diff --git a/.docker/.aicoe-ci.yaml b/.docker/.aicoe-ci.yaml
deleted file mode 100644
index 9f5c46bca56..00000000000
--- a/.docker/.aicoe-ci.yaml
+++ /dev/null
@@ -1,9 +0,0 @@
-check:
-  - thoth-build
-build:
-  base-image: "quay.io/thoth-station/s2i-thoth-ubi8-py38:v0.20.1"
-  build-stratergy: "Source"
-  registry: "quay.io"
-  registry-org: "thoth-station"
-  registry-project: "s2i-minimal-py38-notebook"
-  registry-secret: "thoth-station-thoth-pusher-secret"
diff --git a/.docker/.jupyter/custom/custom.css b/.docker/.jupyter/custom/custom.css
deleted file mode 100644
index e284c0c527d..00000000000
--- a/.docker/.jupyter/custom/custom.css
+++ /dev/null
@@ -1 +0,0 @@
-.container { width:80% !important; }
\ No newline at end of file
diff --git a/.docker/.jupyter/nbconfig/common.json b/.docker/.jupyter/nbconfig/common.json
deleted file mode 100644
index c1d97a210d8..00000000000
--- a/.docker/.jupyter/nbconfig/common.json
+++ /dev/null
@@ -1,30 +0,0 @@
-{
-  "load_extensions": {
-    "nbextensions_configurator/config_menu/main": true,
-    "codefolding/main": true,
-    "collapsible_headings/main": true,
-    "contrib_nbextensions_help_item/main": true,
-    "execute_time/ExecuteTime": true,
-    "hinterland/hinterland": false,
-    "init_cell/main": true,
-    "python-markdown/main": true,
-    "publish": true,
-    "ruler/main": true,
-    "toc2/main": true,
-    "toggle_all_line_numbers/main": true
-  },
-  "ruler_column": [
-    "110"
-  ],
-  "toc2": {
-    "skip_h1_title": true,
-    "toc_cell": true
-  },
-  "init_cell": {
-    "run_on_kernel_ready": false
-  },
-  "Notebook": {
-    "Header": true
-  },
-  "scrollDownIsEnabled": true
-}
diff --git a/.docker/.s2i/bin/assemble b/.docker/.s2i/bin/assemble
deleted file mode 100755
index d99fa328615..00000000000
--- a/.docker/.s2i/bin/assemble
+++ /dev/null
@@ -1,145 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-APP_ROOT=${APP_ROOT:-/opt/app-root/src}
-
-
-# Run the original Python S2I assemble script to install packages.
-
-/usr/libexec/s2i/assemble
-
-# Remove the cached package dependencies files generated from s2i assemble script. 
-rm -rf /tmp/Pipfile.lock
-rm -rf /tmp/requirements.txt
-
-########################################################################
-# INFO: Install everything that's required for Jupyter notebooks here.
-########################################################################
-
-# Install pipenv for jupyter-nbrequirements to use
-# TODO: This should be removed once nbrequirements can use Thoth + micropipenv only
-pip install pipenv==2020.11.15
-
-# Install mod_wsgi for use in optional webdav support.
-
-pip install 'mod_wsgi==4.6.8'
-
-# Install base packages needed for running Jupyter Notebooks.
-
-npm cache clean --force
-
-rm -rf $HOME/.cache/yarn
-rm -rf $HOME/.node-gyp
-
-# Copy into place default config files for Jupyter and Apache webdav.
-
-cp ${APP_ROOT}/src/jupyter_notebook_config.py /opt/app-root/etc/
-cp ${APP_ROOT}/src/jupyter_kernel_gateway_config.py /opt/app-root/etc/
-cp ${APP_ROOT}/src/httpd-webdav.conf /opt/app-root/etc/
-
-# This S2I assemble script is only used when creating the custom image.
-# For when running the image, or using it as a S2I builder, we use a second
-# set of custom S2I scripts. We now need to move these into the correct
-# location and have the custom image use those by dropping in an image
-# metadata file which overrides the labels of the base image.
-
-mkdir -p ${APP_ROOT}/.s2i
-
-mv ${APP_ROOT}/src/builder/image_metadata.json ${APP_ROOT}/.s2i/image_metadata.json
-
-mv ${APP_ROOT}/src/builder /opt/app-root/builder
-
-mv ${APP_ROOT}/src/supervisor /opt/app-root/etc/supervisor
-
-mv ${APP_ROOT}/src/gateway /opt/app-root/gateway
-
-mv ${APP_ROOT}/src/*.sh /opt/app-root/bin
-
-# Install oc command line client for OpenShift cluster.
-
-curl -L -o ${APP_ROOT}/oc.tar.gz https://mirror.openshift.com/pub/openshift-v3/clients/3.11.153/linux/oc.tar.gz
-
-# Check if oc.tar.gz is not empty
-if [ -s ${APP_ROOT}/oc.tar.gz ]; then
-    tar -C /opt/app-root/bin -zxf ${APP_ROOT}/oc.tar.gz oc && \
-    mv /opt/app-root/bin/oc /opt/app-root/bin/oc-3.11 && \
-    rm ${APP_ROOT}/oc.tar.gz
-else
-    echo "ERROR: Couldn't download OCP 3.11 client binary."
-    exit 1
-fi
-
-curl -L -o ${APP_ROOT}/oc.tar.gz https://mirror.openshift.com/pub/openshift-v4/clients/oc/latest/linux/oc.tar.gz
-
-# Check if oc.tar.gz is not empty
-if [ -s ${APP_ROOT}/oc.tar.gz ]; then
-    tar -C /opt/app-root/bin -zxf ${APP_ROOT}/oc.tar.gz oc && \
-    mv /opt/app-root/bin/oc /opt/app-root/bin/oc-4 && \
-    rm ${APP_ROOT}/oc.tar.gz
-else
-    echo "ERROR: Couldn't download OCP 4 client binary."
-    exit 1
-fi
-
-ln -s /opt/app-root/bin/oc-wrapper.sh /opt/app-root/bin/oc
-
-# Ensure passwd/group file intercept happens for any shell environment.
-
-echo "source /opt/app-root/etc/generate_container_user" >> /opt/app-root/etc/scl_enable
-
-# Install packages required by the proxy process.
-
-(cd /opt/app-root/gateway && npm install --production)
-
-# Create additional directories.
-
-echo " -----> Creating additional directories."
-
-mkdir -p /opt/app-root/data
-
-# Generate default supervisord.conf file.
-
-echo_supervisord_conf | \
-    sed -e 's%^logfile=/tmp/supervisord.log%logfile=/dev/fd/1%' \
-        -e 's%^logfile_maxbytes=50MB%logfile_maxbytes=0%' > \
-        /opt/app-root/etc/supervisord.conf
-
-cat >> /opt/app-root/etc/supervisord.conf << EOF
-[include]
-files = /opt/app-root/etc/supervisor/*.conf
-EOF
-
-# Install and enable default nbextensions
-
-jupyter contrib nbextension install --sys-prefix
-
-jupyter nbextension install --sys-prefix https://raw.githubusercontent.com/vpavlin/jupyter-publish-extension/master/publish.js
-jupyter nbextension enable  --sys-prefix publish
-
-# Enable the extensions configurator
-
-pip install -U jupyter_nbextensions_configurator
-
-jupyter nbextensions_configurator enable --sys-prefix
-
-# Apply custom notebook configuration
-
-if [ -d "$APP_ROOT/src/.jupyter/" ]; then
-    rsync \
-        --link-dest="$APP_ROOT/src/.jupyter/" \
-        --recursive \
-        --verbose \
-        "$APP_ROOT/src/.jupyter/" ${APP_ROOT}/etc/jupyter
-fi
-
-# Make sure the S2I source directory is empty as we will use the image
-# produced to run further S2I builds
-
-(shopt -s dotglob ; rm -rf ${APP_ROOT}/src/*)
-
-# Fixup permissions on directories and files.
-
-fix-permissions /opt/app-root
diff --git a/.docker/.s2i/bin/assemble.orig b/.docker/.s2i/bin/assemble.orig
deleted file mode 100755
index d0bc7e43922..00000000000
--- a/.docker/.s2i/bin/assemble.orig
+++ /dev/null
@@ -1,131 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-APP_ROOT=${APP_ROOT:-/opt/app-root/src}
-
-
-# Run the original Python S2I assemble script to install packages.
-
-/usr/libexec/s2i/assemble
-
-# Remove the cached package dependencies files generated from s2i assemble script. 
-rm -rf /tmp/Pipfile.lock
-rm -rf /tmp/requirements.txt
-
-########################################################################
-# INFO: Install everything that's required for Jupyter notebooks here.
-########################################################################
-
-# Install pipenv for jupyter-nbrequirements to use
-# TODO: This should be removed once nbrequirements can use Thoth + micropipenv only
-pip install pipenv==2020.11.15
-
-# Install mod_wsgi for use in optional webdav support.
-
-pip install 'mod_wsgi==4.6.8'
-
-# Install base packages needed for running Jupyter Notebooks.
-
-npm cache clean --force
-
-rm -rf $HOME/.cache/yarn
-rm -rf $HOME/.node-gyp
-
-# Copy into place default config files for Jupyter and Apache webdav.
-
-cp ${APP_ROOT}/src/jupyter_notebook_config.py /opt/app-root/etc/
-cp ${APP_ROOT}/src/jupyter_kernel_gateway_config.py /opt/app-root/etc/
-cp ${APP_ROOT}/src/httpd-webdav.conf /opt/app-root/etc/
-
-# This S2I assemble script is only used when creating the custom image.
-# For when running the image, or using it as a S2I builder, we use a second
-# set of custom S2I scripts. We now need to move these into the correct
-# location and have the custom image use those by dropping in an image
-# metadata file which overrides the labels of the base image.
-
-mkdir -p ${APP_ROOT}/.s2i
-
-mv ${APP_ROOT}/src/builder/image_metadata.json ${APP_ROOT}/.s2i/image_metadata.json
-
-mv ${APP_ROOT}/src/builder /opt/app-root/builder
-
-mv ${APP_ROOT}/src/supervisor /opt/app-root/etc/supervisor
-
-mv ${APP_ROOT}/src/gateway /opt/app-root/gateway
-
-mv ${APP_ROOT}/src/*.sh /opt/app-root/bin
-
-# Install oc command line client for OpenShift cluster.
-
-curl -s -o ${APP_ROOT}/oc.tar.gz https://mirror.openshift.com/pub/openshift-v3/clients/3.11.153/linux/oc.tar.gz && \
-    tar -C /opt/app-root/bin -zxf ${APP_ROOT}/oc.tar.gz oc && \
-    mv /opt/app-root/bin/oc /opt/app-root/bin/oc-3.11 && \
-    rm ${APP_ROOT}/oc.tar.gz
-
-curl -s -o ${APP_ROOT}/oc.tar.gz https://mirror.openshift.com/pub/openshift-v4/clients/oc/latest/linux/oc.tar.gz&& \
-    tar -C /opt/app-root/bin -zxf ${APP_ROOT}/oc.tar.gz oc && \
-    mv /opt/app-root/bin/oc /opt/app-root/bin/oc-4 && \
-    rm ${APP_ROOT}/oc.tar.gz
-
-ln -s /opt/app-root/bin/oc-wrapper.sh /opt/app-root/bin/oc
-
-# Ensure passwd/group file intercept happens for any shell environment.
-
-echo "source /opt/app-root/etc/generate_container_user" >> /opt/app-root/etc/scl_enable
-
-# Install packages required by the proxy process.
-
-(cd /opt/app-root/gateway && npm install --production)
-
-# Create additional directories.
-
-echo " -----> Creating additional directories."
-
-mkdir -p /opt/app-root/data
-
-# Generate default supervisord.conf file.
-
-echo_supervisord_conf | \
-    sed -e 's%^logfile=/tmp/supervisord.log%logfile=/dev/fd/1%' \
-        -e 's%^logfile_maxbytes=50MB%logfile_maxbytes=0%' > \
-        /opt/app-root/etc/supervisord.conf
-
-cat >> /opt/app-root/etc/supervisord.conf << EOF
-[include]
-files = /opt/app-root/etc/supervisor/*.conf
-EOF
-
-# Install and enable default nbextensions
-
-jupyter contrib nbextension install --sys-prefix
-
-jupyter nbextension install --sys-prefix https://raw.githubusercontent.com/vpavlin/jupyter-publish-extension/master/publish.js
-jupyter nbextension enable  --sys-prefix publish
-
-# Enable the extensions configurator
-
-pip install -U jupyter_nbextensions_configurator
-
-jupyter nbextensions_configurator enable --sys-prefix
-
-# Apply custom notebook configuration
-
-if [ -d "$APP_ROOT/src/.jupyter/" ]; then
-    rsync \
-        --link-dest="$APP_ROOT/src/.jupyter/" \
-        --recursive \
-        --verbose \
-        "$APP_ROOT/src/.jupyter/" ${APP_ROOT}/etc/jupyter
-fi
-
-# Make sure the S2I source directory is empty as we will use the image
-# produced to run further S2I builds
-
-(shopt -s dotglob ; rm -rf ${APP_ROOT}/src/*)
-
-# Fixup permissions on directories and files.
-
-fix-permissions /opt/app-root
diff --git a/.docker/.s2i/bin/run b/.docker/.s2i/bin/run
deleted file mode 100755
index 90317b41404..00000000000
--- a/.docker/.s2i/bin/run
+++ /dev/null
@@ -1,7 +0,0 @@
-#!/bin/bash
-
-set -eo pipefail
-
-# Execute the run script from the customised builder.
-
-exec /opt/app-root/builder/run
diff --git a/.docker/.thoth.yaml b/.docker/.thoth.yaml
deleted file mode 100644
index 3f9a36f9c0e..00000000000
--- a/.docker/.thoth.yaml
+++ /dev/null
@@ -1,27 +0,0 @@
-host: khemenu.thoth-station.ninja
-tls_verify: false
-requirements_format: pipenv
-
-runtime_environments:
-  - name: rhel:8
-    operating_system: 
-      name: rhel
-      version: "8"
-    python_version: "3.8"
-    recommendation_type: latest
-
-managers:
-  - name: update
-    configuration:
-      labels: [bot]
-  - name: info
-  - name: version
-    configuration:
-      maintainers:
-        - goern
-        - harshad16
-        - vpavlin
-      assignees:
-        - sesheta
-      labels: [bot]
-      changelog_file: true
diff --git a/.docker/Pipfile b/.docker/Pipfile
index c665305b2e7..35247bc6141 100644
--- a/.docker/Pipfile
+++ b/.docker/Pipfile
@@ -38,7 +38,7 @@ pytube = ">=12.1.0"
 rsa = ">=4.7"
 scipy = "*"
 seaborn = ">=0.11.0"
-setuptools = ">56.0.0"
+setuptools = "<70.0.0"
 shapely = ">=1.7.1"
 supervisor = ">=4.1.0"
 tensorflow = ">=2.5,<=2.12"
@@ -53,4 +53,4 @@ transformers = ">=4.21.1"
 [dev-packages]
 
 [requires]
-python_version = "3.8"
+python_version = "3.9"
\ No newline at end of file
diff --git a/.docker/Pipfile.lock b/.docker/Pipfile.lock
index fb269095afc..e231fa6b66f 100644
--- a/.docker/Pipfile.lock
+++ b/.docker/Pipfile.lock
@@ -1,11 +1,11 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "9a59cb1db7cf32ae228d2798bdad6356a0675e9e0d0b086876b89fd483ae0763"
+            "sha256": "230c97269d4f54cc3df5bbb1ba124ed3195e9d6e215f5eafdd7ad8d2ba258119"
         },
         "pipfile-spec": 6,
         "requires": {
-            "python_version": "3.8"
+            "python_version": "3.9"
         },
         "sources": [
             {
@@ -21,111 +21,94 @@
         ]
     },
     "default": {
-        "about-time": {
-            "hashes": [
-                "sha256:6a538862d33ce67d997429d14998310e1dbfda6cb7d9bbfbf799c4709847fece",
-                "sha256:8bbf4c75fe13cbd3d72f49a03b02c5c7dca32169b6d49117c257e7eb3eaee341"
-            ],
-            "markers": "python_version >= '3.7' and python_version < '4'",
-            "version": "==4.2.1"
-        },
         "absl-py": {
             "hashes": [
-                "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47",
-                "sha256:d2c244d01048ba476e7c080bd2c6df5e141d211de80223460d5b3b8a2a58433d"
+                "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308",
+                "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.4.0"
-        },
-        "addict": {
-            "hashes": [
-                "sha256:249bb56bbfd3cdc2a004ea0ff4c2b6ddc84d53bc2194761636eb314d5cfa5dfc",
-                "sha256:b3b2210e0e067a281f5646c8c5db92e99b7231ea8b0eb5f74dbdf9e259d4e494"
-            ],
-            "version": "==2.4.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.1.0"
         },
         "aiohttp": {
             "hashes": [
-                "sha256:0593822dcdb9483d41f12041ff7c90d4d1033ec0e880bcfaf102919b715f47f1",
-                "sha256:10afd99b8251022ddf81eaed1d90f5a988e349ee7d779eb429fb07b670751e8c",
-                "sha256:17e7c051f53a0d2ebf33013a9cbf020bb4e098c4bc5bce6f7b0c962108d97eab",
-                "sha256:221204dbda5ef350e8db6287937621cf75e85778b296c9c52260b522231940ed",
-                "sha256:2506d9f7a9b91033201be9ffe7d89c6a54150b0578803cce5cb84a943d075bc3",
-                "sha256:268ba22d917655d1259af2d5659072b7dc11b4e1dc2cb9662fdd867d75afc6a4",
-                "sha256:2bd9d334412961125e9f68d5b73c1d0ab9ea3f74a58a475e6b119f5293eee7ba",
-                "sha256:305edae1dea368ce09bcb858cf5a63a064f3bff4767dec6fa60a0cc0e805a1d3",
-                "sha256:32dc814ddbb254f6170bca198fe307920f6c1308a5492f049f7f63554b88ef36",
-                "sha256:35d78076736f4a668d57ade00c65d30a8ce28719d8a42471b2a06ccd1a2e3063",
-                "sha256:3b2feaf1b7031ede1bc0880cec4b0776fd347259a723d625357bb4b82f62687b",
-                "sha256:418bb0038dfafeac923823c2e63226179976c76f981a2aaad0ad5d51f2229bca",
-                "sha256:419f009fa4cfde4d16a7fc070d64f36d70a8d35a90d71aa27670bba2be4fd039",
-                "sha256:47f6eb74e1ecb5e19a78f4a4228aa24df7fbab3b62d4a625d3f41194a08bd54f",
-                "sha256:4d79aad0ad4b980663316f26d9a492e8fab2af77c69c0f33780a56843ad2f89e",
-                "sha256:4f7e69a7fd4b5ce419238388e55abd220336bd32212c673ceabc57ccf3d05b55",
-                "sha256:52b8b4e06fc15519019e128abedaeb56412b106ab88b3c452188ca47a25c4093",
-                "sha256:56181093c10dbc6ceb8a29dfeea1e815e1dfdc020169203d87fd8d37616f73f9",
-                "sha256:63f41a909d182d2b78fe3abef557fcc14da50c7852f70ae3be60e83ff64edba5",
-                "sha256:689eb4356649ec9535b3686200b231876fb4cab4aca54e3bece71d37f50c1d13",
-                "sha256:69046cd9a2a17245c4ce3c1f1a4ff8c70c7701ef222fce3d1d8435f09042bba1",
-                "sha256:69b97aa5792428f321f72aeb2f118e56893371f27e0b7d05750bcad06fc42ca1",
-                "sha256:69ff36d3f8f5652994e08bd22f093e11cfd0444cea310f92e01b45a4e46b624e",
-                "sha256:6f121900131d116e4a93b55ab0d12ad72573f967b100e49086e496a9b24523ea",
-                "sha256:6ff71ede6d9a5a58cfb7b6fffc83ab5d4a63138276c771ac91ceaaddf5459644",
-                "sha256:71a8f241456b6c2668374d5d28398f8e8cdae4cce568aaea54e0f39359cd928d",
-                "sha256:74e4e48c8752d14ecfb36d2ebb3d76d614320570e14de0a3aa7a726ff150a03c",
-                "sha256:7673a76772bda15d0d10d1aa881b7911d0580c980dbd16e59d7ba1422b2d83cd",
-                "sha256:76d32588ef7e4a3f3adff1956a0ba96faabbdee58f2407c122dd45aa6e34f372",
-                "sha256:7b39476ee69cfe64061fd77a73bf692c40021f8547cda617a3466530ef63f947",
-                "sha256:7be99f4abb008cb38e144f85f515598f4c2c8932bf11b65add0ff59c9c876d99",
-                "sha256:7bfdb41dc6e85d8535b00d73947548a748e9534e8e4fddd2638109ff3fb081df",
-                "sha256:7d2334e387b2adcc944680bebcf412743f2caf4eeebd550f67249c1c3696be04",
-                "sha256:7d29dd5319d20aa3b7749719ac9685fbd926f71ac8c77b2477272725f882072d",
-                "sha256:7d4845f8501ab28ebfdbeab980a50a273b415cf69e96e4e674d43d86a464df9d",
-                "sha256:824dff4f9f4d0f59d0fa3577932ee9a20e09edec8a2f813e1d6b9f89ced8293f",
-                "sha256:84e90494db7df3be5e056f91412f9fa9e611fbe8ce4aaef70647297f5943b276",
-                "sha256:8a78dfb198a328bfb38e4308ca8167028920fb747ddcf086ce706fbdd23b2926",
-                "sha256:8b73a06bafc8dcc508420db43b4dd5850e41e69de99009d0351c4f3007960019",
-                "sha256:916b0417aeddf2c8c61291238ce25286f391a6acb6f28005dd9ce282bd6311b6",
-                "sha256:935c369bf8acc2dc26f6eeb5222768aa7c62917c3554f7215f2ead7386b33748",
-                "sha256:939393e8c3f0a5bcd33ef7ace67680c318dc2ae406f15e381c0054dd658397de",
-                "sha256:9860d455847cd98eb67897f5957b7cd69fbcb436dd3f06099230f16a66e66f79",
-                "sha256:9b6787b6d0b3518b2ee4cbeadd24a507756ee703adbac1ab6dc7c4434b8c572a",
-                "sha256:9c0b09d76e5a4caac3d27752027fbd43dc987b95f3748fad2b924a03fe8632ad",
-                "sha256:a1885d2470955f70dfdd33a02e1749613c5a9c5ab855f6db38e0b9389453dce7",
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@@ -137,27 +120,19 @@
         },
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@@ -262,57 +237,13 @@
             "markers": "python_version >= '3.7'",
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@@ -320,7 +251,6 @@
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@@ -333,28 +263,28 @@
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@@ -779,14 +693,6 @@
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@@ -811,11 +717,11 @@
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@@ -833,11 +739,11 @@
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@@ -849,73 +755,73 @@
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@@ -1012,18 +918,19 @@
                 "http"
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@@ -1035,11 +942,12 @@
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@@ -1051,20 +959,19 @@
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@@ -1082,20 +989,6 @@
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@@ -1157,107 +1050,119 @@
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@@ -1333,12 +1230,12 @@
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@@ -1349,10 +1246,37 @@
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@@ -1368,7 +1292,6 @@
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@@ -1380,20 +1303,13 @@
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@@ -1404,21 +1320,21 @@
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@@ -1428,12 +1344,6 @@
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@@ -1472,19 +1382,19 @@
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@@ -1495,18 +1405,17 @@
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@@ -1532,11 +1441,11 @@
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@@ -1548,11 +1457,11 @@
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@@ -1564,21 +1473,21 @@
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@@ -1599,19 +1508,19 @@
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@@ -1737,181 +1646,192 @@
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@@ -2059,10 +1961,10 @@
         },
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@@ -2074,26 +1976,26 @@
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@@ -2118,68 +2020,6 @@
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@@ -2276,37 +2116,29 @@
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@@ -2318,99 +2150,53 @@
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@@ -2457,50 +2243,50 @@
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@@ -2510,31 +2296,29 @@
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@@ -2562,11 +2346,11 @@
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@@ -2577,11 +2361,11 @@
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@@ -2593,168 +2377,172 @@
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@@ -2772,11 +2560,11 @@
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@@ -2912,73 +2700,43 @@
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@@ -3022,12 +2780,12 @@
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@@ -3827,115 +3552,66 @@
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@@ -4100,157 +3759,131 @@
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@@ -4263,30 +3896,30 @@
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@@ -4305,35 +3938,33 @@
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@@ -4346,27 +3977,27 @@
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@@ -4388,30 +4019,30 @@
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+            "version": "==0.2.13"
         },
         "webcolors": {
             "hashes": [
-                "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf",
-                "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"
+                "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b",
+                "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"
             ],
-            "version": "==1.13"
+            "version": "==24.6.0"
         },
         "webencodings": {
             "hashes": [
@@ -4422,36 +4053,35 @@
         },
         "websocket-client": {
             "hashes": [
-                "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6",
-                "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"
+                "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
+                "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.7.0"
+            "version": "==1.8.0"
         },
         "werkzeug": {
             "hashes": [
                 "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18",
                 "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"
             ],
-            "index": "pypi",
             "markers": "python_version >= '3.8'",
             "version": "==3.0.3"
         },
         "wheel": {
             "hashes": [
-                "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d",
-                "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"
+                "sha256:465ef92c69fa5c5da2d1cf8ac40559a8c940886afcef87dcf14b9470862f1d85",
+                "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.42.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.43.0"
         },
         "widgetsnbextension": {
             "hashes": [
-                "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385",
-                "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"
+                "sha256:55d4d6949d100e0d08b94948a42efc3ed6dfdc0e9468b2c4b128c9a2ce3a7a36",
+                "sha256:8b22a8f1910bfd188e596fe7fc05dcbd87e810c8a4ba010bdb3da86637398474"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.0.9"
+            "version": "==4.0.11"
         },
         "wrapt": {
             "hashes": [
@@ -4631,20 +4261,19 @@
         },
         "yaspin": {
             "hashes": [
-                "sha256:58aaa19330b9eacf86241043342b4040ded75f170240276d963c570263cd8f53",
-                "sha256:f96ab3b5c42e1eaa6af3193508082309d9dc43f6963339f9aa606003ee8d7e63"
+                "sha256:35cae59c682506794a218310445e8326cd8fec410879d1c44953b494b1121e77",
+                "sha256:5c9b6549b84c8aa7f92426272b670e1302941d72f0275caf32d2ea7db3c269f9"
             ],
-            "markers": "python_full_version >= '3.8.1' and python_full_version < '4.0.0'",
-            "version": "==2.5.0"
+            "markers": "python_version >= '3.9' and python_version < '4.0'",
+            "version": "==3.0.2"
         },
         "zipp": {
             "hashes": [
-                "sha256:2828e64edb5386ea6a52e7ba7cdb17bb30a73a858f5eb6eb93d8d36f5ea26091",
-                "sha256:35427f6d5594f4acf82d25541438348c26736fa9b3afa2754bcd63cdb99d8e8f"
+                "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
+                "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==3.19.1"
+            "version": "==3.19.2"
         }
     },
     "develop": {}
diff --git a/.docker/README.md b/.docker/README.md
new file mode 100644
index 00000000000..483761fae2f
--- /dev/null
+++ b/.docker/README.md
@@ -0,0 +1,29 @@
+# Building the image
+
+```bash
+docker build . -t openvino_notebooks
+```
+
+# Using the image
+
+The command below starts the jupyterlab with default parameters on port 8888
+```bash
+docker run -d -p 8888:8888  openvino_notebooks
+```
+
+You can also add extra parameters and mount storage as needed. For example:
+```bash
+docker run -it -v $(pwd):/workspace -u $(id -u) -p 8080:8080 -e NOTEBOOK_PORT=8080 -e NOTEBOOK_ROOT_DIR="/workspace" -e NOTEBOOK_ARGS="--NotebookApp.token=''" openvino_notebooks
+```
+
+# Testing the image
+
+```bash
+docker run -it  --entrypoint /tmp/scripts/test -v ${PWD}:/opt/app-root/openvino_notebooks openvino_notebooks
+```
+
+# Updating Pipfile.lock
+
+```bash
+ docker run -v $(pwd)/.docker/Pipfile:/opt/app-root/bin/Pipfile --entrypoint bash openvino_notebooks:latest -c 'cd ../bin ; pip install -qq pipenv ; pipenv install  >/dev/null 2>&1 ; cat Pipfile.lock' > .docker/Pipfile.lock
+```
diff --git a/.docker/buildconfig.yaml b/.docker/buildconfig.yaml
deleted file mode 100644
index 510fe09d6dc..00000000000
--- a/.docker/buildconfig.yaml
+++ /dev/null
@@ -1,41 +0,0 @@
----
-apiVersion: v1
-kind: ImageStream
-metadata:
-  name: s2i-openvino-notebook
-  labels:
-    application: s2i-openvino-notebook
-    opendatahub.io/notebook-image: "true"
-  annotations:
-    opendatahub.io/notebook-image-url: "quay.io/modh/s2i-openvino-notebook"
-    opendatahub.io/notebook-image-name: "Notebook Image with OpenVINO components"
-    opendatahub.io/notebook-image-desc: "Jupyter notebook image with minimal dependency set to start experimenting with OpenVINO in a Jupyter environment."
----
-kind: BuildConfig
-apiVersion: build.openshift.io/v1
-metadata:
-  labels:
-    build: s2i-openvino-notebook
-  name: s2i-openvino-notebook
-spec:
-  output:
-    to:
-      kind: ImageStreamTag
-      name: s2i-openvino-notebook:local-build
-  source:
-    git:
-      uri: https://github.com/mmgaggle/s2i-openvino-notebook
-      ref: wip-python38
-    type: Git
-  strategy:
-    dockerStrategy:
-      from:
-        kind: DockerImage
-        name: 'quay.io/thoth-station/s2i-thoth-ubi8-py38:v0.26.0'
-      noCache: true
-      dockerfilePath: Dockerfile
-      env:
-        PIPFILE: pipfiles/openvino
-    type: Docker
-  triggers:
-  - type: ConfigChange
diff --git a/.docker/builder/assemble b/.docker/builder/assemble
deleted file mode 100755
index 4e325e2216d..00000000000
--- a/.docker/builder/assemble
+++ /dev/null
@@ -1,40 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-APP_ROOT=${APP_ROOT:-/opt/app-root}
-
-
-# Run the original Python S2I assemble script to install packages.
-
-/usr/libexec/s2i/assemble
-
-# Enable required extensions
-
-if [ -f "$APP_ROOT/src/extensions.in" ]; then
-    while IFS= read -r extension; do
-        jupyter nbextension enable --sys-prefix $extension
-    done < "$APP_ROOT/src/extensions.in"
-fi
-
-# Apply custom notebook configuration
-
-if [ -d "$APP_ROOT/src/.jupyter/" ]; then
-    rsync \
-        --link-dest="$APP_ROOT/src/.jupyter/" \
-        --recursive \
-        --verbose \
-        "$APP_ROOT/src/.jupyter/" ${APP_ROOT}/etc/jupyter
-fi
-
-# Move files from application source directory to master files directory
-# if directory has been specified. This is to facilitate later copying
-# of files into a persistent volume on startup of instance.
-
-if [ x"$JUPYTER_MASTER_FILES" != x"" ]; then
-    mkdir -p $JUPYTER_MASTER_FILES
-    shopt -s dotglob
-    mv $APP_ROOT/src/* $JUPYTER_MASTER_FILES
-fi
diff --git a/.docker/builder/image_metadata.json b/.docker/builder/image_metadata.json
deleted file mode 100644
index c435af1aa7d..00000000000
--- a/.docker/builder/image_metadata.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "labels": [
-    {"io.k8s.display-name":"Jupyter Notebook"},
-    {"io.k8s.description":"Minimal Thoth S2I Jupyter Notebook."},
-    {"io.openshift.s2i.scripts-url":"image:///opt/app-root/builder"},
-    {"io.s2i.scripts-url":"image:///opt/app-root/builder"},
-    {"io.openshift.tags":"aicoe,builder,minimal,notebook,jupyter,python"}
-  ]
-}
diff --git a/.docker/builder/run b/.docker/builder/run
index ab91b85d5d1..cf53420b6c4 100755
--- a/.docker/builder/run
+++ b/.docker/builder/run
@@ -4,33 +4,7 @@ set -eo pipefail
 
 set -x
 
-# Generate htdigest password file for webdav access if it doesn't exist.
-
-JUPYTER_ENABLE_WEBDAV=${JUPYTER_ENABLE_WEBDAV:-false}
-export HUB_HOME=/tmp
-
-export JUPYTER_ENABLE_WEBDAV
-
-if [ -f /var/run/secrets/kubernetes.io/serviceaccount/namespace ]; then
-    DEPLOYMENT=`echo $HOSTNAME | sed -e 's/^\(.*\)-[^-]*-[^-]*$/\1/'`
-    NAMESPACE=`cat /var/run/secrets/kubernetes.io/serviceaccount/namespace`
-    WEBDAV_REALM=$NAMESPACE/$DEPLOYMENT
-else
-    WEBDAV_REALM=jupyter-on-openshift/jupyter-notebooks
-fi
-
-WEBDAV_USERFILE=/opt/app-root/etc/webdav.htdigest
-
-export WEBDAV_REALM
-export WEBDAV_USERFILE
-
-if [ ! -f $WEBDAV_USERFILE ]; then
-    touch $WEBDAV_USERFILE
-    if [[ ! -z "${JUPYTER_NOTEBOOK_PASSWORD}" ]]; then
-        DIGEST="$( printf "%s:%s:%s" "jupyter" "$WEBDAV_REALM" "$JUPYTER_NOTEBOOK_PASSWORD" | md5sum | awk '{print $1}' )"
-        printf "%s:%s:%s\n" "jupyter" "$WEBDAV_REALM" "$DIGEST" >> $WEBDAV_USERFILE
-    fi
-fi
+APP_ROOT=${APP_ROOT:-/opt/app-root}
 
 # Pre-clone repositories defined in JUPYTER_PRELOAD_REPOS
 if [ -n "${JUPYTER_PRELOAD_REPOS}" ]; then
@@ -44,30 +18,16 @@ if [ -n "${JUPYTER_PRELOAD_REPOS}" ]; then
         fi
         echo "Checking if repository $repo exists locally"
         REPO_DIR=$(basename ${repo})
-        if ! [ -d "${REPO_DIR}" ]; then
-            GIT_SSL_NO_VERIFY=true git clone ${repo} ${REPO_DIR} ${REPO_BRANCH}
+        if [ -d "${REPO_DIR}" ]; then
+            pushd ${REPO_DIR}
+            # Do nothing if the repo already exists
+            echo "The ${repo} has already been cloned"
+            :
+            popd
+        else
+            GIT_SSL_NO_VERIFY=true git clone --depth 1 --single-branch ${repo} ${REPO_DIR} ${REPO_BRANCH}
         fi
     done
 fi
 
-# Copy notebooks onto the user volume if they don't exist
-if [ -d /opt/app-root/notebooks ] && ! [ -d /opt/app-root/src/openvino_notebooks ]; then
-  cp -r /opt/app-root/notebooks /opt/app-root/src/openvino_notebooks
-fi
-
-# Start the Jupyter notebook instance. Run using supervisord if enabled,
-# or it is required by webdav access.
-
-if [ x"$JUPYTER_ENABLE_WEBDAV" == x"true" ]; then
-    JUPYTER_ENABLE_SUPERVISORD=true
-fi
-
-if [[ ! -z "${JUPYTER_ENABLE_SUPERVISORD}" ]]; then
-    # Startup supervisord against the configuration and keep it in the
-    # foreground so becomes process ID 1 for the container.
-
-    exec /opt/app-root/bin/supervisord --nodaemon \
-        --configuration /opt/app-root/etc/supervisord.conf
-else
-    . /opt/app-root/bin/start-notebook.sh "$@"
-fi
+${APP_ROOT}/bin/start-notebook.sh "$@"
\ No newline at end of file
diff --git a/.docker/builder/save-artifacts b/.docker/builder/save-artifacts
deleted file mode 100755
index 3395065cf2a..00000000000
--- a/.docker/builder/save-artifacts
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/bash
-
-true
diff --git a/.docker/gateway/logger.js b/.docker/gateway/logger.js
deleted file mode 100644
index b3833e4625b..00000000000
--- a/.docker/gateway/logger.js
+++ /dev/null
@@ -1,16 +0,0 @@
-const winston = require("winston");
-
-const level = process.env.LOG_LEVEL || 'debug';
-
-const logger = winston.createLogger({
-    transports: [
-        new winston.transports.Console({
-            level: level,
-            timestamp: function () {
-                return (new Date()).toISOString();
-            }
-        })
-    ]
-});
-
-module.exports = logger
diff --git a/.docker/gateway/package.json b/.docker/gateway/package.json
deleted file mode 100644
index df13a9fcb25..00000000000
--- a/.docker/gateway/package.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "name": "proxy",
-  "version": "1.0.0",
-  "description": "",
-  "scripts": {
-    "start": "node server.js"
-  },
-  "dependencies": {
-    "express": "4.19.2",
-    "http-proxy-middleware": "0.19.1",
-    "morgan": "1.9.1",
-    "winston": "3.2.0"
-  }
-}
diff --git a/.docker/gateway/routes/webdav.js b/.docker/gateway/routes/webdav.js
deleted file mode 100644
index 0e1ebc05a01..00000000000
--- a/.docker/gateway/routes/webdav.js
+++ /dev/null
@@ -1,14 +0,0 @@
-var express = require('express');
-var proxy = require('http-proxy-middleware');
-var logger = require('../logger');
-
-module.exports = function(app, prefix) {
-    var router = express.Router();
-
-    router.use(proxy(prefix, {
-        target: 'http://127.0.0.1:8081',
-        ws: true
-    }));
-
-    return router;
-}
diff --git a/.docker/gateway/server.js b/.docker/gateway/server.js
deleted file mode 100644
index 4d34ffa689b..00000000000
--- a/.docker/gateway/server.js
+++ /dev/null
@@ -1,69 +0,0 @@
-var express = require('express');
-var proxy = require('http-proxy-middleware');
-var path = require('path');
-var url = require('url');
-var fs = require('fs');
-var morgan = require('morgan')
-var logger = require('./logger');
-
-// Setup the root application. Everything will actually be under a
-// mount point corresponding to the specific user. This is added in
-// each of the routes when defined.
-
-var app = express();
-
-var uri_root_path = process.env.URI_ROOT_PATH || '';
-
-// Add logging for request.
-
-var log_format = process.env.LOG_FORMAT || 'dev';
-
-app.use(morgan(log_format));
-
-// In OpenShift we are always behind a proxy, so trust the headers sent.
-
-app.set('trust proxy', true);
-
-// Setup handlers for routes.
-
-function install_routes(directory) {
-    if (fs.existsSync(directory)) {
-        var files = fs.readdirSync(directory);
-
-        for (var i=0; i<files.length; i++) {
-            var filename = files[i];
-
-            if (filename.endsWith('.js')) {
-                var basename = filename.split('.').slice(0, -1).join('.');
-
-                if (basename != 'index') {
-                    var prefix = uri_root_path + '/' + basename;
-
-                    app.get('^' + prefix + '$', function (req, res) {
-                        res.redirect(url.parse(req.url).pathname + '/');
-                    });
-
-                    var pathname = path.join(directory, filename);
-                    var router = require(pathname)(app, prefix + '/');
-
-                    logger.info('Install route for', {path:pathname});
-
-                    app.use(prefix + '/', router);
-                }
-            }
-        }
-    }
-}
-
-install_routes(path.join(__dirname, 'routes'));
-
-app.use(proxy(uri_root_path, {
-    target: 'http://127.0.0.1:8082',
-    ws: true
-}));
-
-// Start the listener.
-
-logger.info('Start listener');
-
-app.listen(8080);
diff --git a/.docker/httpd-webdav.conf b/.docker/httpd-webdav.conf
deleted file mode 100644
index 5fe5c04429d..00000000000
--- a/.docker/httpd-webdav.conf
+++ /dev/null
@@ -1,49 +0,0 @@
-<IfModule !dav_module>
-LoadModule dav_module '${MOD_WSGI_MODULES_DIRECTORY}/mod_dav.so'
-</IfModule>
-
-<IfModule !dav_fs_module>
-LoadModule dav_fs_module '${MOD_WSGI_MODULES_DIRECTORY}/mod_dav_fs.so'
-</IfModule>
-
-<IfModule !auth_digest_module>
-LoadModule auth_digest_module '${MOD_WSGI_MODULES_DIRECTORY}/mod_auth_digest.so'
-</IfModule>
-
-<IfModule !authn_file_module>
-LoadModule authn_file_module '${MOD_WSGI_MODULES_DIRECTORY}/mod_authn_file.so'
-</IfModule>
-
-<IfModule !authz_user_module>
-LoadModule authz_user_module '${MOD_WSGI_MODULES_DIRECTORY}/mod_authz_user.so'
-</IfModule>
-
-<IfModule !autoindex_module>
-LoadModule autoindex_module '${MOD_WSGI_MODULES_DIRECTORY}/mod_autoindex.so'
-</IfModule>
-
-AddDefaultCharset utf-8
-
-DavLockDB /opt/app-root/DavLock
-
-Alias ${WEBDAV_PREFIX}/webdav/ /opt/app-root/src/
-
-<Location ${WEBDAV_PREFIX}/webdav/>
-    DAV on
-
-    DAVDepthInfinity On
-
-    Options +Indexes
-    IndexOptions FancyIndexing NameWidth=* Charset=UTF-8
-
-    DirectoryIndex disabled
-    DirectorySlash Off
-
-    AuthType Digest
-    AuthName ${WEBDAV_REALM}
-    AuthDigestDomain ${WEBDAV_PREFIX}/webdav/
-    AuthDigestProvider file
-    AuthUserFile ${WEBDAV_USERFILE}
-
-    Require valid-user
-</Location>
diff --git a/.docker/jupyter_kernel_gateway_config.py b/.docker/jupyter_kernel_gateway_config.py
deleted file mode 100644
index 04c5dc62eda..00000000000
--- a/.docker/jupyter_kernel_gateway_config.py
+++ /dev/null
@@ -1,17 +0,0 @@
-import os
-
-c.KernelGatewayApp.ip = "*"
-c.KernelGatewayApp.port = 8080
-
-c.KernelGatewayApp.env_process_whitelist = [
-    "LD_LIBRARY_PATH",
-    "LD_PRELOAD",
-    "NSS_WRAPPER_PASSWD",
-    "NSS_WRAPPER_GROUP",
-]
-
-image_config_file = "/opt/app-root/src/.jupyter/jupyter_kernel_gateway_config.py"
-
-if os.path.exists(image_config_file):
-    with open(image_config_file) as fp:
-        exec(compile(fp.read(), image_config_file, "exec"), globals())
diff --git a/.docker/jupyter_notebook_config.py b/.docker/jupyter_notebook_config.py
deleted file mode 100644
index f4fb0bea845..00000000000
--- a/.docker/jupyter_notebook_config.py
+++ /dev/null
@@ -1,25 +0,0 @@
-import os
-
-port = int(os.environ.get("JUPYTER_NOTEBOOK_PORT", "8080"))
-
-c.NotebookApp.ip = "0.0.0.0"
-c.NotebookApp.port = port
-c.NotebookApp.open_browser = False
-c.NotebookApp.quit_button = False
-
-if os.environ.get("JUPYTERHUB_SERVICE_PREFIX"):
-    c.NotebookApp.base_url = os.environ.get("JUPYTERHUB_SERVICE_PREFIX")
-
-password = os.environ.get("JUPYTER_NOTEBOOK_PASSWORD")
-if password:
-    import notebook.auth
-
-    c.NotebookApp.password = notebook.auth.passwd(password)
-    del password
-    del os.environ["JUPYTER_NOTEBOOK_PASSWORD"]
-
-image_config_file = "/opt/app-root/src/.jupyter/jupyter_notebook_config.py"
-
-if os.path.exists(image_config_file):
-    with open(image_config_file) as fp:
-        exec(compile(fp.read(), image_config_file, "exec"), globals())
diff --git a/.docker/jupyter_server_config.py b/.docker/jupyter_server_config.py
deleted file mode 100644
index 091edd65ae9..00000000000
--- a/.docker/jupyter_server_config.py
+++ /dev/null
@@ -1,25 +0,0 @@
-import os
-
-port = int(os.environ.get("JUPYTER_NOTEBOOK_PORT", "8080"))
-
-c.ServerApp.ip = "0.0.0.0"
-c.ServerApp.port = port
-c.ServerApp.open_browser = False
-c.ServerApp.quit_button = False
-
-if os.environ.get("JUPYTERHUB_SERVICE_PREFIX"):
-    c.ServerApp.base_url = os.environ.get("JUPYTERHUB_SERVICE_PREFIX")
-
-password = os.environ.get("JUPYTER_NOTEBOOK_PASSWORD")
-if password:
-    import notebook.auth
-
-    c.ServerApp.password = notebook.auth.passwd(password)
-    del password
-    del os.environ["JUPYTER_NOTEBOOK_PASSWORD"]
-
-image_config_file = "/opt/app-root/src/.jupyter/jupyter_server_config.py"
-
-if os.path.exists(image_config_file):
-    with open(image_config_file) as fp:
-        exec(compile(fp.read(), image_config_file, "exec"), globals())
diff --git a/.docker/oc-wrapper.sh b/.docker/oc-wrapper.sh
deleted file mode 100755
index 121efe83a99..00000000000
--- a/.docker/oc-wrapper.sh
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/bin/bash
-
-case $OC_VERSION in
-    4.*)
-        OC_VERSION=4
-        ;;
-    *)
-        OC_VERSION=3.11
-        ;;
-esac
-
-exec /opt/app-root/bin/oc-$OC_VERSION "$@"
diff --git a/.docker/requirements.in b/.docker/requirements.in
deleted file mode 100644
index 99d86486204..00000000000
--- a/.docker/requirements.in
+++ /dev/null
@@ -1,51 +0,0 @@
-#
-# Default dependencies
-#
-aiohttp>=3.7.4
-notebook>=6.0.2
-jupyterhub==1.1.0
-jupyterlab==3.0.16
-jupyter_kernel_gateway==2.4.0
-jupyter-nbrequirements
-supervisor==4.1.0
-jupyterlab-git==0.30
-
-openvino-dev==2021.4
-matplotlib<3.4
-
-# ONNX notebook requirements
-geffnet==0.9.8
-fastseg
-onnx
-ipywidgets
-
-torch>=1.5.1+cpu,<=1.7.1+cpu
-torchvision>=0.6.1+cpu,<=0.8.2+cpu
-
-# TensorFlow notebook requirements
-networkx>=1.11
-defusedxml>=0.5.0
-tensorflow==2.4.2
-#tensorflow-serving-api
-
-# Jupyter requirements
-ipython==7.10  # pin version to prevent async warnings
-
-# Pin versions to prevent known dependency issues
-importlib-metadata==3.7.3
-ipykernel==5.5.0
-
-# salt notebook reqs
-pyvista
-PVGeo
-
-# vision backgroun reqs
-gdown
-pytube
-
-# validation
-nbval
-treon
-
-# openshift
-grpcio
\ No newline at end of file
diff --git a/.docker/setup-environ.sh b/.docker/setup-environ.sh
deleted file mode 100755
index f5c17178689..00000000000
--- a/.docker/setup-environ.sh
+++ /dev/null
@@ -1,116 +0,0 @@
-# Try and work out the correct version of the command line tools to use
-# if not explicitly specified in environment. This assumes you will be
-# using the same cluster the deployment is to.
-
-KUBERNETES_SERVER=$KUBERNETES_PORT_443_TCP_ADDR:$KUBERNETES_PORT_443_TCP_PORT
-
-if [ x"$KUBERNETES_SERVER" != x":" ]; then
-    if [ -z "$KUBECTL_VERSION" ]; then
-        KUBECTL_VERSION=`(curl -s -k https://$KUBERNETES_SERVER/version | \
-            python -c 'from __future__ import print_function; import sys, json; \
-            info = json.loads(sys.stdin.read()); \
-            info and print("%s.%s" % (info["major"], info["minor"]))') || true`
-    fi
-fi
-
-if [ -z "$OC_VERSION" ]; then
-    case "$KUBECTL_VERSION" in
-        1.10|1.10+)
-            OC_VERSION=3.10
-            ;;
-        1.11|1.11+)
-            OC_VERSION=3.11
-            ;;
-        1.12|1.12+)
-            OC_VERSION=4.0
-            ;;
-        1.13|1.13+)
-            OC_VERSION=4.1
-            ;;
-        1.14|1.14+)
-            OC_VERSION=4.2
-            ;;
-        1.15|1.15+)
-            OC_VERSION=4.3
-            ;;
-        1.16|1.16+)
-            OC_VERSION=4.3
-            ;;
-    esac
-fi
-
-export OC_VERSION
-export KUBECTL_VERSION
-
-# Setup 'oc' client configuration for the location of the OpenShift cluster.
-
-CA_FILE="/var/run/secrets/kubernetes.io/serviceaccount/ca.crt"
-
-if [ x"$KUBERNETES_SERVER" != x":" ]; then
-    if [ -f $CA_FILE ]; then
-        KUBECTL_CA_ARGS="--certificate-authority $CA_FILE"
-    else
-        KUBECTL_CA_ARGS="--insecure-skip-tls-verify"
-    fi
-
-    oc config set-cluster local $KUBECTL_CA_ARGS --server "https://$KUBERNETES_SERVER" 
-
-    CONTEXT_ARGS=
-
-    if [ x"$PROJECT_NAMESPACE" != x"" ]; then
-        CONTEXT_ARGS="--namespace=$PROJECT_NAMESPACE"
-    fi
-
-    oc config set-context local --cluster local $CONTEXT_ARGS
-    oc config use-context local
-fi
-
-# Now attempt to login to the OpenShift cluster. First check whether we
-# inherited a user access token from shared directory volume initialised
-# from an init container. If not, see if we have been passed in a user
-# access token or username/password via an environment to use to login.
-# Finally, see if the service account token has been mounted into the
-# container.
-
-TOKEN_DIRECTORY="/var/run/workshop"
-USER_TOKEN_FILE="$TOKEN_DIRECTORY/token"
-ACCT_TOKEN_FILE="/var/run/secrets/kubernetes.io/serviceaccount/token"
-
-if [ x"$KUBERNETES_SERVER" != x":" ]; then
-    if [ -f $USER_TOKEN_FILE ]; then
-        oc login $KUBECTL_CA_ARGS --token `cat $USER_TOKEN_FILE` > /dev/null 2>&1
-    else
-        if [ x"$OPENSHIFT_TOKEN" != x"" ]; then
-            oc login $KUBECTL_CA_ARGS --token "$OPENSHIFT_TOKEN" > /dev/null 2>&1
-            if [ -d $TOKEN_DIRECTORY ]; then
-                echo "$OPENSHIFT_TOKEN" > $USER_TOKEN_FILE.$$
-                mv $USER_TOKEN_FILE.$$ $USER_TOKEN_FILE
-            fi
-        else
-            if [ x"$OPENSHIFT_USERNAME" != x"" -a x"$OPENSHIFT_PASSWORD" != x"" ]; then
-                oc login $KUBECTL_CA_ARGS -u "$OPENSHIFT_USERNAME" -p "$OPENSHIFT_PASSWORD" > /dev/null 2>&1
-                if [ -d $TOKEN_DIRECTORY ]; then
-                    oc whoami --show-token > $USER_TOKEN_FILE
-                fi
-            else
-                if [ -f $ACCT_TOKEN_FILE ]; then
-                    oc login $KUBECTL_CA_ARGS --token `cat $ACCT_TOKEN_FILE` > /dev/null 2>&1
-                fi
-            fi
-        fi
-    fi
-fi
-
-# If we have been supplied the name of a OpenShift project to use, change
-# to that specific project, rather than rely on default selected, and try
-# and create the project if it doesn't exist. We need to override the
-# project namespace environment variable in this situation.
-
-if [ x"$OPENSHIFT_PROJECT" != x"" ]; then
-    oc project "$OPENSHIFT_PROJECT" || oc new-project "$OPENSHIFT_PROJECT" > /dev/null 2>&1
-    export PROJECT_NAMESPACE=$OPENSHIFT_PROJECT
-else
-    if [ x"$PROJECT_NAMESPACE" != x"" ]; then
-        oc project "$PROJECT_NAMESPACE" > /dev/null 2>&1 || true
-    fi
-fi
diff --git a/.docker/setup-volume.sh b/.docker/setup-volume.sh
deleted file mode 100755
index b36fc863e1e..00000000000
--- a/.docker/setup-volume.sh
+++ /dev/null
@@ -1,36 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-SRC=$1
-DEST=$2
-
-if [ -f $DEST/.delete-volume ]; then
-    rm -rf $DEST
-fi
-
-if [ -d $DEST ]; then
-    if [ -f $DEST/.sync-volume ]; then
-        if ! [[ "$JUPYTER_SYNC_VOLUME" =~ ^(false|no|n|0)$ ]]; then
-            JUPYTER_SYNC_VOLUME=yes
-        fi
-    fi
-
-    if [[ "$JUPYTER_SYNC_VOLUME" =~ ^(true|yes|y|1)$ ]]; then
-        rsync -ar --ignore-existing $SRC/. $DEST
-    fi
-
-    exit
-fi
-
-if [ -d $DEST.setup-volume ]; then
-    rm -rf $DEST.setup-volume
-fi
-
-mkdir -p $DEST.setup-volume
-
-tar -C $SRC -cf - . | tar -C $DEST.setup-volume -xvf -
-
-mv $DEST.setup-volume $DEST
diff --git a/.docker/start-daskscheduler.sh b/.docker/start-daskscheduler.sh
deleted file mode 100755
index db984b8dd5e..00000000000
--- a/.docker/start-daskscheduler.sh
+++ /dev/null
@@ -1,7 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-exec /opt/app-root/bin/start.sh dask-scheduler $DASK_SCHEDULER_ARGS "$@"
diff --git a/.docker/start-daskworker.sh b/.docker/start-daskworker.sh
deleted file mode 100755
index d2366f4d65a..00000000000
--- a/.docker/start-daskworker.sh
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-export $(cgroup-limits)
-
-DASK_SCHEDULER_ADDRESS=${DASK_SCHEDULER_ADDRESS:-127.0.0.1:8786}
-
-exec /opt/app-root/bin/start.sh dask-worker $DASK_SCHEDULER_ADDRESS \
-    --memory-limit $MEMORY_LIMIT_IN_BYTES $DASK_WORKER_ARGS "$@"
diff --git a/.docker/start-gateway.sh b/.docker/start-gateway.sh
deleted file mode 100755
index 79ee4c20276..00000000000
--- a/.docker/start-gateway.sh
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/bin/bash
-
-set -eo pipefail
-
-set -x
-
-URI_ROOT_PATH=
-export URI_ROOT_PATH
-
-if [ x"$JUPYTERHUB_SERVICE_PREFIX" != x"" ]; then
-    URI_ROOT_PATH=${JUPYTERHUB_SERVICE_PREFIX%/}
-fi
-
-cd /opt/app-root/gateway
-
-source scl_source enable rh-nodejs10
-
-exec npm start
diff --git a/.docker/start-kernelgateway.sh b/.docker/start-kernelgateway.sh
deleted file mode 100755
index a8a890b3f91..00000000000
--- a/.docker/start-kernelgateway.sh
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-if [ x"$JUPYTER_MASTER_FILES" != x"" ]; then
-    if [ x"$JUPYTER_WORKSPACE_NAME" != x"" ]; then
-        JUPYTER_WORKSPACE_PATH=/opt/app-root/src/$JUPYTER_WORKSPACE_NAME
-        setup-volume.sh $JUPYTER_MASTER_FILES $JUPYTER_WORKSPACE_PATH
-    fi
-fi
-
-JUPYTER_PROGRAM_ARGS="$JUPYTER_PROGRAM_ARGS --config=/opt/app-root/etc/jupyter_kernel_gateway_config.py"
-
-exec /opt/app-root/bin/start.sh jupyter kernelgateway $JUPYTER_PROGRAM_ARGS "$@"
diff --git a/.docker/start-lab.sh b/.docker/start-lab.sh
deleted file mode 100755
index 3b73a59738b..00000000000
--- a/.docker/start-lab.sh
+++ /dev/null
@@ -1,10 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-JUPYTER_ENABLE_LAB=true
-export JUPYTER_ENABLE_LAB
-
-exec /opt/app-root/bin/start-notebook.sh "$@"
diff --git a/.docker/start-notebook.sh b/.docker/start-notebook.sh
index 85909689f0e..f165c7de81a 100755
--- a/.docker/start-notebook.sh
+++ b/.docker/start-notebook.sh
@@ -1,68 +1,40 @@
-#!/bin/bash
+#!/usr/bin/env bash
 
-set -x
+# Load bash libraries
+SCRIPT_DIR=/opt/app-root/bin
+source ${SCRIPT_DIR}/utils/process.sh
 
-set -eo pipefail
-
-if [[ ! -z "${JUPYTER_ENABLE_KERNELGATEWAY}" ]]; then
-    exec /opt/app-root/bin/start-kernelgateway.sh "$@"
-fi
-
-if [ x"$JUPYTER_MASTER_FILES" != x"" ]; then
-    if [ x"$JUPYTER_WORKSPACE_NAME" != x"" ]; then
-        JUPYTER_WORKSPACE_PATH=/opt/app-root/src/$JUPYTER_WORKSPACE_NAME
-        setup-volume.sh $JUPYTER_MASTER_FILES $JUPYTER_WORKSPACE_PATH
-    fi
-fi
-
-JUPYTER_PROGRAM_ARGS="$JUPYTER_PROGRAM_ARGS $NOTEBOOK_ARGS"
-
-JUPYTER_NOTEBOOK_INTERFACE=${JUPYTER_NOTEBOOK_INTERFACE:-classic}
-
-if [ x"$JUPYTER_ENABLE_LAB" = x"" ]; then
-    if [ x"$JUPYTER_NOTEBOOK_INTERFACE" = x"lab" ]; then
-        JUPYTER_ENABLE_LAB=true
-    fi
+if [ -f "${SCRIPT_DIR}/utils/setup-elyra.sh" ]; then
+  source ${SCRIPT_DIR}/utils/setup-elyra.sh
 fi
 
-JUPYTER_ENABLE_LAB=`echo "$JUPYTER_ENABLE_LAB" | tr '[A-Z]' '[a-z]'`
-
-if [[ "$JUPYTER_ENABLE_LAB" =~ ^(true|yes|y|1)$ ]]; then
-    JUPYTER_PROGRAM_ARGS="$JUPYTER_PROGRAM_ARGS --NotebookApp.default_url=/lab"
-else
-    if [ x"$JUPYTER_WORKSPACE_NAME" != x"" ]; then
-        JUPYTER_PROGRAM_ARGS="$JUPYTER_PROGRAM_ARGS --NotebookApp.default_url=/tree/$JUPYTER_WORKSPACE_NAME"
-    fi
-fi
+# Initialize notebooks arguments variable
+NOTEBOOK_PROGRAM_ARGS=""
 
-if [[ "$JUPYTER_ENABLE_LAB" =~ ^(true|yes|y|1)$ ]]; then
-    JUPYTER_PROGRAM_ARGS="$JUPYTER_PROGRAM_ARGS --config=/opt/app-root/etc/jupyter_server_config.py"
-else
-    JUPYTER_PROGRAM_ARGS="$JUPYTER_PROGRAM_ARGS --config=/opt/app-root/etc/jupyter_notebook_config.py"
+# Set default ServerApp.port value if NOTEBOOK_PORT variable is defined
+if [ -n "${NOTEBOOK_PORT}" ]; then
+    NOTEBOOK_PROGRAM_ARGS+="--ServerApp.port=${NOTEBOOK_PORT} "
 fi
 
-if [[ "$JUPYTER_PROGRAM_ARGS $@" != *"--ip="* ]]; then
-    JUPYTER_PROGRAM_ARGS="--ip=0.0.0.0 $JUPYTER_PROGRAM_ARGS"
+# Set default ServerApp.base_url value if NOTEBOOK_BASE_URL variable is defined
+if [ -n "${NOTEBOOK_BASE_URL}" ]; then
+    NOTEBOOK_PROGRAM_ARGS+="--ServerApp.base_url=${NOTEBOOK_BASE_URL} "
 fi
 
-if [[ ! -z "${JUPYTERHUB_API_TOKEN}" ]]; then
-    if [[ "$JUPYTER_ENABLE_LAB" =~ ^(true|yes|y|1)$ ]]; then
-        JUPYTER_PROGRAM="jupyter labhub"
-    else
-        JUPYTER_PROGRAM="jupyterhub-singleuser"
-    fi
+# Set default ServerApp.root_dir value if NOTEBOOK_ROOT_DIR variable is defined
+if [ -n "${NOTEBOOK_ROOT_DIR}" ]; then
+    NOTEBOOK_PROGRAM_ARGS+="--ServerApp.root_dir=${NOTEBOOK_ROOT_DIR} "
 else
-    if [[ "$JUPYTER_ENABLE_LAB" =~ ^(true|yes|y|1)$ ]]; then
-        JUPYTER_PROGRAM="jupyter lab"
-    else
-        JUPYTER_PROGRAM="jupyter notebook"
-    fi
+    NOTEBOOK_PROGRAM_ARGS+="--ServerApp.root_dir=${HOME} "
 fi
 
-. /opt/app-root/bin/setup-environ.sh
-
-if [ -f /opt/app-root/src/.jupyter/jupyter_notebook_config.sh ]; then
-    . /opt/app-root/src/.jupyter/jupyter_notebook_config.sh
+# Add additional arguments if NOTEBOOK_ARGS variable is defined
+if [ -n "${NOTEBOOK_ARGS}" ]; then
+    NOTEBOOK_PROGRAM_ARGS+=${NOTEBOOK_ARGS}
 fi
 
-exec /opt/app-root/bin/start.sh $JUPYTER_PROGRAM $JUPYTER_PROGRAM_ARGS "$@"
+# Start the JupyterLab notebook
+start_process jupyter lab ${NOTEBOOK_PROGRAM_ARGS} \
+    --ServerApp.ip=0.0.0.0 \
+    --ServerApp.allow_origin="*" \
+    --ServerApp.open_browser=False
diff --git a/.docker/start-singleuser.sh b/.docker/start-singleuser.sh
deleted file mode 100755
index cd63e3a0b8d..00000000000
--- a/.docker/start-singleuser.sh
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/bin/bash
-
-set -x
-
-set -eo pipefail
-
-# The 'start-singleuser.sh' script is invoked by JupyterHub installations.
-# Execute the 'run' script instead so everything goes through common
-# entrypoint. That it is being run under JupyterHub will be determined
-# later from environment variables set by JupyterHub.
-
-exec /opt/app-root/builder/run "$@"
diff --git a/.docker/start-webdav.sh b/.docker/start-webdav.sh
deleted file mode 100755
index 812b889e7e7..00000000000
--- a/.docker/start-webdav.sh
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/bin/bash
-
-set -eo pipefail
-
-set -x
-
-WEBDAV_PREFIX=${WEBDAV_PREFIX:-${JUPYTERHUB_SERVICE_PREFIX%/}}
-export WEBDAV_PREFIX
-
-WEBDAV_PORT=${WEBDAV_PORT:-8081}
-
-ARGS=""
-
-ARGS="$ARGS --log-to-terminal"
-ARGS="$ARGS --access-log"
-ARGS="$ARGS --port $WEBDAV_PORT"
-ARGS="$ARGS --application-type static"
-ARGS="$ARGS --include /opt/app-root/etc/httpd-webdav.conf"
-
-exec mod_wsgi-express start-server $ARGS
diff --git a/.docker/start.sh b/.docker/start.sh
deleted file mode 100755
index 6a45a5e9846..00000000000
--- a/.docker/start.sh
+++ /dev/null
@@ -1,25 +0,0 @@
-#!/bin/bash
-
-set -x
-
-if [ $# -eq 0 ]; then
-    echo "Executing the command: bash"
-    exec bash
-else
-    echo "Executing the command: $@"
-
-    if [[ -z "${JUPYTER_ENABLE_SUPERVISORD}" ]]; then
-        trap 'kill -TERM $PID' TERM INT
-
-        "$@" &
-
-        PID=$!
-        wait $PID
-        trap - TERM INT
-        wait $PID
-        STATUS=$?
-        exit $STATUS
-    else
-        exec "$@"
-    fi
-fi
diff --git a/.docker/stop-supervisord.sh b/.docker/stop-supervisord.sh
deleted file mode 100755
index 40034a9afd6..00000000000
--- a/.docker/stop-supervisord.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/bin/bash
-
-printf "READY\n";
-
-while read line; do
-    echo "Processing Event: $line" >&2;
-    supervisorctl shutdown
-done < /dev/stdin
diff --git a/.docker/supervisor/gateway.conf b/.docker/supervisor/gateway.conf
deleted file mode 100644
index 7f9331d6fc9..00000000000
--- a/.docker/supervisor/gateway.conf
+++ /dev/null
@@ -1,9 +0,0 @@
-[program:gateway]
-process_name=gateway
-command=start-gateway.sh
-stdout_logfile=/proc/1/fd/1
-stdout_logfile_maxbytes=0
-redirect_stderr=true
-autostart=true
-autorestart=true
-exitcodes=0
diff --git a/.docker/supervisor/notebook.conf b/.docker/supervisor/notebook.conf
deleted file mode 100644
index eb637e2e795..00000000000
--- a/.docker/supervisor/notebook.conf
+++ /dev/null
@@ -1,15 +0,0 @@
-[program:notebook]
-process_name=notebook
-command=start-notebook.sh
-environment=JUPYTER_NOTEBOOK_PORT="8082"
-stdout_logfile=/proc/1/fd/1
-stdout_logfile_maxbytes=0
-redirect_stderr=true
-autostart=true
-autorestart=true
-exitcodes=0
-
-[eventlistener:notebook_exit]
-command=stop-supervisord.sh
-process_name=notebook
-events=PROCESS_STATE_EXITED
diff --git a/.docker/supervisor/webdav.conf b/.docker/supervisor/webdav.conf
deleted file mode 100644
index bc524ca3ceb..00000000000
--- a/.docker/supervisor/webdav.conf
+++ /dev/null
@@ -1,7 +0,0 @@
-[program:webdav]
-process_name=webdav
-command=start-webdav.sh
-stdout_logfile=/proc/1/fd/1
-stdout_logfile_maxbytes=0
-redirect_stderr=true
-autostart=%(ENV_JUPYTER_ENABLE_WEBDAV)s
diff --git a/.docker/.s2i/bin/test b/.docker/tests/test
similarity index 77%
rename from .docker/.s2i/bin/test
rename to .docker/tests/test
index d363943b3d2..7d80153448a 100755
--- a/.docker/.s2i/bin/test
+++ b/.docker/tests/test
@@ -9,9 +9,11 @@ python -c "import ovmsclient"
 # Required for PaddlePaddle
 export HUB_HOME=/tmp
 
+# Move notebooks for validation
+cp -R /opt/app-root/openvino_notebooks/notebooks /tmp/
 # Download CT scan image for 110 training notebook
-mkdir /opt/app-root/notebooks/ct-segmentation-quantize/kits19
-cd /opt/app-root/notebooks/ct-segmentation-quantize/kits19
+mkdir -p /tmp/notebooks/110-ct-segmentation-quantize/kits19
+cd /tmp/notebooks/110-ct-segmentation-quantize/kits19
 curl -O -C - https://storage.openvinotoolkit.org/data/test_data/openvino_notebooks/kits19/case_00030.zip
 unzip case_00030.zip
 mkdir kits19_frames
@@ -20,9 +22,7 @@ cp -r kits19_frames/case_00030 kits19_frames/case_00001
 
 cd "/tmp"
 # Patch notebooks to speed up test execution
-python /tmp/scripts/patch_notebooks.py /opt/app-root/notebooks
-# Move notebooks for validation
-mv /opt/app-root/notebooks/ /tmp/
+python /tmp/scripts/patch_notebooks.py /tmp/notebooks
 
 # Test notebooks
 python /tmp/scripts/validate_notebooks.py --ignore_list /tmp/scripts/ignore_treon_docker.txt
diff --git a/.docker/.s2i/bin/test_precommit b/.docker/tests/test_precommit
similarity index 78%
rename from .docker/.s2i/bin/test_precommit
rename to .docker/tests/test_precommit
index 7fabf9f7229..0d3ed6ef150 100755
--- a/.docker/.s2i/bin/test_precommit
+++ b/.docker/tests/test_precommit
@@ -9,9 +9,11 @@ python -c "import ovmsclient"
 # Required for PaddlePaddle
 export HUB_HOME=/tmp
 
+# Move notebooks for validation
+cp -R /opt/app-root/openvino_notebooks/notebooks /tmp/
 # Download CT scan image for 110 training notebook
-mkdir /opt/app-root/notebooks/ct-segmentation-quantize/kits19
-cd /opt/app-root/notebooks/ct-segmentation-quantize/kits19
+mkdir -p /tmp/notebooks/110-ct-segmentation-quantize/kits19
+cd /tmp/notebooks/110-ct-segmentation-quantize/kits19
 curl -O -C - https://storage.openvinotoolkit.org/data/test_data/openvino_notebooks/kits19/case_00030.zip
 unzip case_00030.zip
 mkdir kits19_frames
@@ -20,9 +22,7 @@ cp -r kits19_frames/case_00030 kits19_frames/case_00001
 
 cd "/tmp"
 # Patch notebooks to speed up test execution
-python /tmp/scripts/patch_notebooks.py /opt/app-root/notebooks
-# Move notebooks for validation
-mv /opt/app-root/notebooks/ /tmp/
+python /tmp/scripts/patch_notebooks.py /tmp/notebooks
 
 # Test notebooks
 python /tmp/scripts/validate_notebooks.py --ignore_list /tmp/scripts/ignore_treon_docker.txt --test_list /tmp/scripts/test_notebooks.txt
diff --git a/.docker/thoth/s2i-minimal-notebook/__init__.py b/.docker/thoth/s2i-minimal-notebook/__init__.py
deleted file mode 100644
index a2f1cd12fb5..00000000000
--- a/.docker/thoth/s2i-minimal-notebook/__init__.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python3
-# s2i-minimal-notebook
-# Copyright(C) 2019, 2020
-#
-# This program is free software: you can redistribute it and / or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program. If not, see <http://www.gnu.org/licenses/>.
-
-"""S2I Minimal Notebook."""
-
-
-__name__ = "s2i-minimal-notebook"
-__version__ = "0.0.7"
diff --git a/.docker/utils/process.sh b/.docker/utils/process.sh
new file mode 100644
index 00000000000..4da716a9f7c
--- /dev/null
+++ b/.docker/utils/process.sh
@@ -0,0 +1,19 @@
+#!/usr/bin/env bash
+
+function start_process() {
+    trap stop_process TERM INT
+
+    echo "Running command: $@"
+    "$@" &
+
+    PID=$!
+    wait $PID
+    trap - TERM INT
+    wait $PID
+    STATUS=$?
+    exit $STATUS
+}
+
+function stop_process() {
+    kill -TERM $PID
+}
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index cfef3721603..1f898711140 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -76,5 +76,5 @@ jobs:
           docker build . -t openvino_notebooks
       - name: Test notebooks in Docker image
         run: |
-          # Test script location: .docker/.s2i/bin/test_precommit
-          docker run --entrypoint /tmp/scripts/test_precommit openvino_notebooks
+          # Test script location: .docker/tests/test_precommit
+          docker run -v ${PWD}:/opt/app-root/openvino_notebooks --entrypoint /tmp/scripts/test_precommit openvino_notebooks
diff --git a/Dockerfile b/Dockerfile
index 432f54f69cc..c43fc4fcbdf 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,75 +1,63 @@
-FROM quay.io/thoth-station/s2i-thoth-ubi8-py38:v0.29.0
+FROM quay.io/opendatahub/workbench-images:runtime-minimal-ubi9-python-3.9
+
+LABEL name="odh-notebook-jupyter-intel-openvino-ubi9-python-3.9" \
+    maintainer="helena.kloosterman@intel.com" \
+    vendor="Intel Corporation" \
+    release="2024.2" \
+    summary="Jupyter Intel® OpenVINO notebook image for ODH notebooks." \
+    description="Jupyter Intel® OpenVINO notebook image with base Python 3.9 builder image based on UBI9 for ODH notebooks" \
+    io.k8s.display-name="Jupyter Intel® OpenVINO notebook image for ODH notebooks." \
+    io.k8s.description="Jupyter Intel® OpenVINO notebook image with base Python 3.9 builder image based on UBI9 for ODH notebooks" \
+    io.openshift.build.commit.ref="main"
+
+USER 0
+WORKDIR /opt/app-root/src
+
+RUN . /etc/os-release && \
+    #TODO: Remove explicit declaration of VERSION_ID once available on version 9.4
+    VERSION_ID=9.3 && \
+    dnf install -y 'dnf-command(config-manager)' && \
+    dnf config-manager --add-repo \
+        https://repositories.intel.com/gpu/rhel/${VERSION_ID}/lts/2350/unified/intel-gpu-${VERSION_ID}.repo  && \
+    dnf install -y \
+        intel-opencl \
+        level-zero intel-level-zero-gpu level-zero-devel && \
+    rpm -ivh https://dl.fedoraproject.org/pub/epel/9/Everything/x86_64/Packages/c/clinfo-3.0.21.02.21-4.el9.x86_64.rpm  \
+    https://mirror.stream.centos.org/9-stream/AppStream/x86_64/os/Packages/ocl-icd-2.2.13-4.el9.x86_64.rpm && \
+    dnf clean all -y && \
+    rm -rf /var/cache/dnf/*
 
-LABEL name="OpenVINO(TM) Notebooks" \
-  maintainer="helena.kloosterman@intel.com" \
-  vendor="Intel Corporation" \
-  version="0.2.0" \
-  release="2021.4" \
-  summary="OpenVINO(TM) Developer Tools and Jupyter Notebooks" \
-  description="OpenVINO(TM) Notebooks Container"
-
-ENV JUPYTER_ENABLE_LAB="true" \
-  ENABLE_MICROPIPENV="1" \
-  UPGRADE_PIP_TO_LATEST="1" \
-  WEB_CONCURRENCY="1" \
-  THOTH_ADVISE="0" \
-  THOTH_ERROR_FALLBACK="1" \
-  THOTH_DRY_RUN="1" \
-  THAMOS_DEBUG="0" \
-  THAMOS_VERBOSE="1" \
-  THOTH_PROVENANCE_CHECK="0"
-
-USER root
-
-# Upgrade NodeJS > 12.0
-# Install dos2unix for line end conversion on Windows
-RUN dnf --disableplugin=subscription-manager remove -y nodejs && \
-  dnf --disableplugin=subscription-manager module -y reset nodejs && \
-  dnf --disableplugin=subscription-manager module -y enable nodejs:20 && \
-  dnf --disableplugin=subscription-manager install -y nodejs mesa-libGL dos2unix libsndfile python38-tkinter && \
-  dnf --disableplugin=subscription-manager -y update-minimal --security --sec-severity=Important --sec-severity=Critical --sec-severity=Moderate
+USER 1001
 
-# GPU drivers
-RUN dnf --disableplugin=subscription-manager install -y 'dnf-command(config-manager)' && \
-  dnf --disableplugin=subscription-manager config-manager --add-repo  https://repositories.intel.com/graphics/rhel/8.6/intel-graphics.repo
+WORKDIR /opt/app-root/bin
+
+# Install Python packages and Jupyterlab extensions from Pipfile.lock
+COPY .docker/Pipfile.lock Pipfile.lock
+RUN echo "Installing softwares and packages" && \
+    micropipenv install && \
+    rm -f ./Pipfile.lock && \
+    # Disable announcement plugin of jupyterlab \
+    jupyter labextension disable "@jupyterlab/apputils-extension:announcements" && \
+    chmod -R g+w /opt/app-root/lib/python3.9/site-packages && \
+    fix-permissions /opt/app-root -P
+
+COPY --chown=1001:0 .docker/start-notebook.sh /opt/app-root/bin
+COPY --chown=1001:0 .docker/builder /opt/app-root/builder
+COPY --chown=1001:0 .docker/utils /opt/app-root/bin/utils
+
+COPY --chown=1001:0 .docker/tests/test /tmp/scripts/test
+COPY --chown=1001:0 .docker/tests/test_precommit /tmp/scripts
+COPY --chown=1001:0 .ci/patch_notebooks.py /tmp/scripts
+COPY --chown=1001:0 .ci/validate_notebooks.py /tmp/scripts
+COPY --chown=1001:0 .ci/validation_config.py /tmp/scripts
+COPY --chown=1001:0 .ci/ignore_treon_docker.txt /tmp/scripts
+# workaround for coping file if it does not exists
+COPY --chown=1001:0 .ci/test_notebooks.* /tmp/scripts
 
-RUN rpm -ivh https://vault.centos.org/centos/8/AppStream/x86_64/os/Packages/mesa-filesystem-21.1.5-1.el8.x86_64.rpm && \
-  dnf --disableplugin=subscription-manager install --refresh -y \
-  intel-opencl intel-media intel-mediasdk libmfxgen1 libvpl2 \
-  level-zero intel-level-zero-gpu \
-  intel-metrics-library intel-igc-core intel-igc-cm \
-  libva libva-utils  intel-gmmlib && \
-  rpm -ivh http://vault.centos.org/centos/8-stream/AppStream/x86_64/os/Packages/ocl-icd-2.2.12-1.el8.x86_64.rpm && \
-  rpm -ivh https://dl.fedoraproject.org/pub/epel/8/Everything/x86_64/Packages/c/clinfo-3.0.21.02.21-4.el8.x86_64.rpm
 
-# Copying in override assemble/run scripts
-COPY .docker/.s2i/bin /tmp/scripts
-# Copying in source code
-COPY .docker /tmp/src
-COPY .ci/patch_notebooks.py /tmp/scripts
-COPY .ci/validate_notebooks.py /tmp/scripts
-COPY .ci/validation_config.py /tmp/scripts
-COPY .ci/ignore_treon_docker.txt /tmp/scripts
-# workaround for coping file if it does not exists
-COPY .ci/test_notebooks.* /tmp/scripts
+WORKDIR /opt/app-root/src
 
-# Git on Windows may convert line endings. Run dos2unix to enable
-# building the image when the scripts have CRLF line endings.
-RUN dos2unix /tmp/scripts/*
-RUN dos2unix /tmp/src/builder/*
+ENV JUPYTER_PRELOAD_REPOS="https://github.com/openvinotoolkit/openvino_notebooks"
+ENV REPO_BRANCH="latest"
 
-# Change file ownership to the assemble user. Builder image must support chown command.
-RUN chown -R 1001:0 /tmp/scripts /tmp/src
-USER 1001
-RUN mkdir /opt/app-root/notebooks
-COPY notebooks/ /opt/app-root/notebooks
-RUN /tmp/scripts/assemble
-RUN pip check
-USER root
-RUN dos2unix /opt/app-root/bin/*sh
-RUN yum remove -y dos2unix
-RUN chown -R 1001:0 .
-RUN chown -R 1001:0 /opt/app-root/notebooks
-USER 1001
-# RUN jupyter lab build
-CMD /tmp/scripts/run
+ENTRYPOINT ["bash", "-c", "/opt/app-root/builder/run"]
\ No newline at end of file