MAINT: update Jupyter-book to 1.0.3 and associated packages (#423)

* MAINT: update software stack to jupyter-book==1.0.3

* tmp: disable build cache

* Revert "tmp: disable build cache"

This reverts commit 78dfaaa.

* enable scheduled monthly run of the cache

.github/workflows/cache.yml

@@ -3,11 +3,14 @@ on:
   push:
     branches:
       - main
+  schedule:
+    # run cache monthly to prevent expiration
+    - cron:  '0 0 1 * *'
 jobs:
   cache:
     runs-on: quantecon-gpu
     container:
-      image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312
+      image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312-b
       options: --gpus all
     steps:
       - uses: actions/checkout@v4

.github/workflows/ci.yml

@@ -4,7 +4,7 @@ jobs:
   preview:
     runs-on: quantecon-gpu
     container:
-      image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312
+      image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312-b
       options: --gpus all
     steps:
       - uses: actions/checkout@v4

.github/workflows/publish.yml

@@ -8,7 +8,7 @@ jobs:
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     runs-on: quantecon-gpu
     container:
-      image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312
+      image: ghcr.io/quantecon/lecture-python-container:cuda-12.6.0-anaconda-2024-10-py312-b
       options: --gpus all
     steps:
       - name: Checkout

environment.yml

@@ -6,17 +6,16 @@ dependencies:
   - anaconda=2024.10
   - pip
   - pip:
-    - jupyter-book==0.15.1
-    - docutils==0.17.1
-    - quantecon-book-theme==0.7.2
-    - sphinx-reredirects==0.1.3
+    - jupyter-book==1.0.3
+    - quantecon-book-theme==0.7.6
     - sphinx-tojupyter==0.3.0
     - sphinxext-rediraffe==0.2.7
-    - sphinx-exercise==0.4.1
-    - ghp-import==2.1.0
-    - sphinxcontrib-youtube==1.2.0
+    - sphinx-reredirects==0.1.4
+    - sphinx-exercise==1.0.1
+    - sphinx-proof==0.2.0
+    - ghp-import==1.1.0
+    - sphinxcontrib-youtube==1.3.0 #Version 1.3.0 is required as quantecon-book-theme is only compatible with sphinx<=5
     - sphinx-togglebutton==0.3.2
-    - arviz==0.13.0
-    - kaleido
     # Docker Requirements
     - pytz
+