Original file line number	Diff line number	Diff line change
`@@ -4,40 +4,19 @@ on:`
`4`	`4`	`branches:`
`5`	`5`	`- main`
`6`	`6`	`jobs:`
`7`		`-deploy-runner:`
`8`		`-runs-on: ubuntu-latest`
`9`		`-steps:`
`10`		`- - uses: iterative/setup-cml@v1`
`11`		`- - uses: actions/checkout@v3`
`12`		`-with:`
`13`		`-ref: ${{ github.event.pull_request.head.sha }}`
`14`		`- - name: Deploy runner on EC2`
`15`		`-env:`
`16`		`-REPO_TOKEN: ${{ secrets.QUANTECON_SERVICES_PAT }}`
`17`		`-AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}`
`18`		`-AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}`
`19`		`-run: \|`
`20`		`- cml runner launch \`
`21`		`- --cloud=aws \`
`22`		`- --cloud-region=us-west-2 \`
`23`		`- --cloud-type=p3.2xlarge \`
`24`		`- --labels=cml-gpu \`
`25`		`- --cloud-hdd-size=40`
`26`	`7`	`cache:`
`27`		`-needs: deploy-runner`
`28`		`-runs-on: [self-hosted, cml-gpu]`
`29`		`-container:`
`30`		`-image: docker://mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310`
`31`		`-options: --gpus all`
	`8`	`+runs-on: ubuntu-latest`
`32`	`9`	`steps:`
`33`	`10`	`- uses: actions/checkout@v3`
	`11`	`+ - name: Setup Anaconda`
	`12`	`+uses: conda-incubator/setup-miniconda@v2`
`34`	`13`	`with:`
`35`		`-ref: ${{ github.event.pull_request.head.sha }}`
`36`		`-# Install Hardware Dependant Libraries`
`37`		`-- name: Check nvidia drivers`
`38`		`-shell: bash -l {0}`
`39`		`-run: \|`
`40`		`- nvidia-smi`
	`14`	`+auto-update-conda: true`
	`15`	`+ auto-activate-base: true`
	`16`	`+ miniconda-version: 'latest'`
	`17`	`+ python-version: "3.10"`
	`18`	`+ environment-file: environment.yml`
	`19`	`+activate-environment: quantecon`
`41`	`20`	`- name: Build HTML`
`42`	`21`	`shell: bash -l {0}`
`43`	`22`	`run: \|`

Original file line number	Diff line number	Diff line change
`@@ -1,40 +1,32 @@`
`1`	`1`	`name: Build Project [using jupyter-book]`
`2`	`2`	`on: [pull_request]`
`3`	`3`	`jobs:`
`4`		`-deploy-runner:`
`5`		`-runs-on: ubuntu-latest`
`6`		`-steps:`
`7`		`- - uses: iterative/setup-cml@v1`
`8`		`- - uses: actions/checkout@v3`
`9`		`-with:`
`10`		`-ref: ${{ github.event.pull_request.head.sha }}`
`11`		`- - name: Deploy runner on EC2`
`12`		`-env:`
`13`		`-REPO_TOKEN: ${{ secrets.QUANTECON_SERVICES_PAT }}`
`14`		`-AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}`
`15`		`-AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}`
`16`		`-run: \|`
`17`		`- cml runner launch \`
`18`		`- --cloud=aws \`
`19`		`- --cloud-region=us-west-2 \`
`20`		`- --cloud-type=p3.2xlarge \`
`21`		`- --labels=cml-gpu \`
`22`		`- --cloud-hdd-size=40`
`23`	`4`	`preview:`
`24`		`-needs: deploy-runner`
`25`		`-runs-on: [self-hosted, cml-gpu]`
`26`		`-container:`
`27`		`-image: docker://mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310`
`28`		`-options: --gpus all`
	`5`	`+runs-on: ubuntu-latest`
`29`	`6`	`steps:`
`30`	`7`	`- uses: actions/checkout@v3`
	`8`	`+ - name: Setup Anaconda`
	`9`	`+uses: conda-incubator/setup-miniconda@v2`
`31`	`10`	`with:`
`32`		`-ref: ${{ github.event.pull_request.head.sha }}`
`33`		`-# Install Hardware Dependant Libraries`
`34`		`- - name: Check nvidia drivers`
`35`		`-shell: bash -l {0}`
	`11`	`+auto-update-conda: true`
	`12`	`+auto-activate-base: true`
	`13`	`+miniconda-version: 'latest'`
	`14`	`+python-version: "3.10"`
	`15`	`+environment-file: environment.yml`
	`16`	`+activate-environment: quantecon`
	`17`	`+ - name: Install latex dependencies`
`36`	`18`	`run: \|`
`37`		`- nvidia-smi`
	`19`	`+ sudo apt-get -qq update`
	`20`	`+ sudo apt-get install -y \`
	`21`	`+ texlive-latex-recommended \`
	`22`	`+ texlive-latex-extra \`
	`23`	`+ texlive-fonts-recommended \`
	`24`	`+ texlive-fonts-extra \`
	`25`	`+ texlive-xetex \`
	`26`	`+ latexmk \`
	`27`	`+ xindy \`
	`28`	`+ dvipng \`
	`29`	`+ cm-super`
`38`	`30`	`- name: Display Conda Environment Versions`
`39`	`31`	`shell: bash -l {0}`
`40`	`32`	`run: conda list`

Original file line number	Diff line number	Diff line change
`@@ -13,10 +13,10 @@ jobs:`
`13`	`13`	`fail-fast: false`
`14`	`14`	`matrix:`
`15`	`15`	`os: ["ubuntu-latest"]`
`16`		`-python-version: ["3.9"]`
	`16`	`+python-version: ["3.10"]`
`17`	`17`	`steps:`
`18`	`18`	`- name: Checkout`
`19`		`-uses: actions/checkout@v2`
	`19`	`+uses: actions/checkout@v3`
`20`	`20`	`- name: Setup Anaconda`
`21`	`21`	`uses: conda-incubator/setup-miniconda@v2`
`22`	`22`	`with:`

Original file line number	Diff line number	Diff line change
`@@ -4,40 +4,34 @@ on:`
`4`	`4`	`tags:`
`5`	`5`	`- 'publish*'`
`6`	`6`	`jobs:`
`7`		`-deploy-runner:`
`8`		`-runs-on: ubuntu-latest`
`9`		`-steps:`
`10`		`- - uses: iterative/setup-cml@v1`
`11`		`- - uses: actions/checkout@v3`
`12`		`-with:`
`13`		`-ref: ${{ github.event.pull_request.head.sha }}`
`14`		`- - name: Deploy runner on EC2`
`15`		`-env:`
`16`		`-REPO_TOKEN: ${{ secrets.QUANTECON_SERVICES_PAT }}`
`17`		`-AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}`
`18`		`-AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}`
`19`		`-run: \|`
`20`		`- cml runner launch \`
`21`		`- --cloud=aws \`
`22`		`- --cloud-region=us-west-2 \`
`23`		`- --cloud-type=p3.2xlarge \`
`24`		`- --labels=cml-gpu \`
`25`		`- --cloud-hdd-size=40`
`26`	`7`	`publish:`
`27`	`8`	`if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')`
`28`		`-needs: deploy-runner`
`29`		`-runs-on: [self-hosted, cml-gpu]`
`30`		`-container:`
`31`		`-image: docker://mmcky/quantecon-lecture-python:cuda-12.1.0-anaconda-2023-03-py310`
`32`		`-options: --gpus all`
	`9`	`+runs-on: ubuntu-latest`
`33`	`10`	`steps:`
`34`	`11`	`- name: Checkout`
`35`	`12`	`uses: actions/checkout@v3`
`36`		`-# Install Hardware Dependant Libraries`
`37`		`- - name: Check nvidia drivers`
`38`		`-shell: bash -l {0}`
	`13`	`+ - name: Setup Anaconda`
	`14`	`+uses: conda-incubator/setup-miniconda@v2`
	`15`	`+with:`
	`16`	`+auto-update-conda: true`
	`17`	`+auto-activate-base: true`
	`18`	`+miniconda-version: 'latest'`
	`19`	`+python-version: "3.10"`
	`20`	`+environment-file: environment.yml`
	`21`	`+activate-environment: quantecon`
	`22`	`+ - name: Install latex dependencies`
`39`	`23`	`run: \|`
`40`		`- nvidia-smi`
	`24`	`+ sudo apt-get -qq update`
	`25`	`+ sudo apt-get install -y \`
	`26`	`+ texlive-latex-recommended \`
	`27`	`+ texlive-latex-extra \`
	`28`	`+ texlive-fonts-recommended \`
	`29`	`+ texlive-fonts-extra \`
	`30`	`+ texlive-xetex \`
	`31`	`+ latexmk \`
	`32`	`+ xindy \`
	`33`	`+ dvipng \`
	`34`	`+ cm-super`
`41`	`35`	`- name: Display Conda Environment Versions`
`42`	`36`	`shell: bash -l {0}`
`43`	`37`	`run: conda list`

Original file line number	Diff line number	Diff line change
`@@ -18,6 +18,4 @@ This table contains the latest execution statistics.`
`18`	`18`
`19`	`19`	`(status:machine-details)=`
`20`	`20`
`21`		-These lectures are built on `linux` instances through `github actions` and `amazon web services (aws)` to
`22`		-enable access to a `gpu`. These lectures are built on a [p3.2xlarge](https://aws.amazon.com/ec2/instance-types/p3/)
`23`		-that has access to `8 vcpu's`, a `V100 NVIDIA Tesla GPU`, and `61 Gb` of memory.
	`21`	+These lectures are built on `linux` instances through `github actions`.