Maid the changes to the main.py file

.github/ISSUE_TEMPLATE/bug_template.md

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+---
+name: "\U0001F41B Bug report"
+about: Create a report to help us improve
+
+---
+
+Your issue may already be reported!
+Please search on the [issue tracker](https://github.com/pytorch/examples/issues) before creating one.
+
+## Context
+<!--- How has this issue affected you? What are you trying to accomplish? -->
+<!--- Providing context helps us come up with a solution that is most useful in the real world -->
+* Pytorch version:
+* Operating System and version:
+
+## Your Environment
+<!--- Include as many relevant details about the environment you experienced the bug in -->
+* Installed using source? [yes/no]:
+* Are you planning to deploy it using docker container? [yes/no]:
+* Is it a CPU or GPU environment?:
+* Which example are you using:
+* Link to code or data to repro [if any]:
+
+## Expected Behavior
+<!--- If you're describing a bug, tell us what should happen -->
+
+## Current Behavior
+<!--- If describing a bug, tell us what happens instead of the expected behavior -->
+
+## Possible Solution
+<!--- Not obligatory, but suggest a fix/reason for the bug -->
+
+## Steps to Reproduce
+<!--- Provide a link to a live example, or an unambiguous set of steps to -->
+<!--- reproduce this bug. Include code to reproduce, if relevant -->
+1.
+2.
+...
+
+## Failure Logs [if any]
+<!--- Provide any relevant log snippets or files here. -->
+

.github/ISSUE_TEMPLATE/doc_template.md

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+---
+name: "\U0001F4DA Documentation"
+about: Report a documentation related issue
+
+---
+
+## 📚 Documentation
+
+<!-- A clear and concise description of what content in any of the README.md files is an issues

.github/ISSUE_TEMPLATE/feature_template.md

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+---
+name: "\U0001F680 Feature request"
+about: Suggest a new example or an improvement to the repo
+
+---
+
+<!--
+Thank you for suggesting an idea to improve pytorch/examples
+
+Please fill in as much of the template below as you're able.
+-->
+
+## Is your feature request related to a problem? Please describe.
+<!-- Please describe the problem you are trying to solve. -->
+
+## Describe the solution
+<!-- Please describe the desired behavior. -->
+
+## Describe alternatives solution
+<!-- Please describe alternative solutions or features you have considered. -->

.github/PULL_REQUEST_TEMPLATE/pull_request_template.md

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+---
+name: "\U0001F41B Pull Request"
+about: Fix a bug or create new example
+
+---
+
+## Description
+
+Please include a summary of the newly proposed example or issue being fixed. Please also include relevant motivation, context.
+
+If this is a new example, how is your example different enough from the remaining examples in the repo. 
+
+If this is a bug fix please link the issue you are fixing. Fixes #(issue)
+
+## Type of change
+
+Please delete options that are not relevant.
+
+- [ ] Bug fix (non-breaking change which fixes an issue)
+- [ ] New Example (new example contribution)
+- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
+- [ ] This change requires a documentation update
+
+## Feature/Issue validation/testing
+
+Please describe the tests [UT/IT] that you ran to verify your changes and relevant result summary. If this is a bug fix please run `run_python_examples.sh` before and after your change locally to make sure it works and add the logs here.
+
+- [ ] Logs before change
+- [ ] Logs after change
+
+- Logs
+
+If this is a new example please add a corresponding test in `run_python_examples.sh`
+
+- [ ] Test Added
+
+## Checklist:
+
+- [ ] Have you added tests that prove your fix is effective or that this example works?
+- [ ] Has code been commented, particularly in hard-to-understand areas?
+- [ ] Have you made corresponding changes to the documentation?

.github/workflows/doc-build.yml

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+name: Doc Build
+
+on:  
+  push:
+    branches:
+      - main
+  workflow_dispatch:
+
+jobs:
+  build_docs_job:
+    runs-on: ubuntu-latest
+    # Grant write permission here so that the doc can be pushed to gh-pages branch
+    permissions:
+      contents: write
+    strategy:
+      matrix:
+        python-version: [3.9]
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+    - name: Dependencies
+      run: |
+        echo `python3 --version`
+        sudo apt-get install -y python-setuptools
+        sudo apt-get install -y python3-sphinx
+        python3 -m pip install --upgrade pip
+        python3 -m pip install setuptools
+      id: build
+    - name: Build the docset
+      run: | 
+        cd docs
+        pip install -r requirements.txt
+        make html 
+    - name: Get output time
+      run: echo "The time was ${{ steps.build.outputs.time }}"      
+    - name: Deploy
+      uses: JamesIves/github-pages-deploy-action@releases/v3
+      with:
+          ACCESS_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          BRANCH: gh-pages # The branch the action should deploy to.
+          FOLDER: ./docs/build/html # The folder the action should deploy. 

.github/workflows/main_cpp.yml

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+name: Run CPP Examples
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  schedule:
+    # Every day at 3:00am
+    - cron: '0 3 * * *'
+
+
+jobs:
+  test:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.11
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.11
+
+    - name: Install Cmake, Make, g++, MKL
+      run: |
+        sudo apt update && sudo apt upgrade
+        sudo apt install cmake g++ make
+        sudo apt-get -y install intel-mkl
+    - name: Install OpenCV
+      run: |
+        sudo apt -y install libtbb-dev
+        sudo apt install libopencv-dev
+    - name: Install argparse
+      run: |
+        git clone https://github.com/p-ranav/argparse
+        cd argparse
+        mkdir build
+        cd build
+        cmake -DARGPARSE_BUILD_SAMPLES=off -DARGPARSE_BUILD_TESTS=off ..
+        sudo make install
+    # Alternatively, you can install OpenCV from source
+    # - name: Install OpenCV from source
+    #   run: |
+        # wget -O opencv.zip https://github.com/opencv/opencv/archive/4.x.zip
+        # unzip opencv.zip
+        # mkdir -p build && cd build
+        # cmake  ../opencv-4.x
+        # cmake --build .
+        # sudo make install    
+
+    - name: Run Cpp Tests
+      run: |
+        chmod +x ./run_cpp_examples.sh
+        ./run_cpp_examples.sh "get_libtorch,run_all,clean"

.github/workflows/main_distributed.yaml

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+name: Run Distributed Examples
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  schedule:
+    # Every day at 3:00am
+    - cron: '0 3 * * *'
+
+
+jobs:
+  test:
+
+    runs-on: 4-core-ubuntu-gpu-t4
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.8
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.8
+    - name: Install PyTorch
+      run: |
+        python -m pip install --upgrade pip
+        pip install --pre torch -f https://download.pytorch.org/whl/nightly/cu118/torch_nightly.html
+    - name: Run Tests
+      run: |
+        ./run_distributed_examples.sh "run_all,clean"
+    - name: Open issue on failure
+      if: ${{ failure() && github.event_name  == 'schedule' }}
+      uses: rishabhgupta/git-action-issue@v2
+      with:
+        token: ${{ secrets.GITHUB_TOKEN }}
+        title: Daily CI failed
+        body:  Commit ${{ github.sha }} daily scheduled [CI run](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}) failed, please check why
+        assignees: ''

.github/workflows/main_python.yml

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+name: Run Python Examples
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  schedule:
+    # Every day at 3:00am
+    - cron: '0 3 * * *'
+
+
+jobs:
+  test:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.8
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.8
+    - name: Install PyTorch
+      run: |
+        python -m pip install --upgrade pip
+        # Install CPU-based pytorch
+        pip install --pre torch torchvision -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html
+        # Maybe use the CUDA 10.2 version instead?
+        # pip install --pre torch torchvision -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
+    - name: Run Tests
+      run: |
+        ./run_python_examples.sh "install_deps,run_all,clean"
+    - name: Open issue on failure
+      if: ${{ failure() && github.event_name  == 'schedule' }}
+      uses: rishabhgupta/git-action-issue@v2
+      with:
+        token: ${{ secrets.GITHUB_TOKEN }}
+        title: Daily CI failed
+        body:  Commit ${{ github.sha }} daily scheduled [CI run](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}) failed, please check why
+        assignees: ''

.gitignore

@@ -1,3 +1,25 @@
-mnist/data
-VAE/data
+dcgan/data
+data
 *.pyc
+OpenNMT/data
+cpp/mnist/build
+cpp/dcgan/build
+dcgan/*.png
+dcgan/*.pth
+snli/.data
+snli/.vector_cache
+snli/results
+word_language_model/model.pt
+fast_neural_style/saved_models
+fast_neural_style/saved_models.zip
+gcn/cora/
+gat/cora/
+docs/build
+docs/venv
+
+# vi backups
+*~
+
+# development
+.vscode
+**/.DS_Store

CODEOWNERS

@@ -0,0 +1,30 @@
+# This is a comment.
+# Each line is a file pattern followed by one or more owners.
+
+# Github Actions, tests and CI
+./github/ @msaroufim
+run_python_examples.sh @msaroufim
+
+# Distributed examples 
+# Can also add the distributed oncall
+./distributed/ @mrshenli @pritamdamania87 @rohan-varma @H-Huang
+./mnist_hogwild/ @mrshenli @pritamdamania87 @rohan-varma @H-Huang
+
+# FX examples 
+./fx/ @jamesr66a @Chillee
+
+# Domain Examples 
+./reinforcement_learning/ @msaroufim 
+./word_language_model/ @msaroufim
+
+# Need an owner 
+./regression/
+./mnist/
+./imagenet/
+./super_resolution/ 
+./time_sequence_prediction/
+./vae/
+
+# Legacy examples
+./cpp/
+./legacy/snli/