From 0ecfd274eb33acb04c93e01b61924d21a67919d5 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 15:06:40 +1000
Subject: [PATCH 01/16] PUBLISH to GitHub Container Registry

---
 .github/workflows/build-gha.yml | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)
 create mode 100644 .github/workflows/build-gha.yml

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
new file mode 100644
index 0000000..89c7c5c
--- /dev/null
+++ b/.github/workflows/build-gha.yml
@@ -0,0 +1,28 @@
+name: Build and Push Docker Containers to GitHub Container Registry
+
+on: [pull_request]
+
+env:
+  IMAGE_NAME: quantecon-lecture-python
+  TAG: cuda-12.3.1-anaconda-2024-02-py311
+
+jobs:
+  push_to_registry:
+    name: Push Docker image to GitHub Containers
+    permissions:
+      packages: write
+      contents: read
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v4
+      # - name: Create more disk space on Ubuntu
+      #   run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
+      - name: Build image
+        run: docker build . --file Dockerfile --tag $IMAGE_NAME --label $TAG
+      - name: Log in to registr y
+        run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
+      - name: Build & Push Container
+        run: |
+          docker tag $IMAGE_NAME $IMAGE_ID:$TAG
+          docker push $IMAGE_ID:$TAG

From 919d65e682bb39fcf85928ab1c0c39f685af33a6 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 15:08:09 +1000
Subject: [PATCH 02/16] fix context

---
 .github/workflows/build-gha.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 89c7c5c..c1e4ddd 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -19,7 +19,9 @@ jobs:
       # - name: Create more disk space on Ubuntu
       #   run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
       - name: Build image
-        run: docker build . --file Dockerfile --tag $IMAGE_NAME --label $TAG
+        run: | 
+          cd cuda-12.3.1-anaconda-2024-02-py311
+          docker build . --file Dockerfile --tag $IMAGE_NAME --label $TAG
       - name: Log in to registr y
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container

From 6fa7cbf2edf32e8952c0a69128b126aed1365010 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 15:15:34 +1000
Subject: [PATCH 03/16] free up space on the instance

---
 .github/workflows/build-gha.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index c1e4ddd..31a6b00 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -16,8 +16,8 @@ jobs:
     steps:
       - name: Check out the repo
         uses: actions/checkout@v4
-      # - name: Create more disk space on Ubuntu
-      #   run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
+      - name: Create more disk space on Ubuntu
+        run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
       - name: Build image
         run: | 
           cd cuda-12.3.1-anaconda-2024-02-py311

From 13b52758018e3a76122734555308dc99d495e3e1 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 15:30:10 +1000
Subject: [PATCH 04/16] fix typo for IMAGE_NAME

---
 .github/workflows/build-gha.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 31a6b00..735d539 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -26,5 +26,5 @@ jobs:
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container
         run: |
-          docker tag $IMAGE_NAME $IMAGE_ID:$TAG
-          docker push $IMAGE_ID:$TAG
+          docker tag $IMAGE_NAME $IMAGE_NAME:$TAG
+          docker push $IMAGE_NAME:$TAG

From b1fbeda83b6d545182cc2051d91af15584216126 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 15:46:51 +1000
Subject: [PATCH 05/16] update push to ghca

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 735d539..f1cbb67 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -27,4 +27,4 @@ jobs:
       - name: Build & Push Container
         run: |
           docker tag $IMAGE_NAME $IMAGE_NAME:$TAG
-          docker push $IMAGE_NAME:$TAG
+          docker push ghcr.io/QuantEcon/$IMAGE_NAME:$TAG

From 64a73b6681bd895d39a1d1651da58e3a3d0a140a Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 15:59:32 +1000
Subject: [PATCH 06/16] try lowercase orgname

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index f1cbb67..8135446 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -27,4 +27,4 @@ jobs:
       - name: Build & Push Container
         run: |
           docker tag $IMAGE_NAME $IMAGE_NAME:$TAG
-          docker push ghcr.io/QuantEcon/$IMAGE_NAME:$TAG
+          docker push ghcr.io/quantecon/$IMAGE_NAME:$TAG

From eff977b492ec5a290ad3f157f9ab70e1e9dcbbc9 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 16:11:38 +1000
Subject: [PATCH 07/16] update command for push

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 8135446..22e1c15 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -26,5 +26,5 @@ jobs:
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container
         run: |
-          docker tag $IMAGE_NAME $IMAGE_NAME:$TAG
+          docker tag ghcr.io/quantecon/$IMAGE_NAME $IMAGE_NAME:$TAG
           docker push ghcr.io/quantecon/$IMAGE_NAME:$TAG

From de318fff48c0a8e3bd17ac77ccf3ca549eb1084a Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 16:18:21 +1000
Subject: [PATCH 08/16] setup similar to githbu action docs

---
 .github/workflows/build-gha.yml | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 22e1c15..9f81c20 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -2,8 +2,9 @@ name: Build and Push Docker Containers to GitHub Container Registry
 
 on: [pull_request]
 
-env:
-  IMAGE_NAME: quantecon-lecture-python
+env: 
+  REGISTRY: ghcr.io
+  IMAGE_NAME: ${{ github.repository }}
   TAG: cuda-12.3.1-anaconda-2024-02-py311
 
 jobs:
@@ -26,5 +27,5 @@ jobs:
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container
         run: |
-          docker tag ghcr.io/quantecon/$IMAGE_NAME $IMAGE_NAME:$TAG
-          docker push ghcr.io/quantecon/$IMAGE_NAME:$TAG
+          docker tag ${{ env.REGISTRY }}/{{ env.IMAGE_NAME }}:$TAG
+          docker push ${{ env.REGISTRY }}/{{ env.IMAGE_NAME }}:$TAG

From 3adb9ee4ebf2b5c9e1f1e9eb95cc2818e343c7ba Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 16:22:48 +1000
Subject: [PATCH 09/16] setup similar to githbu action docs

---
 .github/workflows/build-gha.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 9f81c20..e1de1b3 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -21,11 +21,10 @@ jobs:
         run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
       - name: Build image
         run: | 
-          cd cuda-12.3.1-anaconda-2024-02-py311
-          docker build . --file Dockerfile --tag $IMAGE_NAME --label $TAG
+          cd ${{ env.TAG }}
+          docker build . --file Dockerfile --tag ${{ env.IMAGE_NAME }} --label ${{ env.TAG }}
       - name: Log in to registr y
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container
         run: |
-          docker tag ${{ env.REGISTRY }}/{{ env.IMAGE_NAME }}:$TAG
-          docker push ${{ env.REGISTRY }}/{{ env.IMAGE_NAME }}:$TAG
+          docker push ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}:$TAG

From 34886cb53d642e424c114cebba6ffa53b661789b Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 16:27:14 +1000
Subject: [PATCH 10/16] all lower case

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index e1de1b3..1c1117d 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -4,7 +4,7 @@ on: [pull_request]
 
 env: 
   REGISTRY: ghcr.io
-  IMAGE_NAME: ${{ github.repository }}
+  IMAGE_NAME: quantecon/lecture-python.docker
   TAG: cuda-12.3.1-anaconda-2024-02-py311
 
 jobs:

From faea586e280602fef4890eeb6bab9be4bcff4a6f Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 17:16:33 +1000
Subject: [PATCH 11/16] check if already loged into the registry

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 1c1117d..2e7a627 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -27,4 +27,4 @@ jobs:
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container
         run: |
-          docker push ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}:$TAG
+          docker push ${{ env.IMAGE_NAME }}:$TAG

From 24197e10a4890350e226515341d80675abd5d2b2 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Mon, 10 Jun 2024 18:13:21 +1000
Subject: [PATCH 12/16] last try for today

---
 .github/workflows/build-gha.yml | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index 2e7a627..b122a6d 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -3,8 +3,7 @@ name: Build and Push Docker Containers to GitHub Container Registry
 on: [pull_request]
 
 env: 
-  REGISTRY: ghcr.io
-  IMAGE_NAME: quantecon/lecture-python.docker
+  IMAGE_NAME: lecture-python-container
   TAG: cuda-12.3.1-anaconda-2024-02-py311
 
 jobs:
@@ -27,4 +26,4 @@ jobs:
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container
         run: |
-          docker push ${{ env.IMAGE_NAME }}:$TAG
+          docker push ghcr.io/quantecon/${{ env.IMAGE_NAME }}:${{ env.TAG }}

From 40eb1bc5f92237b90c208772ae0fb82393681ecd Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Tue, 11 Jun 2024 13:02:04 +1000
Subject: [PATCH 13/16] rework docker build

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index b122a6d..fca2472 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -21,7 +21,7 @@ jobs:
       - name: Build image
         run: | 
           cd ${{ env.TAG }}
-          docker build . --file Dockerfile --tag ${{ env.IMAGE_NAME }} --label ${{ env.TAG }}
+          docker build -t ghcr.io/quantecon/${{ IMAGE_NAME }}:${{ TAG }} .
       - name: Log in to registr y
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container

From 1897179dc8f066d4d9c12920c723ea854c056dc5 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Tue, 11 Jun 2024 13:04:37 +1000
Subject: [PATCH 14/16] rework docker build

---
 .github/workflows/build-gha.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index fca2472..aead5ff 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -21,7 +21,7 @@ jobs:
       - name: Build image
         run: | 
           cd ${{ env.TAG }}
-          docker build -t ghcr.io/quantecon/${{ IMAGE_NAME }}:${{ TAG }} .
+          docker build -t ghcr.io/quantecon/${{ env.IMAGE_NAME }}:${{ env.TAG }} .
       - name: Log in to registr y
         run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
       - name: Build & Push Container

From 3cfba181937c8fd3607ed86c9ee0ede31b19ac77 Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Tue, 11 Jun 2024 15:01:36 +1000
Subject: [PATCH 15/16] build cuda-12.5.0

---
 .github/workflows/build-gha.yml               |  2 +-
 cuda-12.5.0-anaconda-2024-02-py311/Dockerfile | 47 +++++++++++++++++++
 .../environment.yml                           | 26 ++++++++++
 3 files changed, 74 insertions(+), 1 deletion(-)
 create mode 100644 cuda-12.5.0-anaconda-2024-02-py311/Dockerfile
 create mode 100644 cuda-12.5.0-anaconda-2024-02-py311/environment.yml

diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
index aead5ff..38356ff 100644
--- a/.github/workflows/build-gha.yml
+++ b/.github/workflows/build-gha.yml
@@ -4,7 +4,7 @@ on: [pull_request]
 
 env: 
   IMAGE_NAME: lecture-python-container
-  TAG: cuda-12.3.1-anaconda-2024-02-py311
+  TAG: cuda-12.5.0-anaconda-2024-02-py311
 
 jobs:
   push_to_registry:
diff --git a/cuda-12.5.0-anaconda-2024-02-py311/Dockerfile b/cuda-12.5.0-anaconda-2024-02-py311/Dockerfile
new file mode 100644
index 0000000..fa3f890
--- /dev/null
+++ b/cuda-12.5.0-anaconda-2024-02-py311/Dockerfile
@@ -0,0 +1,47 @@
+FROM nvidia/cuda:12.5.0-devel-ubuntu22.04
+
+ENV DEBIAN_FRONTEND=noninteractive
+RUN echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections
+
+# Install base utilities
+RUN apt-get update && \
+    apt-get install -y sudo
+
+# Install tzdata
+# ENV TZ=Etc/UTC
+# RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
+RUN apt-get install -y tzdata
+
+# Install developer tools
+RUN apt-get install -y build-essential && \
+    apt-get install -y wget && \
+    apt-get install -y git
+
+# Install LaTeX build system
+RUN apt-get install -y texlive-latex-recommended texlive-latex-extra texlive-fonts-recommended texlive-fonts-extra texlive-xetex latexmk xindy dvipng ghostscript cm-super
+
+# Clean apt
+RUN sudo apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# Install miniconda
+ENV CONDA_DIR /opt/conda
+RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \
+     /bin/bash ~/miniconda.sh -b -p /opt/conda
+RUN rm -rf Miniconda3-latest-Linux-x86_64.sh
+
+# Put conda in path so we can use conda activate
+ENV PATH=$CONDA_DIR/bin:$PATH
+
+# Setup Environment
+COPY environment.yml .
+RUN conda env create -f environment.yml
+RUN echo "source activate quantecon" > ~/.bashrc
+ENV PATH /opt/conda/envs/quantecon/bin:$PATH
+ENV CONDA_DEFAULT_ENV quantecon
+
+# Install JAX
+RUN nvcc --version
+RUN pip install "numpyro[cuda]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
+# Note: always install jax[cuda] last to ensure proper CUDA+CUDANN version linking
+RUN pip install --upgrade "jax[cuda12_pip]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
diff --git a/cuda-12.5.0-anaconda-2024-02-py311/environment.yml b/cuda-12.5.0-anaconda-2024-02-py311/environment.yml
new file mode 100644
index 0000000..28cb889
--- /dev/null
+++ b/cuda-12.5.0-anaconda-2024-02-py311/environment.yml
@@ -0,0 +1,26 @@
+name: quantecon
+channels:
+  - default
+dependencies:
+  - python=3.11
+  - anaconda=2024.02
+  - pip
+  - pip:
+    - jupyter-book==0.15.1
+    - quantecon-book-theme==0.7.1
+    - sphinx-tojupyter==0.3.0
+    - sphinxext-rediraffe==0.2.7
+    - sphinx-reredirects==0.1.3
+    - sphinx-exercise==0.4.1
+    - ghp-import==1.1.0
+    - sphinxcontrib-youtube==1.1.0
+    - sphinx-togglebutton==0.3.1
+    - array-to-latex
+    - prettytable
+    - kaleido
+    - arviz
+    # Docker Requirements
+    - pytz
+    # Docutils Issue (https://github.com/mcmtroffaes/sphinxcontrib-bibtex/issues/322)
+    - docutils==0.17.1
+

From 754a61717b3f53ae8aa8dd1028000a3929bfbf1b Mon Sep 17 00:00:00 2001
From: mmcky <mamckay@gmail.com>
Date: Wed, 12 Jun 2024 14:17:35 +1000
Subject: [PATCH 16/16] remove builds to dockerhub and migrate to githut
 container service

---
 .github/workflows/_archive/build.yml | 130 +++++++++++++++++++++++++
 .github/workflows/build-gha.yml      |  29 ------
 .github/workflows/build.yml          | 139 ++++-----------------------
 3 files changed, 150 insertions(+), 148 deletions(-)
 create mode 100644 .github/workflows/_archive/build.yml
 delete mode 100644 .github/workflows/build-gha.yml

diff --git a/.github/workflows/_archive/build.yml b/.github/workflows/_archive/build.yml
new file mode 100644
index 0000000..ff89c0f
--- /dev/null
+++ b/.github/workflows/_archive/build.yml
@@ -0,0 +1,130 @@
+name: Build and Push Docker Containers
+
+on:
+  push:
+    branches: [main]
+
+jobs:
+  push_to_registry:
+    name: Push Docker image to Docker Hub
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v3
+      
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v2.1.0
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      # - name: Build & Push (py39-anaconda-2022-10-jb-0.12.1)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: py39-anaconda-2022-10-jb-0.12.1
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:py39-anaconda-2022-10-jb-0.12.1
+
+      # - name: Build & Push (py39-anaconda-2022-10-jb-0.15.1)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: py39-anaconda-2022-10-jb-0.15.1
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:py39-anaconda-2022-10-jb-0.15.1
+      
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-03-py310
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310
+
+      # # Upgrade quantecon-book-theme==0.5.0
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310-b)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-03-py310-b
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310-b
+
+      # Upgrade quantecon-book-theme==0.5.1
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310-c)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-03-py310-c
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310-c
+
+      - name: Create more disk space
+        run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
+      
+      # # Upgrade quantecon-book-theme==0.5.3 
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310-d)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-03-py310-d
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310-d
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-07-py310)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-07-py310
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-07-py310
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-07-py310-b)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-07-py310-b
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-07-py310-b
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-09-py311
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311-b)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-09-py311-b
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311-b
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311-c)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-09-py311-c
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311-c
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311-d)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2023-09-py311-d
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311-d
+
+      # - name: Build & Push (cuda-12.3.1-anaconda-2023-09-py311)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.3.1-anaconda-2023-09-py311
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.3.1-anaconda-2023-09-py311
+
+      - name: Build & Push (cuda-12.3.1-anaconda-2024-02-py311)
+        uses: docker/build-push-action@v3.2.0
+        with:
+          context: cuda-12.3.1-anaconda-2024-02-py311
+          push: true
+          tags: mmcky/quantecon-lecture-python:cuda-12.3.1-anaconda-2024-02-py311
+
+      # - name: Build & Push (cuda-12.1.0-anaconda-2024-02-py311)
+      #   uses: docker/build-push-action@v3.2.0
+      #   with:
+      #     context: cuda-12.1.0-anaconda-2024-02-py311
+      #     push: true
+      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2024-02-py311
\ No newline at end of file
diff --git a/.github/workflows/build-gha.yml b/.github/workflows/build-gha.yml
deleted file mode 100644
index 38356ff..0000000
--- a/.github/workflows/build-gha.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-name: Build and Push Docker Containers to GitHub Container Registry
-
-on: [pull_request]
-
-env: 
-  IMAGE_NAME: lecture-python-container
-  TAG: cuda-12.5.0-anaconda-2024-02-py311
-
-jobs:
-  push_to_registry:
-    name: Push Docker image to GitHub Containers
-    permissions:
-      packages: write
-      contents: read
-    runs-on: ubuntu-latest
-    steps:
-      - name: Check out the repo
-        uses: actions/checkout@v4
-      - name: Create more disk space on Ubuntu
-        run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
-      - name: Build image
-        run: | 
-          cd ${{ env.TAG }}
-          docker build -t ghcr.io/quantecon/${{ env.IMAGE_NAME }}:${{ env.TAG }} .
-      - name: Log in to registr y
-        run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
-      - name: Build & Push Container
-        run: |
-          docker push ghcr.io/quantecon/${{ env.IMAGE_NAME }}:${{ env.TAG }}
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ff89c0f..1ad907a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,130 +1,31 @@
-name: Build and Push Docker Containers
+name: Build and Push Docker Containers to GitHub Container Registry
 
 on:
   push:
     branches: [main]
 
+env: 
+  IMAGE_NAME: lecture-python-container
+  TAG: cuda-12.5.0-anaconda-2024-02-py311
+
 jobs:
   push_to_registry:
-    name: Push Docker image to Docker Hub
+    name: Push Docker image to GitHub Containers
+    permissions:
+      packages: write
+      contents: read
     runs-on: ubuntu-latest
     steps:
       - name: Check out the repo
-        uses: actions/checkout@v3
-      
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v2.1.0
-        with:
-          username: ${{ secrets.DOCKER_USERNAME }}
-          password: ${{ secrets.DOCKER_PASSWORD }}
-
-      # - name: Build & Push (py39-anaconda-2022-10-jb-0.12.1)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: py39-anaconda-2022-10-jb-0.12.1
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:py39-anaconda-2022-10-jb-0.12.1
-
-      # - name: Build & Push (py39-anaconda-2022-10-jb-0.15.1)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: py39-anaconda-2022-10-jb-0.15.1
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:py39-anaconda-2022-10-jb-0.15.1
-      
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-03-py310
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310
-
-      # # Upgrade quantecon-book-theme==0.5.0
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310-b)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-03-py310-b
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310-b
-
-      # Upgrade quantecon-book-theme==0.5.1
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310-c)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-03-py310-c
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310-c
-
-      - name: Create more disk space
+        uses: actions/checkout@v4
+      - name: Create more disk space on Ubuntu
         run: sudo rm -rf /usr/share/dotnet && sudo rm -rf /opt/ghc && sudo rm -rf "/usr/local/share/boost" && sudo rm -rf "$AGENT_TOOLSDIRECTORY"
-      
-      # # Upgrade quantecon-book-theme==0.5.3 
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-03-py310-d)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-03-py310-d
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310-d
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-07-py310)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-07-py310
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-07-py310
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-07-py310-b)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-07-py310-b
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-07-py310-b
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-09-py311
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311-b)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-09-py311-b
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311-b
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311-c)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-09-py311-c
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311-c
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2023-09-py311-d)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2023-09-py311-d
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-09-py311-d
-
-      # - name: Build & Push (cuda-12.3.1-anaconda-2023-09-py311)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.3.1-anaconda-2023-09-py311
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.3.1-anaconda-2023-09-py311
-
-      - name: Build & Push (cuda-12.3.1-anaconda-2024-02-py311)
-        uses: docker/build-push-action@v3.2.0
-        with:
-          context: cuda-12.3.1-anaconda-2024-02-py311
-          push: true
-          tags: mmcky/quantecon-lecture-python:cuda-12.3.1-anaconda-2024-02-py311
-
-      # - name: Build & Push (cuda-12.1.0-anaconda-2024-02-py311)
-      #   uses: docker/build-push-action@v3.2.0
-      #   with:
-      #     context: cuda-12.1.0-anaconda-2024-02-py311
-      #     push: true
-      #     tags: mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2024-02-py311
\ No newline at end of file
+      - name: Build image
+        run: | 
+          cd ${{ env.TAG }}
+          docker build -t ghcr.io/quantecon/${{ env.IMAGE_NAME }}:${{ env.TAG }} .
+      - name: Log in to registr y
+        run: echo "${{ secrets.GITHUB_TOKEN }}" | docker login ghcr.io -u ${{ github.actor }} --password-stdin
+      - name: Build & Push Container
+        run: |
+          docker push ghcr.io/quantecon/${{ env.IMAGE_NAME }}:${{ env.TAG }}