= "3.11" and python_version < "3.12"
-pydata-google-auth==1.8.2 ; python_version >= "3.11" and python_version < "3.12"
-pyparsing==3.1.1 ; python_version >= "3.11" and python_version < "3.12"
-python-dateutil==2.8.2 ; python_version >= "3.11" and python_version < "3.12"
-pytz==2023.3.post1 ; python_version >= "3.11" and python_version < "3.12"
-pytzdata==2020.1 ; python_version >= "3.11" and python_version < "3.12"
-pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.12"
-referencing==0.32.1 ; python_version >= "3.11" and python_version < "3.12"
-requests-oauthlib==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
-requests==2.31.0 ; python_version >= "3.11" and python_version < "3.12"
-rpds-py==0.17.1 ; python_version >= "3.11" and python_version < "3.12"
-rsa==4.9 ; python_version >= "3.11" and python_version < "3.12"
-s3fs==2023.12.2 ; python_version >= "3.11" and python_version < "3.12"
-scikit-learn==1.3.2 ; python_version >= "3.11" and python_version < "3.12"
-scipy==1.11.4 ; python_version >= "3.11" and python_version < "3.12"
-setuptools==69.0.3 ; python_version >= "3.11" and python_version < "3.12"
-six==1.16.0 ; python_version >= "3.11" and python_version < "3.12"
-sqlalchemy==2.0.25 ; python_version >= "3.11" and python_version < "3.12"
-statsmodels==0.14.1 ; python_version >= "3.11" and python_version < "3.12"
-tensorboard-data-server==0.7.2 ; python_version >= "3.11" and python_version < "3.12"
-tensorboard==2.14.1 ; python_version >= "3.11" and python_version < "3.12"
-tensorflow-estimator==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
-tensorflow-io-gcs-filesystem==0.35.0 ; python_version >= "3.11" and python_version < "3.12"
-tensorflow-probability==0.23.0 ; python_version >= "3.11" and python_version < "3.12"
-tensorflow==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
-termcolor==2.4.0 ; python_version >= "3.11" and python_version < "3.12"
-threadpoolctl==3.2.0 ; python_version >= "3.11" and python_version < "3.12"
-tqdm==4.66.1 ; python_version >= "3.11" and python_version < "3.12"
-typing-extensions==4.9.0 ; python_version >= "3.11" and python_version < "3.12"
-tzdata==2023.4 ; python_version >= "3.11" and python_version < "3.12"
-urllib3==2.0.7 ; python_version >= "3.11" and python_version < "3.12"
-werkzeug==3.0.1 ; python_version >= "3.11" and python_version < "3.12"
-wheel==0.42.0 ; python_version >= "3.11" and python_version < "3.12"
-wrapt==1.14.1 ; python_version >= "3.11" and python_version < "3.12"
-xarray==2023.12.0 ; python_version >= "3.11" and python_version < "3.12"
-yarl==1.9.4 ; python_version >= "3.11" and python_version < "3.12"

From e442fc84e8a9c16b8b2639db731fb8d1b5231ee1 Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:44:28 +0200
Subject: [PATCH 5/9] add a make target to make it obvious that executor
 requirements are a copy of jupyterhub requirements

---
 pyspark/executors/Makefile | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/pyspark/executors/Makefile b/pyspark/executors/Makefile
index 6098734..e51efe9 100644
--- a/pyspark/executors/Makefile
+++ b/pyspark/executors/Makefile
@@ -1,6 +1,6 @@
 OWNER			:= us-docker.pkg.dev/vgi-pn-277619/data-team/pubnative
 REPO			:= ${OWNER}/pyspark-executor
-TAG				:= v3.4.1-python3.11-2
+TAG				:= v3.4.1-python3.11-3
 IMAGE			:= ${REPO}:${TAG}
 
 build:
@@ -8,3 +8,6 @@ build:
 
 push: build
 	docker push ${IMAGE}
+
+requirements:
+	cp ../../jupyterhub/requirements.txt .
\ No newline at end of file

From 835133f594953836e1c11a9f4c8d03d51be3aeb7 Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:44:56 +0200
Subject: [PATCH 6/9] add more instruction for setting up environment and why
 we are restricted to python 3.11

---
 jupyterhub/README.md |  29 +++++++++++++++++++++++++++--
 jupyterhub/img.png   | Bin 0 -> 29327 bytes
 2 files changed, 27 insertions(+), 2 deletions(-)
 create mode 100644 jupyterhub/img.png

diff --git a/jupyterhub/README.md b/jupyterhub/README.md
index 5b5b1a5..dc63921 100644
--- a/jupyterhub/README.md
+++ b/jupyterhub/README.md
@@ -1,17 +1,42 @@
-## Build base image
+## Choosing a python version
+- see available versions
+```shell
+conda search python
+```
+- create conda environment. We are choosing python 3.11 mainly because tensorflow currently does not support python larger than 3.11
+![img.png](img.png)
+
+## Setting up environment 
+```shell
+conda create -n jupyterhub python=3.11.7 conda
+```
+```shell
+conda activate jupyterhub
+```
+```shell
+poetry install
+```
+
+## Build base image first (jupyter/custom) for building jupyterhub image
 This image is built on top of this [repo](https://github.com/jupyter/docker-stacks).
 To reproduce follow the steps below:
 - Clone repo 
-- Build the image(`jupyter/custom`) using the command below
+```shell
+git clone git@github.com:jupyter/docker-stacks.git
 ```
+- Build the image(`jupyter/custom`) using the command below
+
+```shell
 docker build --rm --force-rm \
 -t jupyter/custom ./images/pyspark-notebook \
+--build-arg python_version=3.11.10 \
 --build-arg openjdk_version=11 \
 --build-arg spark_version=3.4.1 \
 --build-arg hadoop_version=3 \
 --build-arg spark_download_url="https://archive.apache.org/dist/spark/" \
 --platform linux/amd64
 ```
+- If you are just adding a package instead of starting from `jupyter/custom` consider starting from your existing/current image of jupyter to minimize changes to user experience
 
 ## Additional information 
 - `gcs-connector-hadoop3-2.2.11-shaded.jar` is added to spark 
diff --git a/jupyterhub/img.png b/jupyterhub/img.png
new file mode 100644
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HcmV?d00001


From 596c0abf872f5355508e44b88490e39c9f7c573d Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:45:53 +0200
Subject: [PATCH 7/9] same as jupyterhub requirements.txt, copied using make
 target requirements

---
 pyspark/executors/requirements.txt | 128 +++++++++++++++++++++++++++++
 1 file changed, 128 insertions(+)
 create mode 100644 pyspark/executors/requirements.txt

diff --git a/pyspark/executors/requirements.txt b/pyspark/executors/requirements.txt
new file mode 100644
index 0000000..183559d
--- /dev/null
+++ b/pyspark/executors/requirements.txt
@@ -0,0 +1,128 @@
+absl-py==2.0.0 ; python_version >= "3.11" and python_version < "3.12"
+aiobotocore==2.9.0 ; python_version >= "3.11" and python_version < "3.12"
+aiohttp==3.9.1 ; python_version >= "3.11" and python_version < "3.12"
+aioitertools==0.11.0 ; python_version >= "3.11" and python_version < "3.12"
+aiosignal==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
+alembic==1.13.1 ; python_version >= "3.11" and python_version < "3.12"
+annotated-types==0.6.0 ; python_version >= "3.11" and python_version < "3.12"
+astunparse==1.6.3 ; python_version >= "3.11" and python_version < "3.12"
+attrs==23.2.0 ; python_version >= "3.11" and python_version < "3.12"
+botocore==1.33.13 ; python_version >= "3.11" and python_version < "3.12"
+bottleneck==1.3.7 ; python_version >= "3.11" and python_version < "3.12"
+cachetools==5.3.2 ; python_version >= "3.11" and python_version < "3.12"
+category-encoders==2.6.3 ; python_version >= "3.11" and python_version < "3.12"
+certifi==2023.11.17 ; python_version >= "3.11" and python_version < "3.12"
+charset-normalizer==3.3.2 ; python_version >= "3.11" and python_version < "3.12"
+cloudpickle==3.0.0 ; python_version >= "3.11" and python_version < "3.12"
+colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.12" and (sys_platform == "win32" or platform_system == "Windows")
+colorlog==6.8.0 ; python_version >= "3.11" and python_version < "3.12"
+contourpy==1.2.0 ; python_version >= "3.11" and python_version < "3.12"
+cycler==0.12.1 ; python_version >= "3.11" and python_version < "3.12"
+dataframe-api-compat==0.2.6 ; python_version >= "3.11" and python_version < "3.12"
+db-dtypes==1.2.0 ; python_version >= "3.11" and python_version < "3.12"
+decorator==5.1.1 ; python_version >= "3.11" and python_version < "3.12"
+dm-tree==0.1.8 ; python_version >= "3.11" and python_version < "3.12"
+flatbuffers==23.5.26 ; python_version >= "3.11" and python_version < "3.12"
+fonttools==4.47.2 ; python_version >= "3.11" and python_version < "3.12"
+frozenlist==1.4.1 ; python_version >= "3.11" and python_version < "3.12"
+fsspec==2023.12.2 ; python_version >= "3.11" and python_version < "3.12"
+gast==0.5.4 ; python_version >= "3.11" and python_version < "3.12"
+gcsfs==2023.12.2.post1 ; python_version >= "3.11" and python_version < "3.12"
+google-api-core==2.15.0 ; python_version >= "3.11" and python_version < "3.12"
+google-api-core[grpc]==2.15.0 ; python_version >= "3.11" and python_version < "3.12"
+google-auth-oauthlib==1.0.0 ; python_version >= "3.11" and python_version < "3.12"
+google-auth==2.26.2 ; python_version >= "3.11" and python_version < "3.12"
+google-cloud-bigquery-storage==2.24.0 ; python_version >= "3.11" and python_version < "3.12"
+google-cloud-bigquery==3.16.0 ; python_version >= "3.11" and python_version < "3.12"
+google-cloud-core==2.4.1 ; python_version >= "3.11" and python_version < "3.12"
+google-cloud-storage==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
+google-crc32c==1.5.0 ; python_version >= "3.11" and python_version < "3.12"
+google-pasta==0.2.0 ; python_version >= "3.11" and python_version < "3.12"
+google-resumable-media==2.7.0 ; python_version >= "3.11" and python_version < "3.12"
+googleapis-common-protos==1.62.0 ; python_version >= "3.11" and python_version < "3.12"
+greenlet==3.0.3 ; python_version >= "3.11" and python_version < "3.12" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32")
+grpcio-status==1.60.0 ; python_version >= "3.11" and python_version < "3.12"
+grpcio==1.60.0 ; python_version >= "3.11" and python_version < "3.12"
+h5py==3.10.0 ; python_version >= "3.11" and python_version < "3.12"
+idna==3.6 ; python_version >= "3.11" and python_version < "3.12"
+influxdb==5.3.1 ; python_version >= "3.11" and python_version < "3.12"
+jmespath==1.0.1 ; python_version >= "3.11" and python_version < "3.12"
+joblib==1.3.2 ; python_version >= "3.11" and python_version < "3.12"
+jsonschema-specifications==2023.12.1 ; python_version >= "3.11" and python_version < "3.12"
+jsonschema==4.20.0 ; python_version >= "3.11" and python_version < "3.12"
+kafka-python==2.0.2 ; python_version >= "3.11" and python_version < "3.12"
+keras==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
+kiwisolver==1.4.5 ; python_version >= "3.11" and python_version < "3.12"
+libclang==16.0.6 ; python_version >= "3.11" and python_version < "3.12"
+lightgbm==4.2.0 ; python_version >= "3.11" and python_version < "3.12"
+llvmlite==0.41.1 ; python_version >= "3.11" and python_version < "3.12"
+mako==1.3.0 ; python_version >= "3.11" and python_version < "3.12"
+markdown==3.5.2 ; python_version >= "3.11" and python_version < "3.12"
+markupsafe==2.1.3 ; python_version >= "3.11" and python_version < "3.12"
+matplotlib==3.8.2 ; python_version >= "3.11" and python_version < "3.12"
+mizani==0.9.3 ; python_version >= "3.11" and python_version < "3.12"
+ml-dtypes==0.2.0 ; python_version >= "3.11" and python_version < "3.12"
+msgpack==1.0.7 ; python_version >= "3.11" and python_version < "3.12"
+multidict==6.0.4 ; python_version >= "3.11" and python_version < "3.12"
+mysql-connector-python==8.2.0 ; python_version >= "3.11" and python_version < "3.12"
+numba==0.58.1 ; python_version >= "3.11" and python_version < "3.12"
+numexpr==2.8.8 ; python_version >= "3.11" and python_version < "3.12"
+numpy==1.26.3 ; python_version >= "3.11" and python_version < "3.12"
+nvidia-nccl-cu12==2.26.5 ; platform_system == "Linux" and platform_machine != "aarch64" and python_version >= "3.11" and python_version < "3.12"
+oauthlib==3.2.2 ; python_version >= "3.11" and python_version < "3.12"
+opt-einsum==3.3.0 ; python_version >= "3.11" and python_version < "3.12"
+optuna==3.5.0 ; python_version >= "3.11" and python_version < "3.12"
+packaging==23.2 ; python_version >= "3.11" and python_version < "3.12"
+pandas-gbq==0.20.0 ; python_version >= "3.11" and python_version < "3.12"
+pandas==2.1.4 ; python_version >= "3.11" and python_version < "3.12"
+pandas[aws,computation,consortium-standard,feather,fss,gcp,parquet,performance]==2.1.4 ; python_version >= "3.11" and python_version < "3.12"
+patsy==0.5.6 ; python_version >= "3.11" and python_version < "3.12"
+pendulum==2.1.2 ; python_version >= "3.11" and python_version < "3.12"
+pillow==10.2.0 ; python_version >= "3.11" and python_version < "3.12"
+plotnine==0.12.4 ; python_version >= "3.11" and python_version < "3.12"
+prometheus-client==0.19.0 ; python_version >= "3.11" and python_version < "3.12"
+proto-plus==1.23.0 ; python_version >= "3.11" and python_version < "3.12"
+protobuf==4.21.12 ; python_version >= "3.11" and python_version < "3.12"
+py4j==0.10.9.7 ; python_version >= "3.11" and python_version < "3.12"
+pyarrow==14.0.2 ; python_version >= "3.11" and python_version < "3.12"
+pyasn1-modules==0.3.0 ; python_version >= "3.11" and python_version < "3.12"
+pyasn1==0.5.1 ; python_version >= "3.11" and python_version < "3.12"
+pydantic-core==2.14.6 ; python_version >= "3.11" and python_version < "3.12"
+pydantic==2.5.3 ; python_version >= "3.11" and python_version < "3.12"
+pydata-google-auth==1.8.2 ; python_version >= "3.11" and python_version < "3.12"
+pyparsing==3.1.1 ; python_version >= "3.11" and python_version < "3.12"
+pyspark==3.4.1 ; python_version >= "3.11" and python_version < "3.12"
+python-dateutil==2.8.2 ; python_version >= "3.11" and python_version < "3.12"
+pytz==2023.3.post1 ; python_version >= "3.11" and python_version < "3.12"
+pytzdata==2020.1 ; python_version >= "3.11" and python_version < "3.12"
+pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.12"
+referencing==0.32.1 ; python_version >= "3.11" and python_version < "3.12"
+requests-oauthlib==1.3.1 ; python_version >= "3.11" and python_version < "3.12"
+requests==2.31.0 ; python_version >= "3.11" and python_version < "3.12"
+rpds-py==0.17.1 ; python_version >= "3.11" and python_version < "3.12"
+rsa==4.9 ; python_version >= "3.11" and python_version < "3.12"
+s3fs==2023.12.2 ; python_version >= "3.11" and python_version < "3.12"
+scikit-learn==1.3.2 ; python_version >= "3.11" and python_version < "3.12"
+scipy==1.11.4 ; python_version >= "3.11" and python_version < "3.12"
+setuptools==69.0.3 ; python_version >= "3.11" and python_version < "3.12"
+six==1.16.0 ; python_version >= "3.11" and python_version < "3.12"
+sqlalchemy==2.0.25 ; python_version >= "3.11" and python_version < "3.12"
+statsmodels==0.14.1 ; python_version >= "3.11" and python_version < "3.12"
+tensorboard-data-server==0.7.2 ; python_version >= "3.11" and python_version < "3.12"
+tensorboard==2.14.1 ; python_version >= "3.11" and python_version < "3.12"
+tensorflow-estimator==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
+tensorflow-io-gcs-filesystem==0.35.0 ; python_version >= "3.11" and python_version < "3.12"
+tensorflow-probability==0.23.0 ; python_version >= "3.11" and python_version < "3.12"
+tensorflow==2.14.0 ; python_version >= "3.11" and python_version < "3.12"
+termcolor==2.4.0 ; python_version >= "3.11" and python_version < "3.12"
+threadpoolctl==3.2.0 ; python_version >= "3.11" and python_version < "3.12"
+tqdm==4.66.1 ; python_version >= "3.11" and python_version < "3.12"
+typing-extensions==4.9.0 ; python_version >= "3.11" and python_version < "3.12"
+tzdata==2023.4 ; python_version >= "3.11" and python_version < "3.12"
+urllib3==2.0.7 ; python_version >= "3.11" and python_version < "3.12"
+werkzeug==3.0.1 ; python_version >= "3.11" and python_version < "3.12"
+wheel==0.42.0 ; python_version >= "3.11" and python_version < "3.12"
+wrapt==1.14.1 ; python_version >= "3.11" and python_version < "3.12"
+xarray==2023.12.0 ; python_version >= "3.11" and python_version < "3.12"
+xgboost==3.0.0 ; python_version >= "3.11" and python_version < "3.12"
+yarl==1.9.4 ; python_version >= "3.11" and python_version < "3.12"

From eb9eb5aa7c70d2691cec1bcdac443a3310ed245e Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:58:19 +0200
Subject: [PATCH 8/9] remove pendulum from executor requirements since it
 causes problems with build and is only used in cli's

---
 pyspark/executors/requirements.txt | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pyspark/executors/requirements.txt b/pyspark/executors/requirements.txt
index 183559d..7d0351f 100644
--- a/pyspark/executors/requirements.txt
+++ b/pyspark/executors/requirements.txt
@@ -77,7 +77,6 @@ pandas-gbq==0.20.0 ; python_version >= "3.11" and python_version < "3.12"
 pandas==2.1.4 ; python_version >= "3.11" and python_version < "3.12"
 pandas[aws,computation,consortium-standard,feather,fss,gcp,parquet,performance]==2.1.4 ; python_version >= "3.11" and python_version < "3.12"
 patsy==0.5.6 ; python_version >= "3.11" and python_version < "3.12"
-pendulum==2.1.2 ; python_version >= "3.11" and python_version < "3.12"
 pillow==10.2.0 ; python_version >= "3.11" and python_version < "3.12"
 plotnine==0.12.4 ; python_version >= "3.11" and python_version < "3.12"
 prometheus-client==0.19.0 ; python_version >= "3.11" and python_version < "3.12"

From 0c74e230c23ac1746613a64219b0e691afb07b6a Mon Sep 17 00:00:00 2001
From: Abhinav <abhinav.jain@pubnative.net>
Date: Wed, 7 May 2025 15:59:19 +0200
Subject: [PATCH 9/9] build from existing executor image instead of pyspark
 image to avoid complications and minimize changes to user experience

---
 pyspark/executors/Dockerfile | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyspark/executors/Dockerfile b/pyspark/executors/Dockerfile
index 8c87616..a96ab8c 100644
--- a/pyspark/executors/Dockerfile
+++ b/pyspark/executors/Dockerfile
@@ -1,5 +1,6 @@
-FROM us-docker.pkg.dev/vgi-pn-277619/data-team/pubnative/pyspark:v3.4.1-python3.11-2
+#FROM us-docker.pkg.dev/vgi-pn-277619/data-team/pubnative/pyspark:v3.4.1-python3.11-2
 # use the base image here
+FROM us-docker.pkg.dev/vgi-pn-277619/data-team/pubnative/pyspark-executor:v3.4.1-python3.11-2
 
 USER 0