From a4dffe527a6fb2e4a53729d32036f5e11fdc9aae Mon Sep 17 00:00:00 2001
From: Michael Duong <michaelduong22@gmail.com>
Date: Sun, 26 May 2024 09:47:08 +0100
Subject: [PATCH 1/4] add testing script

---
 .github/workflows/MLPipelineTESTING.yml | 238 ++++++++++++++++++++++++
 1 file changed, 238 insertions(+)
 create mode 100644 .github/workflows/MLPipelineTESTING.yml

diff --git a/.github/workflows/MLPipelineTESTING.yml b/.github/workflows/MLPipelineTESTING.yml
new file mode 100644
index 0000000..92c1792
--- /dev/null
+++ b/.github/workflows/MLPipelineTESTING.yml
@@ -0,0 +1,238 @@
+name: Register the model for the given pipeline branch (TESTING)
+
+on:
+  push:
+    branches:
+      - "sap-dev-gto"
+
+# on:
+#   pull_request:
+#     types:
+#       - closed
+#     branches:
+#       - "sap-dev"
+#       - "heat-dev"
+#       - "carbon-dev"
+
+permissions: write-all
+
+jobs:
+  Register-Major-Model-Dev:
+    # if: ${{ (github.event.pull_request.merged == true) && (contains(github.event.pull_request.labels.*.name, 'major')) }}
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Install packages to register model
+      run: |
+        pip install --upgrade pip
+        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+
+    - name: Register Model
+      run: |
+        # REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
+        REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
+
+        git config user.name "Github-Bot"
+        git config user.email "Github-Bot@no-reply.com"
+
+        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}') || false
+        if [ -z "${latest_version}" ]; then
+          increment_version="1.0.0"
+        else
+          increment_version=$(echo ${latest_version} | awk 'BEGIN {
+              FS="\\."   # Set the field separator to a period
+              OFS="."    # Set the output field separator to a period
+          }
+          {
+              major = $1 + 1   # Increment the major version
+              print major, "0", "0"   # Print the new version
+          }')
+        fi
+
+        new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
+
+        # git tag -a ${new_tag} -m "Registering new Major Version"
+        # git push origin ${new_tag}
+
+        # gto show --json > MODEL_REGISTRY.md
+        # git add .
+        # git commit -m "Update Registry"
+        # git push
+
+  Register-Minor-Model-Dev:
+    # if: ${{ (github.event.pull_request.merged == true) && (contains(github.event.pull_request.labels.*.name, 'minor')) }}
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Install packages to register model
+      run: |
+        pip install --upgrade pip
+        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+
+    - name: Register Model
+      run: |
+        # REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
+        REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
+
+        git config user.name "Github-Bot"
+        git config user.email "Github-Bot@no-reply.com"
+
+        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
+        if [ -z "${latest_version}" ]; then
+          increment_version="0.1.0"
+        else
+          increment_version=$(echo ${latest_version} | awk 'BEGIN {
+              FS="\\."   # Set the field separator to a period
+              OFS="."    # Set the output field separator to a period
+          }
+          {
+              minor = $2 + 1   # Increment the minor version
+              print $1, minor, "0"   # Print the new version
+          }')
+        fi
+
+        new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
+
+        # git tag -a ${new_tag} -m "Registering new Minor Version"
+        # git push origin ${new_tag}
+
+        # gto show --json > MODEL_REGISTRY.md
+        # git add .
+        # git commit -m "Update Registry"
+        # git push
+
+  Register-Patch-Model-Dev:
+    # if: ${{ (github.event.pull_request.merged == true) && (contains(github.event.pull_request.labels.*.name, 'patch')) }}
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Install packages to register model
+      run: |
+        pip install --upgrade pip
+        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+
+    - name: Register Model
+      run: |
+        # REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
+        REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
+
+        git config user.name "Github-Bot"
+        git config user.email "Github-Bot@no-reply.com"
+
+        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
+        if [ -z "${latest_version}" ]; then
+          increment_version="0.0.1"
+        else
+          increment_version=$(echo ${latest_version} | awk 'BEGIN {
+              FS="\\."   # Set the field separator to a period
+              OFS="."    # Set the output field separator to a period
+          }
+          {
+              patch = $3 + 1   # Increment the patch version
+              print $1, $2, patch   # Print the new version
+          }')
+        fi
+
+        new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
+
+        # git tag -a ${new_tag} -m "Registering new Patch Version"
+        # git push origin ${new_tag}
+
+        # gto show --json > MODEL_REGISTRY.md
+        # git add .
+        # git commit -m "Update Registry"
+        # git push
+
+  Promote-Artefacts-To-Dev:
+    if: github.event.pull_request.merged == true
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+    - name: Install packages to retrieve artifacts
+      run: |
+        pip install --upgrade pip
+        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+
+    - name: Retrieve artifacts (dvc.lock)
+      env:
+        AWS_ACCESS_KEY_ID: ${{ secrets.ROBOT_AWS_ACCESS_KEY_ID }}
+        AWS_SECRET_ACCESS_KEY: ${{ secrets.ROBOT_AWS_SECRET_ACCESS_KEY }}
+      run: |
+        cd modules/ml-pipeline/src/pipeline
+        dvc pull -r experiments
+
+    - name: Push artifacts to Dev
+      env:
+        AWS_ACCESS_KEY_ID: ${{ secrets.ROBOT_AWS_ACCESS_KEY_ID }}
+        AWS_SECRET_ACCESS_KEY: ${{ secrets.ROBOT_AWS_SECRET_ACCESS_KEY }}
+      run: |
+        cd modules/ml-pipeline/src/pipeline
+        dvc push -r dev
+
+  Register-New-Model-Dev:
+    needs: [Register-Major-Model-Dev, Register-Minor-Model-Dev, Register-Patch-Model-Dev]
+    if: |
+      always() &&
+      (needs.Register-Major-Model-Dev.result == 'success' || needs.Register-Major-Model-Dev.result == 'skipped') &&
+      (needs.Register-Minor-Model-Dev.result == 'success' || needs.Register-Minor-Model-Dev.result == 'skipped') &&
+      (needs.Register-Patch-Model-Dev.result == 'success' || needs.Register-Patch-Model-Dev.result == 'skipped')
+
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        fetch-depth: 0
+
+    - name: Install packages to register model
+      run: |
+        pip install --upgrade pip
+        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+
+    - name: Register Model
+      env:
+        TARGET_BRANCH: ${{ github.base_ref }}
+      run: |
+
+        REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
+        # REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
+
+        git config user.name "Github-Bot"
+        git config user.email "Github-Bot@no-reply.com"
+
+        latest_dev_version=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk '{print $NF}' | awk '/dev/' | awk 'END {print}')
+        if [ -z "${latest_dev_version}" ]; then
+          increment_version="1"
+        else
+          increment_version=$(echo ${latest_dev_version} | awk '{print $NF}' | awk -F"#" '{print $3}' | awk '{$1++; print}')
+        fi
+
+        new_tag=${REGISTER_MODEL_NAME}#dev#${increment_version}
+        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@" '{print $2}')
+
+        echo ${new_tag}
+
+        commit_hash=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk "/${latest_version}/" | awk '{print $(NF-1)}')
+        git checkout ${commit_hash}
+
+        # git pull #Get new model registry md file changes
+        git tag -a ${new_tag} -m "Assigning stage dev to artifact ${REGISTER_MODEL_NAME} version ${latest_version}"
+        git push origin ${new_tag}
+
+        git checkout ${TARGET_BRANCH}
+        git fetch --all
+        git pull
+
+        gto show --json > MODEL_REGISTRY.md
+        git add .
+        git commit -m "Update Registry"
+        git push origin ${TARGET_BRANCH}

From 0768ace94787e547c637ac6b6e4ae395db2edf52 Mon Sep 17 00:00:00 2001
From: Michael Duong <michaelduong22@gmail.com>
Date: Sun, 26 May 2024 09:50:39 +0100
Subject: [PATCH 2/4] add testing script

---
 .github/workflows/MLPipelineTESTING.yml | 176 ++++++++++++------------
 1 file changed, 89 insertions(+), 87 deletions(-)

diff --git a/.github/workflows/MLPipelineTESTING.yml b/.github/workflows/MLPipelineTESTING.yml
index 92c1792..f2a200a 100644
--- a/.github/workflows/MLPipelineTESTING.yml
+++ b/.github/workflows/MLPipelineTESTING.yml
@@ -38,21 +38,23 @@ jobs:
         git config user.name "Github-Bot"
         git config user.email "Github-Bot@no-reply.com"
 
-        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}') || false
-        if [ -z "${latest_version}" ]; then
-          increment_version="1.0.0"
-        else
-          increment_version=$(echo ${latest_version} | awk 'BEGIN {
-              FS="\\."   # Set the field separator to a period
-              OFS="."    # Set the output field separator to a period
-          }
-          {
-              major = $1 + 1   # Increment the major version
-              print major, "0", "0"   # Print the new version
-          }')
-        fi
+        gto show
 
-        new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
+        # latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}') || false
+        # if [ -z "${latest_version}" ]; then
+        #   increment_version="1.0.0"
+        # else
+        #   increment_version=$(echo ${latest_version} | awk 'BEGIN {
+        #       FS="\\."   # Set the field separator to a period
+        #       OFS="."    # Set the output field separator to a period
+        #   }
+        #   {
+        #       major = $1 + 1   # Increment the major version
+        #       print major, "0", "0"   # Print the new version
+        #   }')
+        # fi
+
+        # new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
 
         # git tag -a ${new_tag} -m "Registering new Major Version"
         # git push origin ${new_tag}
@@ -83,21 +85,21 @@ jobs:
         git config user.name "Github-Bot"
         git config user.email "Github-Bot@no-reply.com"
 
-        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
-        if [ -z "${latest_version}" ]; then
-          increment_version="0.1.0"
-        else
-          increment_version=$(echo ${latest_version} | awk 'BEGIN {
-              FS="\\."   # Set the field separator to a period
-              OFS="."    # Set the output field separator to a period
-          }
-          {
-              minor = $2 + 1   # Increment the minor version
-              print $1, minor, "0"   # Print the new version
-          }')
-        fi
+        # latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
+        # if [ -z "${latest_version}" ]; then
+        #   increment_version="0.1.0"
+        # else
+        #   increment_version=$(echo ${latest_version} | awk 'BEGIN {
+        #       FS="\\."   # Set the field separator to a period
+        #       OFS="."    # Set the output field separator to a period
+        #   }
+        #   {
+        #       minor = $2 + 1   # Increment the minor version
+        #       print $1, minor, "0"   # Print the new version
+        #   }')
+        # fi
 
-        new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
+        # new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
 
         # git tag -a ${new_tag} -m "Registering new Minor Version"
         # git push origin ${new_tag}
@@ -128,21 +130,21 @@ jobs:
         git config user.name "Github-Bot"
         git config user.email "Github-Bot@no-reply.com"
 
-        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
-        if [ -z "${latest_version}" ]; then
-          increment_version="0.0.1"
-        else
-          increment_version=$(echo ${latest_version} | awk 'BEGIN {
-              FS="\\."   # Set the field separator to a period
-              OFS="."    # Set the output field separator to a period
-          }
-          {
-              patch = $3 + 1   # Increment the patch version
-              print $1, $2, patch   # Print the new version
-          }')
-        fi
+        # latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
+        # if [ -z "${latest_version}" ]; then
+        #   increment_version="0.0.1"
+        # else
+        #   increment_version=$(echo ${latest_version} | awk 'BEGIN {
+        #       FS="\\."   # Set the field separator to a period
+        #       OFS="."    # Set the output field separator to a period
+        #   }
+        #   {
+        #       patch = $3 + 1   # Increment the patch version
+        #       print $1, $2, patch   # Print the new version
+        #   }')
+        # fi
 
-        new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
+        # new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
 
         # git tag -a ${new_tag} -m "Registering new Patch Version"
         # git push origin ${new_tag}
@@ -179,60 +181,60 @@ jobs:
         cd modules/ml-pipeline/src/pipeline
         dvc push -r dev
 
-  Register-New-Model-Dev:
-    needs: [Register-Major-Model-Dev, Register-Minor-Model-Dev, Register-Patch-Model-Dev]
-    if: |
-      always() &&
-      (needs.Register-Major-Model-Dev.result == 'success' || needs.Register-Major-Model-Dev.result == 'skipped') &&
-      (needs.Register-Minor-Model-Dev.result == 'success' || needs.Register-Minor-Model-Dev.result == 'skipped') &&
-      (needs.Register-Patch-Model-Dev.result == 'success' || needs.Register-Patch-Model-Dev.result == 'skipped')
+  # Register-New-Model-Dev:
+  #   needs: [Register-Major-Model-Dev, Register-Minor-Model-Dev, Register-Patch-Model-Dev]
+  #   if: |
+  #     always() &&
+  #     (needs.Register-Major-Model-Dev.result == 'success' || needs.Register-Major-Model-Dev.result == 'skipped') &&
+  #     (needs.Register-Minor-Model-Dev.result == 'success' || needs.Register-Minor-Model-Dev.result == 'skipped') &&
+  #     (needs.Register-Patch-Model-Dev.result == 'success' || needs.Register-Patch-Model-Dev.result == 'skipped')
 
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v3
-      with:
-        fetch-depth: 0
+  #   runs-on: ubuntu-latest
+  #   steps:
+  #   - uses: actions/checkout@v3
+  #     with:
+  #       fetch-depth: 0
 
-    - name: Install packages to register model
-      run: |
-        pip install --upgrade pip
-        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+  #   - name: Install packages to register model
+  #     run: |
+  #       pip install --upgrade pip
+  #       pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
 
-    - name: Register Model
-      env:
-        TARGET_BRANCH: ${{ github.base_ref }}
-      run: |
+  #   - name: Register Model
+  #     env:
+  #       TARGET_BRANCH: ${{ github.base_ref }}
+  #     run: |
 
-        REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
-        # REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
+  #       REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
+  #       # REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
 
-        git config user.name "Github-Bot"
-        git config user.email "Github-Bot@no-reply.com"
+  #       git config user.name "Github-Bot"
+  #       git config user.email "Github-Bot@no-reply.com"
 
-        latest_dev_version=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk '{print $NF}' | awk '/dev/' | awk 'END {print}')
-        if [ -z "${latest_dev_version}" ]; then
-          increment_version="1"
-        else
-          increment_version=$(echo ${latest_dev_version} | awk '{print $NF}' | awk -F"#" '{print $3}' | awk '{$1++; print}')
-        fi
+  #       latest_dev_version=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk '{print $NF}' | awk '/dev/' | awk 'END {print}')
+  #       if [ -z "${latest_dev_version}" ]; then
+  #         increment_version="1"
+  #       else
+  #         increment_version=$(echo ${latest_dev_version} | awk '{print $NF}' | awk -F"#" '{print $3}' | awk '{$1++; print}')
+  #       fi
 
-        new_tag=${REGISTER_MODEL_NAME}#dev#${increment_version}
-        latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@" '{print $2}')
+  #       new_tag=${REGISTER_MODEL_NAME}#dev#${increment_version}
+  #       latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@" '{print $2}')
 
-        echo ${new_tag}
+  #       echo ${new_tag}
 
-        commit_hash=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk "/${latest_version}/" | awk '{print $(NF-1)}')
-        git checkout ${commit_hash}
+  #       commit_hash=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk "/${latest_version}/" | awk '{print $(NF-1)}')
+  #       git checkout ${commit_hash}
 
-        # git pull #Get new model registry md file changes
-        git tag -a ${new_tag} -m "Assigning stage dev to artifact ${REGISTER_MODEL_NAME} version ${latest_version}"
-        git push origin ${new_tag}
+  #       # git pull #Get new model registry md file changes
+  #       git tag -a ${new_tag} -m "Assigning stage dev to artifact ${REGISTER_MODEL_NAME} version ${latest_version}"
+  #       git push origin ${new_tag}
 
-        git checkout ${TARGET_BRANCH}
-        git fetch --all
-        git pull
+  #       git checkout ${TARGET_BRANCH}
+  #       git fetch --all
+  #       git pull
 
-        gto show --json > MODEL_REGISTRY.md
-        git add .
-        git commit -m "Update Registry"
-        git push origin ${TARGET_BRANCH}
+  #       gto show --json > MODEL_REGISTRY.md
+  #       git add .
+  #       git commit -m "Update Registry"
+  #       git push origin ${TARGET_BRANCH}

From 9e23eae27af4c22a5f52280c718b1551a6db31ca Mon Sep 17 00:00:00 2001
From: Michael Duong <michaelduong22@gmail.com>
Date: Sun, 26 May 2024 09:54:22 +0100
Subject: [PATCH 3/4] add testing script

---
 .../pipeline/requirements/version_control/requirements.txt  | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt b/modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
index a2b9531..173550d 100644
--- a/modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
+++ b/modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
@@ -1,4 +1,4 @@
-dvc==3.36.0
-dvc-s3==3.0.1
-gto==1.6.1
+dvc==3.51.0
+dvc-s3==3.2.0
+gto==1.7.1
 pyOpenSSL==23.3.0

From e0954b52bce8088ec2b1550d2a58fd40de454b87 Mon Sep 17 00:00:00 2001
From: Michael Duong <michaelduong22@gmail.com>
Date: Sun, 26 May 2024 09:56:05 +0100
Subject: [PATCH 4/4] Upgrade dvc packages to fix pygit2 error

---
 .github/workflows/MLPipelineTESTING.yml | 240 ------------------------
 1 file changed, 240 deletions(-)
 delete mode 100644 .github/workflows/MLPipelineTESTING.yml

diff --git a/.github/workflows/MLPipelineTESTING.yml b/.github/workflows/MLPipelineTESTING.yml
deleted file mode 100644
index f2a200a..0000000
--- a/.github/workflows/MLPipelineTESTING.yml
+++ /dev/null
@@ -1,240 +0,0 @@
-name: Register the model for the given pipeline branch (TESTING)
-
-on:
-  push:
-    branches:
-      - "sap-dev-gto"
-
-# on:
-#   pull_request:
-#     types:
-#       - closed
-#     branches:
-#       - "sap-dev"
-#       - "heat-dev"
-#       - "carbon-dev"
-
-permissions: write-all
-
-jobs:
-  Register-Major-Model-Dev:
-    # if: ${{ (github.event.pull_request.merged == true) && (contains(github.event.pull_request.labels.*.name, 'major')) }}
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-
-    - name: Install packages to register model
-      run: |
-        pip install --upgrade pip
-        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
-
-    - name: Register Model
-      run: |
-        # REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
-        REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
-
-        git config user.name "Github-Bot"
-        git config user.email "Github-Bot@no-reply.com"
-
-        gto show
-
-        # latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}') || false
-        # if [ -z "${latest_version}" ]; then
-        #   increment_version="1.0.0"
-        # else
-        #   increment_version=$(echo ${latest_version} | awk 'BEGIN {
-        #       FS="\\."   # Set the field separator to a period
-        #       OFS="."    # Set the output field separator to a period
-        #   }
-        #   {
-        #       major = $1 + 1   # Increment the major version
-        #       print major, "0", "0"   # Print the new version
-        #   }')
-        # fi
-
-        # new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
-
-        # git tag -a ${new_tag} -m "Registering new Major Version"
-        # git push origin ${new_tag}
-
-        # gto show --json > MODEL_REGISTRY.md
-        # git add .
-        # git commit -m "Update Registry"
-        # git push
-
-  Register-Minor-Model-Dev:
-    # if: ${{ (github.event.pull_request.merged == true) && (contains(github.event.pull_request.labels.*.name, 'minor')) }}
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-
-    - name: Install packages to register model
-      run: |
-        pip install --upgrade pip
-        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
-
-    - name: Register Model
-      run: |
-        # REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
-        REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
-
-        git config user.name "Github-Bot"
-        git config user.email "Github-Bot@no-reply.com"
-
-        # latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
-        # if [ -z "${latest_version}" ]; then
-        #   increment_version="0.1.0"
-        # else
-        #   increment_version=$(echo ${latest_version} | awk 'BEGIN {
-        #       FS="\\."   # Set the field separator to a period
-        #       OFS="."    # Set the output field separator to a period
-        #   }
-        #   {
-        #       minor = $2 + 1   # Increment the minor version
-        #       print $1, minor, "0"   # Print the new version
-        #   }')
-        # fi
-
-        # new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
-
-        # git tag -a ${new_tag} -m "Registering new Minor Version"
-        # git push origin ${new_tag}
-
-        # gto show --json > MODEL_REGISTRY.md
-        # git add .
-        # git commit -m "Update Registry"
-        # git push
-
-  Register-Patch-Model-Dev:
-    # if: ${{ (github.event.pull_request.merged == true) && (contains(github.event.pull_request.labels.*.name, 'patch')) }}
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-
-    - name: Install packages to register model
-      run: |
-        pip install --upgrade pip
-        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
-
-    - name: Register Model
-      run: |
-        # REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
-        REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
-
-        git config user.name "Github-Bot"
-        git config user.email "Github-Bot@no-reply.com"
-
-        # latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@v" '{print $2}')
-        # if [ -z "${latest_version}" ]; then
-        #   increment_version="0.0.1"
-        # else
-        #   increment_version=$(echo ${latest_version} | awk 'BEGIN {
-        #       FS="\\."   # Set the field separator to a period
-        #       OFS="."    # Set the output field separator to a period
-        #   }
-        #   {
-        #       patch = $3 + 1   # Increment the patch version
-        #       print $1, $2, patch   # Print the new version
-        #   }')
-        # fi
-
-        # new_tag=${REGISTER_MODEL_NAME}@v${increment_version}
-
-        # git tag -a ${new_tag} -m "Registering new Patch Version"
-        # git push origin ${new_tag}
-
-        # gto show --json > MODEL_REGISTRY.md
-        # git add .
-        # git commit -m "Update Registry"
-        # git push
-
-  Promote-Artefacts-To-Dev:
-    if: github.event.pull_request.merged == true
-    runs-on: ubuntu-latest
-
-    steps:
-    - uses: actions/checkout@v3
-    - name: Install packages to retrieve artifacts
-      run: |
-        pip install --upgrade pip
-        pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
-
-    - name: Retrieve artifacts (dvc.lock)
-      env:
-        AWS_ACCESS_KEY_ID: ${{ secrets.ROBOT_AWS_ACCESS_KEY_ID }}
-        AWS_SECRET_ACCESS_KEY: ${{ secrets.ROBOT_AWS_SECRET_ACCESS_KEY }}
-      run: |
-        cd modules/ml-pipeline/src/pipeline
-        dvc pull -r experiments
-
-    - name: Push artifacts to Dev
-      env:
-        AWS_ACCESS_KEY_ID: ${{ secrets.ROBOT_AWS_ACCESS_KEY_ID }}
-        AWS_SECRET_ACCESS_KEY: ${{ secrets.ROBOT_AWS_SECRET_ACCESS_KEY }}
-      run: |
-        cd modules/ml-pipeline/src/pipeline
-        dvc push -r dev
-
-  # Register-New-Model-Dev:
-  #   needs: [Register-Major-Model-Dev, Register-Minor-Model-Dev, Register-Patch-Model-Dev]
-  #   if: |
-  #     always() &&
-  #     (needs.Register-Major-Model-Dev.result == 'success' || needs.Register-Major-Model-Dev.result == 'skipped') &&
-  #     (needs.Register-Minor-Model-Dev.result == 'success' || needs.Register-Minor-Model-Dev.result == 'skipped') &&
-  #     (needs.Register-Patch-Model-Dev.result == 'success' || needs.Register-Patch-Model-Dev.result == 'skipped')
-
-  #   runs-on: ubuntu-latest
-  #   steps:
-  #   - uses: actions/checkout@v3
-  #     with:
-  #       fetch-depth: 0
-
-  #   - name: Install packages to register model
-  #     run: |
-  #       pip install --upgrade pip
-  #       pip install -r modules/ml-pipeline/src/pipeline/requirements/version_control/requirements.txt
-
-  #   - name: Register Model
-  #     env:
-  #       TARGET_BRANCH: ${{ github.base_ref }}
-  #     run: |
-
-  #       REGISTER_MODEL_NAME=$(echo ${{ github.event.pull_request.head.ref }} | awk -F"-" '{print $1}')
-  #       # REGISTER_MODEL_NAME=$(echo ${{github.ref_name}} | awk -F"-" '{print $1}')
-
-  #       git config user.name "Github-Bot"
-  #       git config user.email "Github-Bot@no-reply.com"
-
-  #       latest_dev_version=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk '{print $NF}' | awk '/dev/' | awk 'END {print}')
-  #       if [ -z "${latest_dev_version}" ]; then
-  #         increment_version="1"
-  #       else
-  #         increment_version=$(echo ${latest_dev_version} | awk '{print $NF}' | awk -F"#" '{print $3}' | awk '{$1++; print}')
-  #       fi
-
-  #       new_tag=${REGISTER_MODEL_NAME}#dev#${increment_version}
-  #       latest_version=$(gto show ${REGISTER_MODEL_NAME}@latest --ref | awk -F"@" '{print $2}')
-
-  #       echo ${new_tag}
-
-  #       commit_hash=$(gto history ${REGISTER_MODEL_NAME} --asc --plain | awk "/${latest_version}/" | awk '{print $(NF-1)}')
-  #       git checkout ${commit_hash}
-
-  #       # git pull #Get new model registry md file changes
-  #       git tag -a ${new_tag} -m "Assigning stage dev to artifact ${REGISTER_MODEL_NAME} version ${latest_version}"
-  #       git push origin ${new_tag}
-
-  #       git checkout ${TARGET_BRANCH}
-  #       git fetch --all
-  #       git pull
-
-  #       gto show --json > MODEL_REGISTRY.md
-  #       git add .
-  #       git commit -m "Update Registry"
-  #       git push origin ${TARGET_BRANCH}