From 0648efd08024264da94d9812754482179bb1a0c6 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 17:39:40 +0200
Subject: [PATCH 01/26] Enable PyCafe dashboards in CI

---
 .github/workflows/pycafe-dashboards-in-CI.yml |  48 ++++++
 tools/pycafe/create_pycafe_links.py           | 139 ++++++++++++++++++
 vizro-core/examples/scratch_dev/app.py        |   2 +-
 .../examples/scratch_dev/charts/__init__.py   |   1 -
 .../examples/scratch_dev/charts/charts.py     |  54 -------
 vizro-core/hatch.toml                         |   3 +-
 vizro-core/src/vizro/models/_dashboard.py     |   2 +-
 7 files changed, 191 insertions(+), 58 deletions(-)
 create mode 100644 .github/workflows/pycafe-dashboards-in-CI.yml
 create mode 100644 tools/pycafe/create_pycafe_links.py
 delete mode 100644 vizro-core/examples/scratch_dev/charts/__init__.py
 delete mode 100644 vizro-core/examples/scratch_dev/charts/charts.py

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
new file mode 100644
index 000000000..3a076d6cd
--- /dev/null
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -0,0 +1,48 @@
+name: PyCafe Dashboards in CI
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches:
+      - main
+
+env:
+  PYTHON_VERSION: "3.12"
+
+jobs:
+  create-links:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r tools/tools_requirements.txt
+          pip install hatch
+      - name: "Build vizro core package"
+        run: |
+          cd vizro-core
+          hatch build
+      - name: "Upload Artifact"
+        uses: actions/upload-artifact@v4
+        with:
+          name: pip
+          path: vizro-core/dist/*.whl
+          retention-days: 14
+
+      - name: Run Github Tool
+        env:
+          GITHUB_TOKEN: ${{ github.token }}
+          RUN_ID: ${{ github.run_id }}
+          GITHUB_REPOSITORY: ${{ github.repository }}
+          PR_NUMBER: ${{ github.event.number }}
+          GITHUB_OWNER: mckinsey
+
+        run: |
+          cd vizro-core
+          hatch run python ../tools/pycafe/create_pycafe_links.py examples/scratch_dev/ examples/dev/ examples/visual-vocabulary/
diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
new file mode 100644
index 000000000..1619aeb46
--- /dev/null
+++ b/tools/pycafe/create_pycafe_links.py
@@ -0,0 +1,139 @@
+"""Generate PyCafe links for the example dashboards and post them as a comment on the pull request and as status."""
+
+import base64
+import datetime
+import gzip
+import json
+import os
+import subprocess
+import sys
+import textwrap
+from pathlib import Path
+from typing import Optional
+from urllib.parse import quote, urlencode
+
+from github import Auth, Github
+
+GITHUB_TOKEN = str(os.getenv("GITHUB_TOKEN"))
+REPO_NAME = str(os.getenv("GITHUB_REPOSITORY"))
+PR_NUMBER = int(os.getenv("PR_NUMBER"))
+
+
+RUN_ID = str(os.getenv("RUN_ID"))
+PACKAGE_VERSION = subprocess.check_output(["hatch", "version"]).decode("utf-8").strip()
+PYCAFE_URL = "https://py.cafe"
+
+# Access
+auth = Auth.Token(GITHUB_TOKEN)
+g = Github(auth=auth)
+
+# Get PR and commits
+repo = g.get_repo(REPO_NAME)
+pr = repo.get_pull(PR_NUMBER)
+commit_sha = pr.head.sha
+commit = repo.get_commit(commit_sha)
+
+
+def generate_link(directory: str, extra_requirements: Optional[list[str]] = None):
+    base_url = f"https://raw.githubusercontent.com/mckinsey/vizro/{commit_sha}/vizro-core/{directory}"
+
+    # Requirements
+    if extra_requirements:
+        extra_requirements_concat: str = "\n".join(extra_requirements)
+    else:
+        extra_requirements_concat = ""
+    requirements = (
+        f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/vizro-{PACKAGE_VERSION}-py3-none-any.whl\n"""
+        + extra_requirements_concat
+    )
+    print(f"Requirements: {requirements}")
+
+    # App file
+    app_file_path = os.path.join(directory, "app.py")
+    app_content = Path(app_file_path).read_text()
+    app_content_split = app_content.split('if __name__ == "__main__":')
+    app_content = app_content_split[0] + textwrap.dedent(app_content_split[1])
+
+    # JSON object
+    json_object = {
+        "code": str(app_content),
+        "requirements": requirements,
+        "files": [],
+    }
+    for root, _, files in os.walk("./" + directory):
+        for file in files:
+            # print(root, file)
+            if "app.py" in file:
+                continue
+            file_path = os.path.join(root, file)
+            relative_path = os.path.relpath(file_path, directory)
+            file_url = f"{base_url}{relative_path.replace(os.sep, '/')}"
+            json_object["files"].append({"name": relative_path, "url": file_url})
+
+    # Final JSON object logging
+    print(f"Final JSON object: {json.dumps(json_object, indent=2)}")
+
+    json_text = json.dumps(json_object)
+    compressed_json_text = gzip.compress(json_text.encode("utf8"))
+    base64_text = base64.b64encode(compressed_json_text).decode("utf8")
+    query = urlencode({"c": base64_text}, quote_via=quote)
+    return f"{PYCAFE_URL}/snippet/vizro/v1?{query}"
+
+
+def post_comment(urls: list[tuple[str, str]]):
+    """Post a comment on the pull request with the links to the PyCafe dashboards."""
+    # Inspired by https://github.com/snehilvj/dash-mantine-components
+
+    # Find existing comments by the bot
+    comments = pr.get_issue_comments()
+    bot_comment = None
+    for comment in comments:
+        if comment.body.startswith("View the dashboard live on PyCafe:"):
+            bot_comment = comment
+            break
+
+    # Get current UTC datetime
+    current_utc_time = datetime.datetime.utcnow().strftime("%Y-%m-%d %H:%M:%S UTC")
+
+    # Define the comment body with datetime
+    dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls)
+
+    comment_body = f"""View the example dashboards of the current commit live on PyCafe:\n
+Updated on: {current_utc_time}
+Commit: {commit_sha}
+
+{dashboards}
+"""
+
+    # Update the existing comment or create a new one
+    if bot_comment:
+        bot_comment.edit(comment_body)
+        print("Comment updated on the pull request.")
+    else:
+        pr.create_issue_comment(comment_body)
+        print("Comment added to the pull request.")
+
+
+if __name__ == "__main__":
+    urls = []
+
+    # Generate links for each directory and create status
+    for directory in sys.argv[1:]:
+        if directory == "examples/dev/":
+            url = generate_link(directory=directory, extra_requirements=["openpyxl"])
+        else:
+            url = generate_link(directory=directory)
+        urls.append((url, directory))
+
+        # Define the deployment status
+        state = "success"  # Options: 'error', 'failure', 'pending', 'success'
+        description = "Test out the app live on PyCafe"
+        context = f"PyCafe Example ({directory})"
+
+        # Create the status on the commit
+        commit.create_status(state=state, target_url=url, description=description, context=context)
+
+    # Post the comment with the links
+    post_comment(urls)
+
+    print("All done!")
diff --git a/vizro-core/examples/scratch_dev/app.py b/vizro-core/examples/scratch_dev/app.py
index cafe6d7bb..e11904907 100644
--- a/vizro-core/examples/scratch_dev/app.py
+++ b/vizro-core/examples/scratch_dev/app.py
@@ -28,7 +28,7 @@
 
 
 page = vm.Page(
-    title="Diverging bar",
+    title="Test I",
     components=[
         vm.Graph(
             figure=px.bar(
diff --git a/vizro-core/examples/scratch_dev/charts/__init__.py b/vizro-core/examples/scratch_dev/charts/__init__.py
deleted file mode 100644
index 6d7efd871..000000000
--- a/vizro-core/examples/scratch_dev/charts/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from .charts import my_custom_aggrid, page2
diff --git a/vizro-core/examples/scratch_dev/charts/charts.py b/vizro-core/examples/scratch_dev/charts/charts.py
deleted file mode 100644
index 58677b1c0..000000000
--- a/vizro-core/examples/scratch_dev/charts/charts.py
+++ /dev/null
@@ -1,54 +0,0 @@
-"""File to simulate imports from other modules."""
-
-import vizro.models as vm
-import vizro.plotly.express as px
-from dash_ag_grid import AgGrid
-from vizro.actions import export_data
-from vizro.models.types import capture
-from vizro.tables import dash_ag_grid
-
-df = px.data.iris()
-
-
-@capture("ag_grid")
-def my_custom_aggrid(chosen_columns, data_frame=None):
-    """Custom ag_grid."""
-    defaults = {
-        "className": "ag-theme-quartz-dark ag-theme-vizro",
-        "defaultColDef": {
-            "resizable": True,
-            "sortable": True,
-            "filter": True,
-            "filterParams": {
-                "buttons": ["apply", "reset"],
-                "closeOnApply": True,
-            },
-            "flex": 1,
-            "minWidth": 70,
-        },
-        "style": {"height": "100%"},
-    }
-    return AgGrid(
-        columnDefs=[{"field": col} for col in chosen_columns], rowData=data_frame.to_dict("records"), **defaults
-    )
-
-
-page2 = vm.Page(
-    title="Page2",
-    components=[
-        vm.Graph(id="hist_chart2", figure=px.histogram(df, x="sepal_width", color="species")),
-        vm.AgGrid(figure=my_custom_aggrid(data_frame="iris", chosen_columns=["sepal_width", "sepal_length"])),
-        vm.AgGrid(figure=dash_ag_grid(data_frame="iris")),
-        vm.Button(
-            text="Export data",
-            actions=[
-                vm.Action(function=export_data()),
-                vm.Action(
-                    function=export_data(
-                        file_format="xlsx",
-                    )
-                ),
-            ],
-        ),
-    ],
-)
diff --git a/vizro-core/hatch.toml b/vizro-core/hatch.toml
index 3e64f4fe9..7c002d2f0 100644
--- a/vizro-core/hatch.toml
+++ b/vizro-core/hatch.toml
@@ -29,7 +29,8 @@ dependencies = [
   "pyyaml",
   "openpyxl",
   "jupyter",
-  "pre-commit"
+  "pre-commit",
+  "PyGithub"
 ]
 installer = "uv"
 
diff --git a/vizro-core/src/vizro/models/_dashboard.py b/vizro-core/src/vizro/models/_dashboard.py
index 477dfca3d..6ab4559b1 100644
--- a/vizro-core/src/vizro/models/_dashboard.py
+++ b/vizro-core/src/vizro/models/_dashboard.py
@@ -22,6 +22,7 @@
     html,
 )
 
+import vizro
 from vizro._themes._templates.template_dashboard_overrides import dashboard_overrides
 
 try:
@@ -31,7 +32,6 @@
 
 from dash.development.base_component import Component
 
-import vizro
 from vizro._constants import MODULE_PAGE_404, VIZRO_ASSETS_PATH
 from vizro.actions._action_loop._action_loop import ActionLoop
 from vizro.models import Navigation, VizroBaseModel

From 67aacf972dd979415e56e4d44b5efbce52c68182 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 17:47:46 +0200
Subject: [PATCH 02/26] Changelog

---
 tools/pycafe/create_pycafe_links.py           |  1 +
 ...7_174654_maximilian_schulz_pycafe_in_ci.md | 48 +++++++++++++++++++
 2 files changed, 49 insertions(+)
 create mode 100644 vizro-core/changelog.d/20241017_174654_maximilian_schulz_pycafe_in_ci.md

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 1619aeb46..079697682 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -119,6 +119,7 @@ def post_comment(urls: list[tuple[str, str]]):
 
     # Generate links for each directory and create status
     for directory in sys.argv[1:]:
+        # Add any extra requirements for specific dev examples
         if directory == "examples/dev/":
             url = generate_link(directory=directory, extra_requirements=["openpyxl"])
         else:
diff --git a/vizro-core/changelog.d/20241017_174654_maximilian_schulz_pycafe_in_ci.md b/vizro-core/changelog.d/20241017_174654_maximilian_schulz_pycafe_in_ci.md
new file mode 100644
index 000000000..7c0d58d4f
--- /dev/null
+++ b/vizro-core/changelog.d/20241017_174654_maximilian_schulz_pycafe_in_ci.md
@@ -0,0 +1,48 @@
+<!--
+A new scriv changelog fragment.
+
+Uncomment the section that is right (remove the HTML comment wrapper).
+-->
+
+<!--
+### Highlights ✨
+
+- A bullet item for the Highlights ✨ category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Removed
+
+- A bullet item for the Removed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Added
+
+- A bullet item for the Added category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Changed
+
+- A bullet item for the Changed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Deprecated
+
+- A bullet item for the Deprecated category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Fixed
+
+- A bullet item for the Fixed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Security
+
+- A bullet item for the Security category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX. ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->

From 68ff719a0d679d6f114380684cc893dd970c65c1 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 17:51:38 +0200
Subject: [PATCH 03/26] Small fixes

---
 tools/pycafe/create_pycafe_links.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 079697682..cccf939ce 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -88,12 +88,12 @@ def post_comment(urls: list[tuple[str, str]]):
     comments = pr.get_issue_comments()
     bot_comment = None
     for comment in comments:
-        if comment.body.startswith("View the dashboard live on PyCafe:"):
+        if comment.body.startswith("View the dashboards live on PyCafe:"):
             bot_comment = comment
             break
 
     # Get current UTC datetime
-    current_utc_time = datetime.datetime.utcnow().strftime("%Y-%m-%d %H:%M:%S UTC")
+    current_utc_time = datetime.datetime.now(datetime.UTC).strftime("%Y-%m-%d %H:%M:%S UTC")
 
     # Define the comment body with datetime
     dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls)

From 74c766d566b0299c1762bbea8adc47f2bae7bd89 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 17:54:44 +0200
Subject: [PATCH 04/26] Further small improvements

---
 tools/pycafe/create_pycafe_links.py | 8 +-------
 1 file changed, 1 insertion(+), 7 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index cccf939ce..787a9088b 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -46,7 +46,6 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/vizro-{PACKAGE_VERSION}-py3-none-any.whl\n"""
         + extra_requirements_concat
     )
-    print(f"Requirements: {requirements}")
 
     # App file
     app_file_path = os.path.join(directory, "app.py")
@@ -62,7 +61,6 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     }
     for root, _, files in os.walk("./" + directory):
         for file in files:
-            # print(root, file)
             if "app.py" in file:
                 continue
             file_path = os.path.join(root, file)
@@ -70,9 +68,6 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
             file_url = f"{base_url}{relative_path.replace(os.sep, '/')}"
             json_object["files"].append({"name": relative_path, "url": file_url})
 
-    # Final JSON object logging
-    print(f"Final JSON object: {json.dumps(json_object, indent=2)}")
-
     json_text = json.dumps(json_object)
     compressed_json_text = gzip.compress(json_text.encode("utf8"))
     base64_text = base64.b64encode(compressed_json_text).decode("utf8")
@@ -133,8 +128,7 @@ def post_comment(urls: list[tuple[str, str]]):
 
         # Create the status on the commit
         commit.create_status(state=state, target_url=url, description=description, context=context)
+        print(f"Status created for {context} with URL: {url}")
 
     # Post the comment with the links
     post_comment(urls)
-
-    print("All done!")

From eef298040a9d345699350af1e0b97e5f6e4cac12 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 17:56:33 +0200
Subject: [PATCH 05/26] Make workflow a little nicer

---
 .github/workflows/pycafe-dashboards-in-CI.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index 3a076d6cd..5fc5cbccf 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -24,18 +24,18 @@ jobs:
           python -m pip install --upgrade pip
           pip install -r tools/tools_requirements.txt
           pip install hatch
-      - name: "Build vizro core package"
+      - name: "Build vizro-core package"
         run: |
           cd vizro-core
           hatch build
-      - name: "Upload Artifact"
+      - name: "Upload artifact"
         uses: actions/upload-artifact@v4
         with:
           name: pip
           path: vizro-core/dist/*.whl
           retention-days: 14
 
-      - name: Run Github Tool
+      - name: "Create PyCafe links"
         env:
           GITHUB_TOKEN: ${{ github.token }}
           RUN_ID: ${{ github.run_id }}

From a5977ad665f91d4e39bbb7a25c903bccb406d4cc Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 17:59:05 +0200
Subject: [PATCH 06/26] Fix update vs comment check

---
 tools/pycafe/create_pycafe_links.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 787a9088b..4471aef03 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -83,7 +83,7 @@ def post_comment(urls: list[tuple[str, str]]):
     comments = pr.get_issue_comments()
     bot_comment = None
     for comment in comments:
-        if comment.body.startswith("View the dashboards live on PyCafe:"):
+        if comment.body.startswith("View the example dashboards of the current commit live"):
             bot_comment = comment
             break
 

From 61d3da831b6e25752c1a4804d4d736fe6bab7fcc Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 17 Oct 2024 18:04:36 +0200
Subject: [PATCH 07/26] Linting

---
 tools/pycafe/create_pycafe_links.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 4471aef03..a2176a913 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -35,6 +35,7 @@
 
 
 def generate_link(directory: str, extra_requirements: Optional[list[str]] = None):
+    """Generate a PyCafe link for the example dashboards."""
     base_url = f"https://raw.githubusercontent.com/mckinsey/vizro/{commit_sha}/vizro-core/{directory}"
 
     # Requirements
@@ -103,10 +104,10 @@ def post_comment(urls: list[tuple[str, str]]):
     # Update the existing comment or create a new one
     if bot_comment:
         bot_comment.edit(comment_body)
-        print("Comment updated on the pull request.")
+        print("Comment updated on the pull request.")  # noqa
     else:
         pr.create_issue_comment(comment_body)
-        print("Comment added to the pull request.")
+        print("Comment added to the pull request.")  # noqa
 
 
 if __name__ == "__main__":
@@ -128,7 +129,7 @@ def post_comment(urls: list[tuple[str, str]]):
 
         # Create the status on the commit
         commit.create_status(state=state, target_url=url, description=description, context=context)
-        print(f"Status created for {context} with URL: {url}")
+        print(f"Status created for {context} with URL: {url}")  # noqa
 
     # Post the comment with the links
     post_comment(urls)

From 4574abcf2b5ee988e5338c7031b3018741678ca0 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Fri, 18 Oct 2024 09:01:19 +0200
Subject: [PATCH 08/26] Some further small refactorings

---
 .github/workflows/pycafe-dashboards-in-CI.yml |  1 -
 tools/pycafe/create_pycafe_links.py           | 10 +++-------
 2 files changed, 3 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index 5fc5cbccf..b9ff8c364 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -41,7 +41,6 @@ jobs:
           RUN_ID: ${{ github.run_id }}
           GITHUB_REPOSITORY: ${{ github.repository }}
           PR_NUMBER: ${{ github.event.number }}
-          GITHUB_OWNER: mckinsey
 
         run: |
           cd vizro-core
diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index a2176a913..78d4e2884 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -17,8 +17,6 @@
 GITHUB_TOKEN = str(os.getenv("GITHUB_TOKEN"))
 REPO_NAME = str(os.getenv("GITHUB_REPOSITORY"))
 PR_NUMBER = int(os.getenv("PR_NUMBER"))
-
-
 RUN_ID = str(os.getenv("RUN_ID"))
 PACKAGE_VERSION = subprocess.check_output(["hatch", "version"]).decode("utf-8").strip()
 PYCAFE_URL = "https://py.cafe"
@@ -39,10 +37,7 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     base_url = f"https://raw.githubusercontent.com/mckinsey/vizro/{commit_sha}/vizro-core/{directory}"
 
     # Requirements
-    if extra_requirements:
-        extra_requirements_concat: str = "\n".join(extra_requirements)
-    else:
-        extra_requirements_concat = ""
+    extra_requirements_concat = "\n".join(extra_requirements) if extra_requirements else ""
     requirements = (
         f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/vizro-{PACKAGE_VERSION}-py3-none-any.whl\n"""
         + extra_requirements_concat
@@ -52,7 +47,8 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     app_file_path = os.path.join(directory, "app.py")
     app_content = Path(app_file_path).read_text()
     app_content_split = app_content.split('if __name__ == "__main__":')
-    app_content = app_content_split[0] + textwrap.dedent(app_content_split[1])
+    if len(app_content_split) > 1:
+        app_content = app_content_split[0] + textwrap.dedent(app_content_split[1])
 
     # JSON object
     json_object = {

From 18c28b6253e8bd63edb0eea857f1ac2a39c32705 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Wed, 23 Oct 2024 13:19:29 +0200
Subject: [PATCH 09/26] PR comments

---
 .github/workflows/pycafe-dashboards-in-CI.yml | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index b9ff8c364..465b12302 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -1,4 +1,4 @@
-name: PyCafe Dashboards in CI
+name: PyCafe Dashboards
 
 on:
   push:
@@ -6,6 +6,8 @@ on:
   pull_request:
     branches:
       - main
+    paths:  
+      - "vizro-core/**"
 
 env:
   PYTHON_VERSION: "3.12"
@@ -19,23 +21,20 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: ${{ env.PYTHON_VERSION }}
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install -r tools/tools_requirements.txt
-          pip install hatch
-      - name: "Build vizro-core package"
+      - name: Install Hatch
+        run: pip install hatch
+      - name: Build vizro-core package
         run: |
           cd vizro-core
-          hatch build
-      - name: "Upload artifact"
+          hatch build -t wheel
+      - name: Upload artifact
         uses: actions/upload-artifact@v4
         with:
           name: pip
           path: vizro-core/dist/*.whl
           retention-days: 14
 
-      - name: "Create PyCafe links"
+      - name: Create PyCafe links
         env:
           GITHUB_TOKEN: ${{ github.token }}
           RUN_ID: ${{ github.run_id }}

From 33150e686fb875037444f44f24d78fd17c28f289 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 23 Oct 2024 11:19:51 +0000
Subject: [PATCH 10/26] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 .github/workflows/pycafe-dashboards-in-CI.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index 465b12302..510a5b3c4 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -6,7 +6,7 @@ on:
   pull_request:
     branches:
       - main
-    paths:  
+    paths:
       - "vizro-core/**"
 
 env:

From a6b75ed5ea64f7357e4ed348eeafdf9d86d5fede Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Wed, 23 Oct 2024 13:40:57 +0200
Subject: [PATCH 11/26] Further PR comments

---
 tools/pycafe/create_pycafe_links.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 78d4e2884..69ad37c9f 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -44,15 +44,14 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     )
 
     # App file
-    app_file_path = os.path.join(directory, "app.py")
-    app_content = Path(app_file_path).read_text()
+    app_content = Path(directory, "app.py").read_text()
     app_content_split = app_content.split('if __name__ == "__main__":')
     if len(app_content_split) > 1:
         app_content = app_content_split[0] + textwrap.dedent(app_content_split[1])
 
     # JSON object
     json_object = {
-        "code": str(app_content),
+        "code": app_content,
         "requirements": requirements,
         "files": [],
     }
@@ -80,7 +79,7 @@ def post_comment(urls: list[tuple[str, str]]):
     comments = pr.get_issue_comments()
     bot_comment = None
     for comment in comments:
-        if comment.body.startswith("View the example dashboards of the current commit live"):
+        if comment.body.startswith("## View the example dashboards of the current commit live"):
             bot_comment = comment
             break
 
@@ -90,7 +89,7 @@ def post_comment(urls: list[tuple[str, str]]):
     # Define the comment body with datetime
     dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls)
 
-    comment_body = f"""View the example dashboards of the current commit live on PyCafe:\n
+    comment_body = f"""## View the example dashboards of the current commit live on PyCafe :coffee: :rocket:\n
 Updated on: {current_utc_time}
 Commit: {commit_sha}
 

From 19f65151b41dc54091940e7209378a33acb20ba0 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Wed, 23 Oct 2024 13:54:49 +0200
Subject: [PATCH 12/26] Better template

---
 tools/pycafe/create_pycafe_links.py | 22 +++++++++++++---------
 1 file changed, 13 insertions(+), 9 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 69ad37c9f..9e204ebad 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -21,6 +21,13 @@
 PACKAGE_VERSION = subprocess.check_output(["hatch", "version"]).decode("utf-8").strip()
 PYCAFE_URL = "https://py.cafe"
 
+BOT_COMMENT_TEMPLATE = """## View the example dashboards of the current commit live on PyCafe :coffee: :rocket:\n
+Updated on: {current_utc_time}
+Commit: {commit_sha}
+
+{dashboards}
+"""
+
 # Access
 auth = Auth.Token(GITHUB_TOKEN)
 g = Github(auth=auth)
@@ -89,19 +96,16 @@ def post_comment(urls: list[tuple[str, str]]):
     # Define the comment body with datetime
     dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls)
 
-    comment_body = f"""## View the example dashboards of the current commit live on PyCafe :coffee: :rocket:\n
-Updated on: {current_utc_time}
-Commit: {commit_sha}
-
-{dashboards}
-"""
-
     # Update the existing comment or create a new one
     if bot_comment:
-        bot_comment.edit(comment_body)
+        bot_comment.edit(
+            BOT_COMMENT_TEMPLATE.format(current_utc_time=current_utc_time, commit_sha=commit_sha, dashboards=dashboards)
+        )
         print("Comment updated on the pull request.")  # noqa
     else:
-        pr.create_issue_comment(comment_body)
+        pr.create_issue_comment(
+            BOT_COMMENT_TEMPLATE.format(current_utc_time=current_utc_time, commit_sha=commit_sha, dashboards=dashboards)
+        )
         print("Comment added to the pull request.")  # noqa
 
 

From d3d1480415f82a043b1cee62a087f752dadffdd0 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 11:50:57 +0200
Subject: [PATCH 13/26] default working directory

---
 .github/workflows/pycafe-dashboards-in-CI.yml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index 510a5b3c4..1c0174ffc 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -9,6 +9,10 @@ on:
     paths:
       - "vizro-core/**"
 
+defaults:
+  run:
+    working-directory: vizro-core
+
 env:
   PYTHON_VERSION: "3.12"
 
@@ -25,7 +29,6 @@ jobs:
         run: pip install hatch
       - name: Build vizro-core package
         run: |
-          cd vizro-core
           hatch build -t wheel
       - name: Upload artifact
         uses: actions/upload-artifact@v4
@@ -42,5 +45,4 @@ jobs:
           PR_NUMBER: ${{ github.event.number }}
 
         run: |
-          cd vizro-core
           hatch run python ../tools/pycafe/create_pycafe_links.py examples/scratch_dev/ examples/dev/ examples/visual-vocabulary/

From 88cdc7cdf1f8a9e6b985a4d4055ba699d1c3de5e Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 13:35:05 +0200
Subject: [PATCH 14/26] Refactor script without sys arguments

---
 .github/workflows/pycafe-dashboards-in-CI.yml |  2 +-
 tools/pycafe/create_pycafe_links.py           | 26 +++++++++----------
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index 1c0174ffc..ba32ead3a 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -45,4 +45,4 @@ jobs:
           PR_NUMBER: ${{ github.event.number }}
 
         run: |
-          hatch run python ../tools/pycafe/create_pycafe_links.py examples/scratch_dev/ examples/dev/ examples/visual-vocabulary/
+          hatch run python ../tools/pycafe/create_pycafe_links.py
diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 9e204ebad..b8fe93987 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -6,7 +6,6 @@
 import json
 import os
 import subprocess
-import sys
 import textwrap
 from pathlib import Path
 from typing import Optional
@@ -78,7 +77,7 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     return f"{PYCAFE_URL}/snippet/vizro/v1?{query}"
 
 
-def post_comment(urls: list[tuple[str, str]]):
+def post_comment(urls: dict[str, str]):
     """Post a comment on the pull request with the links to the PyCafe dashboards."""
     # Inspired by https://github.com/snehilvj/dash-mantine-components
 
@@ -94,7 +93,7 @@ def post_comment(urls: list[tuple[str, str]]):
     current_utc_time = datetime.datetime.now(datetime.UTC).strftime("%Y-%m-%d %H:%M:%S UTC")
 
     # Define the comment body with datetime
-    dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls)
+    dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls.items())
 
     # Update the existing comment or create a new one
     if bot_comment:
@@ -110,17 +109,18 @@ def post_comment(urls: list[tuple[str, str]]):
 
 
 if __name__ == "__main__":
-    urls = []
-
-    # Generate links for each directory and create status
-    for directory in sys.argv[1:]:
-        # Add any extra requirements for specific dev examples
-        if directory == "examples/dev/":
-            url = generate_link(directory=directory, extra_requirements=["openpyxl"])
-        else:
-            url = generate_link(directory=directory)
-        urls.append((url, directory))
+    directories_with_requirements = {
+        "examples/dev/": ["openpyxl"],
+        "examples/scratch_dev": None,
+        "examples/visual-vocabulary/": None,
+    }
+    urls = {
+        directory: generate_link(directory, extra_requirements)
+        for directory, extra_requirements in directories_with_requirements.items()
+    }
 
+    # Create status
+    for directory, url in urls.items():
         # Define the deployment status
         state = "success"  # Options: 'error', 'failure', 'pending', 'success'
         description = "Test out the app live on PyCafe"

From 4de8e77a5565ef5fa25c8f2c658224fa2eedb407 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 13:49:59 +0200
Subject: [PATCH 15/26] Correct order url and directory

---
 tools/pycafe/create_pycafe_links.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index b8fe93987..18f9396a7 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -93,7 +93,7 @@ def post_comment(urls: dict[str, str]):
     current_utc_time = datetime.datetime.now(datetime.UTC).strftime("%Y-%m-%d %H:%M:%S UTC")
 
     # Define the comment body with datetime
-    dashboards = "\n\n".join(f"Link: [{directory}]({url})" for url, directory in urls.items())
+    dashboards = "\n\n".join(f"Link: [{directory}]({url})" for directory, url in urls.items())
 
     # Update the existing comment or create a new one
     if bot_comment:

From 437e21beb6eae6791f373b34150d82062d752c68 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:08:25 +0200
Subject: [PATCH 16/26] Further PR comments

---
 tools/pycafe/create_pycafe_links.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 18f9396a7..55d537ab3 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -5,7 +5,6 @@
 import gzip
 import json
 import os
-import subprocess
 import textwrap
 from pathlib import Path
 from typing import Optional
@@ -17,8 +16,9 @@
 REPO_NAME = str(os.getenv("GITHUB_REPOSITORY"))
 PR_NUMBER = int(os.getenv("PR_NUMBER"))
 RUN_ID = str(os.getenv("RUN_ID"))
-PACKAGE_VERSION = subprocess.check_output(["hatch", "version"]).decode("utf-8").strip()
+WHL_FILE = next(Path("dist").glob("*.whl")).stem
 PYCAFE_URL = "https://py.cafe"
+VIZRO_RAW_URL = "https://raw.githubusercontent.com/mckinsey/vizro"
 
 BOT_COMMENT_TEMPLATE = """## View the example dashboards of the current commit live on PyCafe :coffee: :rocket:\n
 Updated on: {current_utc_time}
@@ -40,12 +40,12 @@
 
 def generate_link(directory: str, extra_requirements: Optional[list[str]] = None):
     """Generate a PyCafe link for the example dashboards."""
-    base_url = f"https://raw.githubusercontent.com/mckinsey/vizro/{commit_sha}/vizro-core/{directory}"
+    base_url = f"{VIZRO_RAW_URL}/{commit_sha}/vizro-core/{directory}"
 
     # Requirements
     extra_requirements_concat = "\n".join(extra_requirements) if extra_requirements else ""
     requirements = (
-        f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/vizro-{PACKAGE_VERSION}-py3-none-any.whl\n"""
+        f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/{WHL_FILE}\n"""
         + extra_requirements_concat
     )
 

From e7f763f1746f1134fd8bf5685dcded0dfce1c6da Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:13:28 +0200
Subject: [PATCH 17/26] Print out for debugging

---
 tools/pycafe/create_pycafe_links.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 55d537ab3..233abe9b7 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -48,6 +48,8 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/{WHL_FILE}\n"""
         + extra_requirements_concat
     )
+    print(WHL_FILE)
+    print(requirements)
 
     # App file
     app_content = Path(directory, "app.py").read_text()

From f247c1320b200f4b98700393a3033e032753bf5d Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:16:42 +0200
Subject: [PATCH 18/26] Include file ending

---
 tools/pycafe/create_pycafe_links.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 233abe9b7..1cd63c621 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -16,7 +16,7 @@
 REPO_NAME = str(os.getenv("GITHUB_REPOSITORY"))
 PR_NUMBER = int(os.getenv("PR_NUMBER"))
 RUN_ID = str(os.getenv("RUN_ID"))
-WHL_FILE = next(Path("dist").glob("*.whl")).stem
+WHL_FILE = next(Path("dist").glob("*.whl")).name
 PYCAFE_URL = "https://py.cafe"
 VIZRO_RAW_URL = "https://raw.githubusercontent.com/mckinsey/vizro"
 
@@ -48,8 +48,6 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/{WHL_FILE}\n"""
         + extra_requirements_concat
     )
-    print(WHL_FILE)
-    print(requirements)
 
     # App file
     app_content = Path(directory, "app.py").read_text()

From bb69b56a654acf24bb2344d56626e124f5f10e0b Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:25:58 +0200
Subject: [PATCH 19/26] Switch to pathlib

---
 tools/pycafe/create_pycafe_links.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 1cd63c621..1a8fe9771 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -61,14 +61,14 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         "requirements": requirements,
         "files": [],
     }
-    for root, _, files in os.walk("./" + directory):
-        for file in files:
-            if "app.py" in file:
-                continue
-            file_path = os.path.join(root, file)
-            relative_path = os.path.relpath(file_path, directory)
-            file_url = f"{base_url}{relative_path.replace(os.sep, '/')}"
-            json_object["files"].append({"name": relative_path, "url": file_url})
+    
+    for file_path in Path(directory).rglob('*'):
+        print(file_path)
+        if file_path.name == "app.py":
+            continue
+        relative_path = file_path.relative_to(directory)
+        file_url = f"{base_url}/{relative_path.as_posix()}"
+        json_object["files"].append({"name": str(relative_path), "url": file_url})
 
     json_text = json.dumps(json_object)
     compressed_json_text = gzip.compress(json_text.encode("utf8"))

From 4fc9097ef1138bef2574a836a037407611f50b4f Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 24 Oct 2024 12:26:36 +0000
Subject: [PATCH 20/26] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 tools/pycafe/create_pycafe_links.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 1a8fe9771..bc5f86de9 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -61,8 +61,8 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         "requirements": requirements,
         "files": [],
     }
-    
-    for file_path in Path(directory).rglob('*'):
+
+    for file_path in Path(directory).rglob("*"):
         print(file_path)
         if file_path.name == "app.py":
             continue

From 54f325a3df5d19c77fe57823af26d6732d722f80 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:30:12 +0200
Subject: [PATCH 21/26] debugging

---
 tools/pycafe/create_pycafe_links.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index bc5f86de9..1860ac299 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -69,7 +69,9 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         relative_path = file_path.relative_to(directory)
         file_url = f"{base_url}/{relative_path.as_posix()}"
         json_object["files"].append({"name": str(relative_path), "url": file_url})
-
+        print("---------------------")
+    print(json_object)
+    print("=====================")
     json_text = json.dumps(json_object)
     compressed_json_text = gzip.compress(json_text.encode("utf8"))
     base64_text = base64.b64encode(compressed_json_text).decode("utf8")

From 28a1eaffecdc61f5e3879a85bf8ace8825ff5e13 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:36:49 +0200
Subject: [PATCH 22/26] Skip directories

---
 tools/pycafe/create_pycafe_links.py | 17 +++++++----------
 1 file changed, 7 insertions(+), 10 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 1860ac299..5b37e26b5 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -63,20 +63,17 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     }
 
     for file_path in Path(directory).rglob("*"):
-        print(file_path)
-        if file_path.name == "app.py":
+        if file_path.is_dir() or file_path.name == "app.py":
             continue
         relative_path = file_path.relative_to(directory)
         file_url = f"{base_url}/{relative_path.as_posix()}"
         json_object["files"].append({"name": str(relative_path), "url": file_url})
-        print("---------------------")
-    print(json_object)
-    print("=====================")
-    json_text = json.dumps(json_object)
-    compressed_json_text = gzip.compress(json_text.encode("utf8"))
-    base64_text = base64.b64encode(compressed_json_text).decode("utf8")
-    query = urlencode({"c": base64_text}, quote_via=quote)
-    return f"{PYCAFE_URL}/snippet/vizro/v1?{query}"
+
+        json_text = json.dumps(json_object)
+        compressed_json_text = gzip.compress(json_text.encode("utf8"))
+        base64_text = base64.b64encode(compressed_json_text).decode("utf8")
+        query = urlencode({"c": base64_text}, quote_via=quote)
+        return f"{PYCAFE_URL}/snippet/vizro/v1?{query}"
 
 
 def post_comment(urls: dict[str, str]):

From dd9ede2e92973accd938fcec9e01c69c96b83899 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:41:21 +0200
Subject: [PATCH 23/26] wrong indent

---
 tools/pycafe/create_pycafe_links.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 5b37e26b5..79469a999 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -69,11 +69,11 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         file_url = f"{base_url}/{relative_path.as_posix()}"
         json_object["files"].append({"name": str(relative_path), "url": file_url})
 
-        json_text = json.dumps(json_object)
-        compressed_json_text = gzip.compress(json_text.encode("utf8"))
-        base64_text = base64.b64encode(compressed_json_text).decode("utf8")
-        query = urlencode({"c": base64_text}, quote_via=quote)
-        return f"{PYCAFE_URL}/snippet/vizro/v1?{query}"
+    json_text = json.dumps(json_object)
+    compressed_json_text = gzip.compress(json_text.encode("utf8"))
+    base64_text = base64.b64encode(compressed_json_text).decode("utf8")
+    query = urlencode({"c": base64_text}, quote_via=quote)
+    return f"{PYCAFE_URL}/snippet/vizro/v1?{query}"
 
 
 def post_comment(urls: dict[str, str]):

From 12fedf4a0ab66374fa2a2ad9a5a3c54b81eda283 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:45:12 +0200
Subject: [PATCH 24/26] Refactor to make more pythonic

---
 tools/pycafe/create_pycafe_links.py | 14 ++++++++------
 1 file changed, 8 insertions(+), 6 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 79469a999..e7919e396 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -62,12 +62,14 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
         "files": [],
     }
 
-    for file_path in Path(directory).rglob("*"):
-        if file_path.is_dir() or file_path.name == "app.py":
-            continue
-        relative_path = file_path.relative_to(directory)
-        file_url = f"{base_url}/{relative_path.as_posix()}"
-        json_object["files"].append({"name": str(relative_path), "url": file_url})
+    json_object["files"] = [
+        {
+            "name": str(file_path.relative_to(directory)),
+            "url": f"{base_url}/{file_path.relative_to(directory).as_posix()}",
+        }
+        for file_path in Path(directory).rglob("*")
+        if not file_path.is_dir() and file_path.relative_to(directory) != Path("app.py")
+    ]
 
     json_text = json.dumps(json_object)
     compressed_json_text = gzip.compress(json_text.encode("utf8"))

From b81bbdaaa1337610605503cbd4e7ea706dab9d82 Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:53:38 +0200
Subject: [PATCH 25/26] Improve extra requirements

---
 tools/pycafe/create_pycafe_links.py | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index e7919e396..351940021 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -43,10 +43,14 @@ def generate_link(directory: str, extra_requirements: Optional[list[str]] = None
     base_url = f"{VIZRO_RAW_URL}/{commit_sha}/vizro-core/{directory}"
 
     # Requirements
-    extra_requirements_concat = "\n".join(extra_requirements) if extra_requirements else ""
-    requirements = (
-        f"""{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/{WHL_FILE}\n"""
-        + extra_requirements_concat
+    requirements = "\n".join(
+        filter(
+            None,
+            [
+                f"{PYCAFE_URL}/gh/artifact/mckinsey/vizro/actions/runs/{RUN_ID}/pip/{WHL_FILE}",
+                *(extra_requirements or []),
+            ],
+        )
     )
 
     # App file

From 4ef09be85297be9180c88f76b68d2b01cccf873e Mon Sep 17 00:00:00 2001
From: Maximilian Schulz <maximilian_schulz@mckinsey.com>
Date: Thu, 24 Oct 2024 14:56:49 +0200
Subject: [PATCH 26/26] Change from env variables

---
 .github/workflows/pycafe-dashboards-in-CI.yml |  8 +-------
 tools/pycafe/create_pycafe_links.py           | 10 +++++-----
 2 files changed, 6 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/pycafe-dashboards-in-CI.yml b/.github/workflows/pycafe-dashboards-in-CI.yml
index ba32ead3a..a75660ba6 100644
--- a/.github/workflows/pycafe-dashboards-in-CI.yml
+++ b/.github/workflows/pycafe-dashboards-in-CI.yml
@@ -38,11 +38,5 @@ jobs:
           retention-days: 14
 
       - name: Create PyCafe links
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-          RUN_ID: ${{ github.run_id }}
-          GITHUB_REPOSITORY: ${{ github.repository }}
-          PR_NUMBER: ${{ github.event.number }}
-
         run: |
-          hatch run python ../tools/pycafe/create_pycafe_links.py
+          hatch run python ../tools/pycafe/create_pycafe_links.py ${{ github.token }} ${{ github.repository }} ${{ github.event.number }} ${{ github.run_id }}
diff --git a/tools/pycafe/create_pycafe_links.py b/tools/pycafe/create_pycafe_links.py
index 351940021..fc93bb8fc 100644
--- a/tools/pycafe/create_pycafe_links.py
+++ b/tools/pycafe/create_pycafe_links.py
@@ -4,7 +4,7 @@
 import datetime
 import gzip
 import json
-import os
+import sys
 import textwrap
 from pathlib import Path
 from typing import Optional
@@ -12,10 +12,10 @@
 
 from github import Auth, Github
 
-GITHUB_TOKEN = str(os.getenv("GITHUB_TOKEN"))
-REPO_NAME = str(os.getenv("GITHUB_REPOSITORY"))
-PR_NUMBER = int(os.getenv("PR_NUMBER"))
-RUN_ID = str(os.getenv("RUN_ID"))
+GITHUB_TOKEN = sys.argv[1]
+REPO_NAME = sys.argv[2]
+PR_NUMBER = int(sys.argv[3])
+RUN_ID = sys.argv[4]
 WHL_FILE = next(Path("dist").glob("*.whl")).name
 PYCAFE_URL = "https://py.cafe"
 VIZRO_RAW_URL = "https://raw.githubusercontent.com/mckinsey/vizro"